tiny-superfast-agentic-MLM-6.5m-v1: 6.44M-param NumPy command parser, sample executor, benchmarks

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NOTICE

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+tiny-superfast-agentic-MLM-6.5m-v1
+Copyright (c) 2026 sraivante
+
+Licensed under the Apache License, Version 2.0 (see LICENSE).
+
+The model was trained from random initialisation (no pretrained base model) on a synthetic command dataset that is
+not distributed with this repository.
+The included executor is a sample for testing only and is not a fully developed product.

README.md

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+---
+license: apache-2.0
+language:
+- en
+- hi
+pipeline_tag: text2text-generation
+tags:
+- function-calling
+- tool-use
+- agent
+- intent-classification
+- slot-filling
+- seq2seq
+- hinglish
+- code-mixed
+- voice-assistant
+- raspberry-pi
+- edge
+- on-device
+- cpu
+- numpy
+---
+
+# tiny-superfast-agentic-MLM-6.5m-v1: a 6.4M-parameter voice-command parser for laptops and Raspberry Pi
+
+**tiny-superfast-agentic-MLM-6.5m-v1** turns one short spoken or typed command into a structured command that a
+program can execute. It understands English and Hinglish (Roman-script Hindi-English), with some Devanagari Hindi, and covers **371 actions**
+(audio, display, Wi-Fi, apps, files, timers, power, network, services, Raspberry Pi GPIO/I2C and more), and runs on
+a plain CPU with **NumPy only**: no GPU, no PyTorch and no internet needed at inference.
+
+```text
+ENGLISH   "set the volume to 40"                              ->  set_volume {"value": 40}
+HINGLISH  "volume 40 kar do"                                  ->  set_volume {"value": 40}
+ENGLISH   "connect to wifi Redmi Note 12 password hello@123"  ->  connect_wifi {"ssid": "Redmi Note 12", "password": "hello@123"}
+HINGLISH  "pwd Tiger@2025 daalo aur Hostel Wing C se jud jao" ->  connect_wifi {"ssid": "Hostel Wing C", "password": "Tiger@2025"}
+HINGLISH  "10 min baad shutdown kar dena"                     ->  shutdown {"amount": 10, "unit": "min"}
+HINGLISH  "board pin 11 pe led jalao"                         ->  gpio_on {"pin": 11, "numbering": "board"}
+HINDI     "5 मिनट का टाइमर लगाओ"                              ->  set_timer {"amount": 5, "unit": "min"}
+```
+
+| | |
+|---|---|
+| Parameters | **6,441,472** (≈6.4M; "6.5m" in the name is rounded up) |
+| Model file | `model/model.npz`, 23.9 MB, float32. `pytorch/model.pt` is included for fine-tuning |
+| Runs on | CPU only, fully offline: Windows, Linux, Raspberry Pi 5. Inference needs only `numpy` |
+| Accuracy | **97.53% exact** on 6,611 held-out-template commands (`test_strict`); **99.10%** on validation; 100% on 461 unseen Wi-Fi phrasings |
+| Speed | median **18 ms** per command on a laptop i7-1360P, **30 ms** on a Raspberry Pi 5 (10 min sustained load) |
+| Load time | 0.13 s (laptop), 0.20 s (Raspberry Pi 5) |
+| Bigger sibling | [tiny-agentic-home-robotic-for-edge-device-v10](https://huggingface.co/sraivante/tiny-agentic-home-robotic-for-edge-device-v10) (23.9M params, MiniLM-based) |
+
+> **About the name.** "MLM" here means *micro language model*. It is **not** a masked language model like BERT:
+> the architecture is a small Transformer encoder-decoder (seq2seq) that writes the command one token at a time.
+
+> **Executor notice.** The model only *parses* commands; it never runs anything. The executor in this repository is a
+> **sample for testing, not a finished product**. It gates every action by risk (safe / caution / critical) and asks
+> for confirmation before anything risky. Use it on a test machine and read the command before you run it.
+
+## Best use: a personal voice companion for small commands
+
+The model is built to be the "understanding" step of a small, private, always-available assistant: you **speak** a
+short command, and your computer or Raspberry Pi **does it**. It replaces a large LLM for common, well-defined device
+commands, so the answer is instant (tens of milliseconds), private (nothing leaves the device) and free.
+
+Attach any speech recognizer (ASR) in front of it and an executor behind it:
+
+```mermaid
+flowchart LR
+    U(["User speaks<br/>'volume 40 kar do'"]) --> A["ASR<br/>speech → text<br/>(Whisper, Vosk, ...)"]
+    A -->|"text"| M["<b>tiny-superfast-agentic-MLM-6.5m-v1</b><br/>text → structured command<br/>6.4M params · ~20–70 ms on CPU"]
+    M -->|"set_volume {value: 40}<br/>+ confidence"| E["Executor<br/>validate → risk gate → OS command"]
+    E --> O(["Output action<br/>volume set to 40%"])
+    E -. "clarify / unknown /<br/>low confidence" .-> U
+```
+
+If your viewer does not render Mermaid:
+
+```text
+user voice ==> [ ASR ] --text--> [ tiny-superfast-agentic-MLM-6.5m-v1 ] --command JSON--> [ executor ] ==> output action
+                                                                                             |
+                                          ask the user again  <----  clarify / unknown / low confidence
+```
+
+| Stage | What it does | Example |
+|---|---|---|
+| **1. ASR** (you bring it) | Turns speech into text. Any engine works: Whisper / faster-whisper, Vosk, a phone keyboard, or a chat box. | audio → `volume 40 kar do` |
+| **2. This model** | Turns text into one action from the 371-action catalog, plus its typed arguments and a confidence score. | → `{"action": "set_volume", "value": 40}`, confidence 0.997 |
+| **3. Executor** (sample included) | Checks the arguments, applies the risk gate, renders a whitelisted OS command for Windows or Raspberry Pi, and runs it or asks first. | → Pi: `wpctl set-volume @DEFAULT_AUDIO_SINK@ 40%` |
+| **4. Output action** | The device acts, and the result can be read back to the user (TTS). | volume is now 40% |
+
+A good agent pattern: execute only when confidence is high and the risk gate allows it, ask the user when the result
+is `clarify`, and hand `unknown` or low-confidence text to a bigger model or back to the user.
+
+### Minimal voice loop (example)
+
+```python
+# pip install numpy faster-whisper   (ASR is your choice; this is one option)
+import os; os.environ.setdefault("OPENBLAS_NUM_THREADS", "4")      # "2" on a Raspberry Pi 5, see Speed
+import sys; sys.path[:0] = ["model", "executor"]
+from runtime import CommandModel
+import executor as EX
+from faster_whisper import WhisperModel
+
+asr = WhisperModel("small", device="cpu", compute_type="int8")
+parser = CommandModel("model")
+
+def handle(wav_path):
+    text = " ".join(s.text for s in asr.transcribe(wav_path)[0]).strip()   # 1. speech -> text
+    out = parser.predict(text); meta = out.pop("_meta")                     # 2. text -> command
+    plan = EX.plan(out, None, text)                                          # 3. command -> gated OS command
+    if plan.action == "clarify" or meta["confidence"] < 0.8:
+        return f"Sorry, can you say that again? ({plan.note or text})"
+    ok, why = EX.gate(plan, allow_caution=False)                             # safe actions only in this demo
+    return EX.run(plan, out, dry_run=not ok)                                 # 4. act (dry run if gated)
+```
+
+The ASR part of this snippet is an illustration. The model was trained on typed/synthetic text, not on real ASR
+transcripts, so test it with your own ASR output (see Limitations).
+
+## What it understands
+
+Every example is shown in ENGLISH, then the same command in HINGLISH. The outputs, confidences and executor plans are
+real outputs of this model and the included sample executor.
+
+| Use case | Language | Command | Model output | Confidence | Risk | Raspberry Pi command |
+|---|---|---|---|---|---|---|
+| Audio | ENGLISH | `set the volume to 40` | `set_volume {"value": 40}` | 0.996 | safe | `wpctl set-volume … 40%` |
+| Audio | HINGLISH | `volume 40 kar do` | `set_volume {"value": 40}` | 0.997 | safe | `wpctl set-volume … 40%` |
+| Wi-Fi | ENGLISH | `connect to wifi Redmi Note 12 password hello@123` | `connect_wifi {"ssid": "Redmi Note 12", "password": "hello@123"}` | 1.000 | caution | `nmcli dev wifi connect 'Redmi Note 12' password hello@123` |
+| Wi-Fi | HINGLISH | `Redmi Note 12 wifi se connect karo password hello@123` | same | 1.000 | caution | same |
+| Wi-Fi, password first | ENGLISH | `password Tiger@2025 then join Hostel Wing C` | `connect_wifi {"ssid": "Hostel Wing C", "password": "Tiger@2025"}` | 1.000 | caution | `nmcli dev wifi connect 'Hostel Wing C' …` |
+| Wi-Fi, password first | HINGLISH | `pwd Tiger@2025 daalo aur Hostel Wing C se jud jao` | same | 1.000 | caution | same |
+| Apps | ENGLISH | `open chrome` | `open_app {"app": "chrome"}` | 0.990 | caution | `chromium-browser &` |
+| Apps | HINGLISH | `chrome kholo` | `open_app {"app": "chrome"}` | 0.986 | caution | `chromium-browser &` |
+| Timers | ENGLISH | `set a timer for 5 minutes` | `set_timer {"amount": 5, "unit": "min"}` | 0.998 | safe | built-in timer |
+| Timers | HINGLISH | `5 minute ka timer lagao` | `set_timer {"amount": 5, "unit": "min"}` | 0.998 | safe | built-in timer |
+| Power | ENGLISH | `shut down in 10 minutes` | `shutdown {"amount": 10, "unit": "min"}` | 0.998 | critical | `sudo shutdown -h +10` |
+| Power | HINGLISH | `10 min baad shutdown kar dena` | `shutdown {"amount": 10, "unit": "min"}` | 0.998 | critical | `sudo shutdown -h +10` |
+| Negation | ENGLISH | `don't shut down the laptop` | `cancel_shutdown {}` | 0.995 | caution | `shutdown -c` |
+| Negation | HINGLISH | `shutdown mat karo` | `cancel_shutdown {}` | 0.995 | caution | `shutdown -c` |
+| Pi GPIO | ENGLISH | `turn on board pin 11` | `gpio_on {"pin": 11, "numbering": "board"}` | 0.999 | critical | `sudo pinctrl set 17 op dh` |
+| Pi GPIO | HINGLISH | `board pin 11 pe led jalao` | `gpio_on {"pin": 11, "numbering": "board"}` | 0.998 | critical | `sudo pinctrl set 17 op dh` |
+| Pi GPIO, ambiguous pin | HINGLISH | `pin no 11 high karo` | `gpio_on {"pin": 11}` | 0.993 | → clarify | executor asks: *board pin 11 (= GPIO 17) or GPIO 11 (= board pin 23)?* |
+| Diagnostics | ENGLISH | `what is the cpu temperature` | `get_temperature {}` | 0.995 | safe | `vcgencmd measure_temp` |
+| Diagnostics | HINGLISH | `cpu ka temperature batao` | `get_temperature {}` | 0.996 | safe | `vcgencmd measure_temp` |
+| Files | HINGLISH | `reports naam ka folder banao` | `create_folder {"path": "reports"}` | 0.999 | caution | `mkdir -p -- reports` |
+| Out of scope | ENGLISH | `tell me a joke` | `unknown {}` | 0.993 | safe | nothing |
+| Out of scope (miss) | HINGLISH | `kya haal hai bhai` | `recent_files {}` | **0.604** | safe | (low confidence: ask or hand off) |
+
+The last row is a real miss: small talk went to a harmless action, but with low confidence. This is why the agent
+should check the confidence before acting.
+
+## Test results
+
+### Accuracy
+
+Held-out evaluation after training (raw model output, before the runtime "snap" repair). "Exact" means the action
+and every argument match; "Action" means only the action matches.
+
+| Set | n | Exact | Action | What it tests |
+|---|---|---|---|---|
+| validation | 10,413 | 99.10% | 99.29% | same templates as training, unseen rows |
+| test | 10,618 | 98.37% | 98.52% | held-out templates |
+| **test_strict** | **6,611** | **97.53%** | **97.70%** | held-out templates with no paraphrase sibling in training (the honest generalisation number) |
+| curated | 371 | 99.46% | 99.73% | one held-out prompt per action |
+| B_typo | 3,000 | 99.17% | 99.50% | typos |
+| wifi_holdout | 461 | 100.00% | 100.00% | unseen Wi-Fi connect phrasings |
+| gap11_holdout | 696 | 99.28% | 100.00% | unseen templates: password-first Wi-Fi, CPU clock vs usage, board↔BCM pins, fan vs mouse speed |
+| A_challenge | 1,152 | 97.40% | 98.44% | external challenge set |
+| B_golden_final | 384 | 97.40% | 97.40% | external golden set, including out-of-scope prompts |
+| B_golden_dev | 383 | 95.04% | 95.82% | external golden set |
+| A_practical-dev | 1,321 | 95.31% | 96.44% | external practical set |
+| A_practical-holdout | 428 | 92.06% | 94.16% | external practical set; some misses are label-convention differences |
+
+The same model was also run on the laptop and on the Raspberry Pi 5 (2,340 prompts, with the runtime snap). **Both
+devices produce identical predictions: 97.82% exact, 98.46% action.**
+
+### Speed and temperature
+
+10 minutes of continuous single-stream inference on each device. Full per-pass and per-minute tables are in
+[`eval/BENCHMARK.md`](eval/BENCHMARK.md).
+
+| | Laptop (Intel i7-1360P) | Raspberry Pi 5 (16 GB) |
+|---|---|---|
+| Latency p50 / p95 / p99 | 18.4 / 168.6 / 239.6 ms | 30.2 / 243.9 / 281.6 ms |
+| Throughput, cool → after 10 min | 29.6 → 18.5 commands/s | 13.9 → 13.9 commands/s |
+| Temperature idle → peak | 52.6 → 91.9 °C | 38.5 → 59.8 °C |
+| Throttling | slows down ~39% once hot | none (2400 MHz throughout, `get_throttled=0x0`) |
+| Best BLAS threads | 4 | 2 |
+
+- Latency grows with the length of the command the model writes: short commands take ~10–35 ms, Wi-Fi commands with
+  an SSID and a password take ~100–250 ms.
+- **Set the BLAS thread count.** The matrices are small, so NumPy's default (one thread per core) is up to 4x slower.
+  Use `OPENBLAS_NUM_THREADS=4` on x86 laptops and `OPENBLAS_NUM_THREADS=2` on the Raspberry Pi 5 (`quickstart.py`
+  does this for you).
+
+### Test devices
+
+| | Laptop | Raspberry Pi 5 |
+|---|---|---|
+| CPU | Intel Core i7-1360P (4P + 8E cores) | Broadcom BCM2712, 4× Cortex-A76 @ 2.4 GHz |
+| RAM | 32 GB | 16 GB |
+| OS | Windows 11 | Raspberry Pi OS (Debian 13), kernel 6.12 |
+| Python / NumPy | 3.13 / 2.5.3 | 3.13 / 2.2.4 |
+| Cooling | built-in fan, AC power | active cooler (PWM fan) |
+
+## Download and test
+
+### 1. Get the files
+
+```bash
+pip install -U huggingface_hub
+hf download sraivante/tiny-superfast-agentic-MLM-6.5m-v1 --local-dir tiny-agentic-6.5m
+cd tiny-agentic-6.5m
+```
+
+### 2. Parse commands (nothing is executed)
+
+```bash
+pip install numpy
+python quickstart.py "volume 40 kar do" "connect to wifi Redmi Note 12 password hello@123"
+python quickstart.py            # interactive
+```
+
+Each line prints the command, the confidence, the latency, the risk level and the OS command the sample executor
+*would* run on this machine.
+
+### 3. Test UI and checks (Python 3.9+)
+
+| | Windows | Raspberry Pi / Linux |
+|---|---|---|
+| Test UI in the browser (http://localhost:8000) | `run.bat` | `./run.sh` |
+| Terminal agent | `run.bat cli` | `./run.sh cli` |
+| Smoke test (model + executor, nothing executed) | `run.bat test` / `run.bat test --full` | `./run.sh test` / `./run.sh test --full` |
+| HTML report of all 371 actions | `run.bat report` | `./run.sh report` |
+
+The first run creates `.venv` and installs `numpy`, `fastapi` and `uvicorn`. `report` really runs the *safe,
+read-only* actions on your machine (for example reading the volume or the IP address) and dry-runs everything else.
+
+In the UI, *Run all* is always a dry run. **Execute** on a row runs that one command: safe actions run directly,
+caution actions need the "allow caution" box, and critical actions ask you to type the action name. The UI listens on
+127.0.0.1 only and has no login, so do not expose it to a network.
+
+### 4. Reproduce the speed test
+
+```bash
+cd eval
+sh bench_run_all.sh python ../model <dir with eval .jsonl sets> <out_dir> default 1 2 4
+```
+
+## How the model works
+
+- **Input:** one command, up to 128 characters, normalised and encoded character by character (200-symbol
+  vocabulary), so typos, code-mixing and odd spellings are handled without a word tokenizer.
+- **Network:** Transformer encoder-decoder, d_model 256, 8 heads, FFN 768, 5 encoder + 3 decoder layers (pre-LN).
+- **Output:** a short canonical command such as `connect_wifi ssid="…" password="…"`, written token by token
+  (1,052-token output vocabulary).
+- **Grammar-constrained decoding:** at every step only tokens that keep the output valid are allowed. The action must
+  come from the 371-action catalog, the slots must belong to that action, and text slots (SSIDs, passwords, file names,
+  apps) must be copied from the input. The model cannot invent an action or a password that you did not say.
+- **Snap:** a small post-decode repair extends copied SSIDs and passwords to whole tokens and recovers the original
+  letter case from the input.
+- **Training:** from random initialisation (no pretrained base), 1,230,162 synthetic English/Hinglish rows, 18 epochs
+  on one NVIDIA A100 (bf16, batch 1024, lr 3e-3), about 36 minutes.
+- **Catalog metadata:** each action carries `risk` (safe/caution/critical), `needs_sudo` and `platforms`, so the
+  executor can decide what to run, confirm or refuse.
+
+## Safety
+
+- The model does not refuse anything. The **executor is the policy**: whitelisted command templates, per-shell
+  quoting, a risk gate and clarification questions.
+- **Credential guard:** if a parsed Wi-Fi password or network name looks like a slip (a filler word such as "hai" or
+  "pehle", the password equal to the SSID, the password inside the SSID), the executor asks again instead of
+  connecting.
+- **Bare pin numbers:** "pin no 11" can mean physical pin 11 or GPIO 11. For any action that drives a pin, the
+  executor asks which one unless the user said gpio, bcm, board, physical or header. Power and ground header pins are
+  always refused.
+- Critical actions (shutdown, GPIO writes, `run_command`, ...) need the action name typed as confirmation.
+
+## Limitations
+
+- Training data is synthetic, with no real ASR transcripts. Test with your own speech recognizer, and expect lower
+  accuracy on noisy transcripts.
+- English and Roman-script Hinglish dominate the training data. Devanagari Hindi is only 0.26% of it (3,232 rows).
+  Spot checks work (`क्रोम खोलो` → `open_app chrome`, `वाईफाई बंद करो` → `wifi_off`, `5 मिनट का टाइमर लगाओ` → `set_timer`),
+  but there is no Devanagari test set, so its accuracy is not measured.
+- One command per utterance. It is a parser, not a multi-step planner.
+- Small talk and out-of-scope requests usually come back as `unknown`, but not always (see `kya haal hai bhai`
+  above). Use the confidence score.
+- Known confusions: `scan_lan` vs `discover_devices` (a labelling ambiguity), and bare GPIO pin numbers (handled by
+  the executor, see Safety).
+- The sample executor is not a finished product. Some Windows actions have no command-line equivalent and only open
+  the right Settings page. Many Raspberry Pi actions need tools such as `pinctrl`, `nmcli` or `i2c-tools`.
+
+## Files
+
+| Path | What it is |
+|---|---|
+| `model/model.npz`, `model/config.json` | The model weights (NumPy) and architecture |
+| `model/runtime.py`, `tokenizer.py`, `grammar.py`, `normalize.py`, `snap.py`, `catalog.py` | NumPy inference code |
+| `model/catalog.json` | The 371 actions with slots, risk, sudo and platform metadata |
+| `pytorch/model.pt`, `pytorch/model.py` | PyTorch checkpoint (`{"state", "cfg"}`) and model definition, for fine-tuning |
+| `quickstart.py` | Command-line demo (parse + show plan, nothing executed) |
+| `executor/` | Sample executor: Windows and Raspberry Pi command templates, risk gate, credential and pin guards |
+| `ui/`, `run.sh`, `run.bat` | Local test UI and terminal agent |
+| `eval/` | Smoke test, curated and Wi-Fi evaluation prompts, HTML report generator, benchmark script and results |
+| `tools/install_model.py` | Swap in a re-trained `model.npz` (backs up the current one) |
+
+Load the PyTorch checkpoint:
+
+```python
+import torch; from pytorch.model import Seq2Seq
+ck = torch.load("pytorch/model.pt", map_location="cpu"); c = ck["cfg"]
+m = Seq2Seq(c["n_in"], c["n_out"], d=c["d"], h=c["h"], f=c["f"], n_enc=c["n_enc"], n_dec=c["n_dec"],
+            max_in=c["max_in"], max_out=c["max_out"])
+m.load_state_dict(ck["state"])   # 6,441,472 parameters
+```
+
+## License and credits
+
+Code and model weights: Apache-2.0, Copyright (c) 2026 sraivante. Trained from scratch; no pretrained weights are
+used. The training dataset is synthetic and is not published. Provided as-is, without warranty. You are responsible
+for anything you let an executor do.

eval/BENCHMARK.md

@@ -0,0 +1,138 @@
+## On-device performance: speed, temperature and accuracy
+
+Model: Union command parser, 6.44M params (d=256, 5 encoder + 3 decoder layers, 8 heads), character-level
+encoder-decoder with grammar-constrained decoding over 371 actions. Weights: `model.npz` (23.9 MB, float32).
+Inference: pure NumPy on CPU, one prompt at a time, greedy decoding. Measured 2026-09-27.
+
+### Summary
+
+| | Laptop (Intel i7-1360P) | Raspberry Pi 5 (16 GB) |
+|---|---|---|
+| Accuracy, exact (2,340 prompts) | **97.82%** | **97.82%** |
+| Accuracy, action only | 98.46% | 98.46% |
+| Model load time | 0.13 s | 0.20 s |
+| Latency p50 / p95 / p99 (10 min sustained) | 18.4 / 168.6 / 239.6 ms | 30.2 / 243.9 / 281.6 ms |
+| Mean latency (10 min sustained) | 45.8 ms | 72.0 ms |
+| Throughput, first pass (cool) | 29.6 prompts/s | 13.9 prompts/s |
+| Throughput, last 5 minutes (hot) | 18.5 prompts/s | 13.9 prompts/s |
+| Temperature idle → peak | 52.6 → 91.9 °C | 38.5 → 59.8 °C |
+| Thermal throttling | slowed down by ~39% once hot (see below) | none (`get_throttled=0x0`, 2400 MHz throughout) |
+| Best BLAS thread setting | 4 threads | 2 threads |
+
+- **Accuracy is identical on both devices.** The same predictions come out on x86-64 and on ARM64.
+- **The Pi 5 holds its speed.** Its latency did not change across 10 minutes of continuous load. With the active
+  cooler, the SoC stayed below 60 °C and the fan never went above state 2.
+- **The laptop is about 2.1x faster than the Pi when cool, but only about 1.3x faster once hot.** After it reached
+  88–92 °C, its throughput fell from ~30 to ~18 prompts/s.
+
+### Accuracy per evaluation set
+
+The numbers come from the runtime, so they include the post-decode "snap" repair. They are the same on both devices.
+
+| Set | n | Exact | Action | What it tests |
+|---|---|---|---|---|
+| curated | 371 | 99.46% | 99.73% | one held-out prompt per action (all 371 actions) |
+| wifi_holdout | 461 | 100.00% | 100.00% | unseen Wi-Fi connect phrasings (SSID/password extraction) |
+| gap11_holdout | 696 | 99.28% | 100.00% | unseen templates: password-first Wi-Fi, CPU clock vs usage, board↔BCM pins, fan vs mouse speed |
+| B_golden_final | 384 | 97.40% | 97.40% | external golden set, including out-of-scope prompts (`unknown`) |
+| A_practical-holdout | 428 | 92.06% | 94.16% | external practical set; some misses are label-convention differences |
+| **All** | **2,340** | **97.82%** | **98.46%** | |
+
+"Exact" means the action and every slot value match. "Action" means only the action label matches.
+
+### Speed vs temperature under sustained load
+
+Each device ran the same 2,340 prompts in a fixed shuffled order (seed 0), repeated for 10 minutes. Every pass is the
+same workload, so any change between passes comes from the device, not from the prompts.
+
+**Laptop, Intel Core i7-1360P** (Windows 11, on AC power, Balanced power plan, 4 BLAS threads)
+
+| Pass | Temp (°C) min–max | Avg clock (MHz) | Mean (ms) | p50 (ms) | p95 (ms) | Prompts/s |
+|---|---|---|---|---|---|---|
+| 1 | 51.9 – 90.9 | 3067 | 33.8 | 14.6 | 111.0 | 29.6 |
+| 2 | 83.9 – 91.9 | 2838 | 37.5 | 15.6 | 121.4 | 26.7 |
+| 3 | 81.9 – 91.9 | 2872 | 42.4 | 17.0 | 150.4 | 23.6 |
+| 4 | 81.9 – 89.9 | 2853 | 55.8 | 22.5 | 202.0 | 17.9 |
+| 5 | 81.9 – 86.9 | 2959 | 55.2 | 22.7 | 196.2 | 18.1 |
+| 6 (partial, 1,411) | 79.9 – 82.9 | 2954 | 52.5 | 21.3 | 184.8 | 19.0 |
+
+**Raspberry Pi 5, 16 GB** (Raspberry Pi OS, kernel 6.12, `ondemand` governor, active cooler (PWM fan), 2 BLAS threads)
+
+| Pass | Temp (°C) min–max | Clock (MHz) | Mean (ms) | p50 (ms) | p95 (ms) | Prompts/s | Throttled |
+|---|---|---|---|---|---|---|---|
+| 1 | 41.1 – 57.6 | 2400 | 72.2 | 30.4 | 244.5 | 13.86 | 0x0 |
+| 2 | 57.1 – 59.8 | 2400 | 72.0 | 30.2 | 243.9 | 13.90 | 0x0 |
+| 3 | 56.5 – 59.3 | 2400 | 71.9 | 29.9 | 243.8 | 13.91 | 0x0 |
+| 4 (partial, 1,314) | 56.5 – 58.7 | 2400 | 71.9 | 30.5 | 242.5 | 13.90 | 0x0 |
+
+<details>
+<summary>Per-minute view</summary>
+
+| Minute | Laptop °C | Laptop MHz | Laptop mean ms | Laptop prompts/s | Pi °C | Pi MHz | Pi mean ms | Pi prompts/s | Pi fan state |
+|---|---|---|---|---|---|---|---|---|---|
+| 1 | 88.9 | 3145 | 33.2 | 30.1 | 54.9 | 2400 | 72.2 | 13.9 | 1 |
+| 2 | 91.9 | 3094 | 34.4 | 29.1 | 57.6 | 2400 | 74.5 | 13.4 | 1 |
+| 3 | 91.9 | 2745 | 39.2 | 25.5 | 57.6 | 2400 | 68.9 | 14.5 | 1 |
+| 4 | 91.9 | 2819 | 39.9 | 25.0 | 58.7 | 2400 | 73.5 | 13.6 | 1 |
+| 5 | 88.9 | 2703 | 61.8 | 16.2 | 59.8 | 2400 | 72.4 | 13.8 | 1 |
+| 6 | 89.9 | 2966 | 56.3 | 17.7 | 59.8 | 2400 | 70.5 | 14.2 | 1→2 |
+| 7 | 84.9 | 2936 | 52.0 | 19.3 | 58.2 | 2400 | 71.5 | 14.0 | 2 |
+| 8 | 86.9 | 2815 | 59.7 | 16.8 | 58.2 | 2400 | 72.5 | 13.8 | 2 |
+| 9 | 84.9 | 2982 | 49.5 | 20.3 | 58.2 | 2400 | 71.7 | 14.0 | 2 |
+| 10 | 81.9 | 2969 | 53.5 | 18.7 | 58.7 | 2400 | 72.5 | 13.8 | 2 |
+
+</details>
+
+About the laptop slowdown: from pass 1 to pass 5, throughput fell by 39% and mean latency rose by 63%, but the
+Windows all-core frequency counter fell by only 3–10%. So the clock drop alone does not explain the slowdown. The
+likely causes are the package power limit and the scheduler moving work between P-cores and E-cores. This counter
+cannot tell those apart.
+
+### Latency depends on output length
+
+The model decodes one token at a time, so latency grows with the length of the command it writes. Short commands
+(`volume_up`, `set_volume value=50`) finish in about 10–20 ms on the laptop and 20–35 ms on the Pi 5. Commands with long text slots (`connect_wifi ssid=…
+password=…`, web searches, file paths) make up the p95/p99 tail: about 110–200 ms on the laptop and about 245 ms on
+the Pi 5.
+
+### BLAS threads matter more than core count
+
+We ran 300 mixed prompts per setting, with `OPENBLAS_NUM_THREADS` and `OMP_NUM_THREADS` set before NumPy loads.
+
+| Threads | Laptop mean / p95 (ms) | Pi 5 mean / p95 (ms) |
+|---|---|---|
+| NumPy default (all cores) | 130.1 / 519.9 | 82.0 / 286.1 |
+| 1 | 32.6 / 113.0 | 82.3 / 295.2 |
+| 2 | 31.6 / 108.2 | **66.2 / 232.6** |
+| 4 | **30.7 / 99.6** | 81.2 / 280.5 |
+
+The matrices in this model are small. With OpenBLAS's default setting of one thread per core (16 on the laptop),
+thread synchronisation costs more than the arithmetic, which makes the laptop about 4x slower. **Set
+`OPENBLAS_NUM_THREADS=4` on x86 laptops and `OPENBLAS_NUM_THREADS=2` on the Raspberry Pi 5.**
+
+### Test setup
+
+| | Laptop | Raspberry Pi 5 |
+|---|---|---|
+| CPU | Intel Core i7-1360P (4P + 8E cores, 16 threads) | Broadcom BCM2712, 4× Cortex-A76 @ 2.4 GHz |
+| RAM | 32 GB | 16 GB |
+| OS | Windows 11 (build 26200) | Raspberry Pi OS (Debian 13), kernel 6.12.47 |
+| Python / NumPy | 3.13.14 / 2.5.3 (OpenBLAS 0.3.34) | 3.13.5 / 2.2.4 |
+| Cooling / power | built-in fan, AC power, Balanced plan | active cooler (PWM fan), `ondemand` governor |
+| Temperature source | ACPI thermal zone (`\_TZ.TZ01`), **not** the CPU core sensor | SoC sensor (`vcgencmd measure_temp`) |
+| Clock source | `% Processor Performance` × base frequency (all-core average) | `vcgencmd measure_clock arm` |
+
+Method: a 30 s idle reading, 20 warm-up prompts, then 10 minutes of continuous single-stream inference. Temperature,
+clock, throttle flags and fan state were sampled every 10 s. Accuracy was measured on the first full pass. Both devices ran
+at the same time, and nothing else heavy ran on either one (the laptop also ran the SSH session that drove the Pi).
+
+### Reproduce
+
+```bash
+# from the agent folder; <data> holds curated / wifi_holdout / gap11_holdout / B_golden_final / A_practical-holdout .jsonl
+cd eval
+sh bench_run_all.sh python ../model <data> <out_dir> default 1 2 4   # thread probe, picks the fastest, 2 min cooldown, 10 min run
+```
+
+Raw results are in `eval/bench_results/` (`*_threads.json` = thread probe, the other files = full run with per-pass
+and per-minute data).

eval/bench_device.py

@@ -0,0 +1,126 @@
+"""Device benchmark: latency vs temperature under sustained load, plus accuracy, for the numpy runtime.
+  python bench_device.py --model ../model --data <dir with *.jsonl eval sets> --out result.json [--threads-probe]
+Phases: idle temperature (30 s) -> warm-up -> every prompt of every eval set once (sustained load; stats per 60 s
+window: temperature, CPU clock, latency p50/p95, prompts/s) -> optional 1-thread vs default-thread probe.
+Accuracy = runtime output (with snap) == target, i.e. what `run.sh test --full` measures, not the raw Colab number.
+Temperature: Raspberry Pi = SoC sensor (vcgencmd); Windows = ACPI thermal zone (not the CPU core sensor).
+"""
+import argparse, json, os, platform, statistics, subprocess, sys, threading, time
+
+SETS = ["curated", "wifi_holdout", "gap11_holdout", "B_golden_final", "A_practical-holdout"]
+
+def is_pi(): return os.path.exists("/usr/bin/vcgencmd")
+PS = os.path.join(os.environ.get("SystemRoot", r"C:\Windows"), "System32", "WindowsPowerShell", "v1.0", "powershell.exe")
+
+def sample():
+    """-> dict(temp_c, clock_mhz, throttled) for this device; missing values are None."""
+    if is_pi():
+        def v(*a): return subprocess.run(["vcgencmd", *a], capture_output=True, text=True).stdout.strip()
+        t = float(v("measure_temp").split("=")[1].rstrip("'C")); f = int(v("measure_clock", "arm").split("=")[1]) / 1e6
+        fan = open("/sys/class/thermal/cooling_device0/cur_state").read().strip() if os.path.exists("/sys/class/thermal/cooling_device0/cur_state") else None
+        return {"temp_c": t, "clock_mhz": round(f), "throttled": v("get_throttled").split("=")[1], "fan_state": fan}
+    if os.name == "nt":
+        ps = ("$c=Get-Counter '\\Thermal Zone Information(*)\\Temperature','\\Processor Information(_Total)\\% Processor Performance','\\Processor Information(_Total)\\Processor Frequency';"
+              "$c.CounterSamples | ForEach-Object { $_.Path + '=' + $_.CookedValue }")
+        out = subprocess.run([PS, "-NoProfile", "-Command", ps], capture_output=True, text=True).stdout
+        temps, perf, freq = [], None, None
+        for line in out.splitlines():
+            k, _, val = line.rpartition("=")
+            if not val: continue
+            if "temperature" in k.lower(): temps.append(float(val) - 273.15)
+            elif "% processor performance" in k.lower(): perf = float(val)
+            elif "processor frequency" in k.lower(): freq = float(val)
+        clock = round(freq * perf / 100) if freq and perf else None
+        return {"temp_c": round(max(temps), 1) if temps else None, "clock_mhz": clock, "throttled": None, "fan_state": None}
+    return {"temp_c": None, "clock_mhz": None, "throttled": None, "fan_state": None}
+
+class Sampler(threading.Thread):
+    def __init__(self, every=10):
+        super().__init__(daemon=True); self.every, self.rows, self.stop = every, [], False
+    def run(self):
+        while not self.stop:
+            s = sample(); s["t"] = time.time(); self.rows.append(s); time.sleep(self.every)
+
+def pct(xs, p):
+    xs = sorted(xs); return xs[min(len(xs) - 1, int(round(p / 100 * (len(xs) - 1))))]
+
+def device_info():
+    info = {"platform": platform.platform(), "python": platform.python_version(), "machine": platform.machine()}
+    import numpy; info["numpy"] = numpy.__version__
+    if is_pi():
+        info["model"] = open("/proc/device-tree/model").read().strip("\x00 \n"); info["cores"] = os.cpu_count()
+        info["governor"] = open("/sys/devices/system/cpu/cpu0/cpufreq/scaling_governor").read().strip()
+    elif os.name == "nt":
+        out = subprocess.run([PS, "-NoProfile", "-Command", "(Get-CimInstance Win32_Processor).Name"], capture_output=True, text=True).stdout.strip()
+        info["model"] = out; info["cores"] = os.cpu_count()
+    return info
+
+def load_sets(data):
+    rows = []
+    for s in SETS:
+        p = os.path.join(data, s + ".jsonl")
+        if os.path.exists(p): rows += [(s, json.loads(l)) for l in open(p, encoding="utf-8")]
+    return rows
+
+def main():
+    ap = argparse.ArgumentParser(); ap.add_argument("--model", required=True); ap.add_argument("--data", required=True); ap.add_argument("--out", required=True)
+    ap.add_argument("--idle", type=int, default=30); ap.add_argument("--window", type=int, default=60)
+    ap.add_argument("--probe-only", action="store_true"); ap.add_argument("--probe-n", type=int, default=200)
+    ap.add_argument("--minutes", type=float, default=10, help="sustained-load duration (one full pass of all sets at minimum)")
+    a = ap.parse_args()
+    sys.path.insert(0, os.path.abspath(a.model)); from runtime import CommandModel
+    t0 = time.time(); m = CommandModel(os.path.abspath(a.model)); load_s = time.time() - t0
+    rows = load_sets(a.data)
+    import random; random.Random(0).shuffle(rows)   # same mixed order everywhere, so every window/pass has the same workload
+    if a.probe_only:   # one process per thread setting: env vars must be set before numpy loads
+        lat = []
+        for _, r in rows[:20]: m.predict_raw(r["text"])
+        for _, r in rows[:a.probe_n]:
+            t = time.perf_counter(); m.predict_raw(r["text"]); lat.append((time.perf_counter() - t) * 1000)
+        json.dump({"n": len(lat), "p50_ms": round(pct(lat, 50), 1), "p95_ms": round(pct(lat, 95), 1), "mean_ms": round(statistics.mean(lat), 1)}, open(a.out, "w")); return
+    res = {"device": device_info(), "model_load_s": round(load_s, 2), "params": int(sum(v.size for v in m.W.values()))}
+    print(res["device"], "load", res["model_load_s"], "s", flush=True)
+    idle = [sample() for _ in range(max(1, a.idle // 5)) if not time.sleep(5)]
+    res["idle"] = {"temp_c": round(statistics.mean(s["temp_c"] for s in idle), 1) if idle[0]["temp_c"] is not None else None, "clock_mhz": idle[-1]["clock_mhz"]}
+    print("idle", res["idle"], flush=True)
+    for _, r in rows[:20]: m.predict_raw(r["text"])   # warm-up
+    smp = Sampler(10); smp.start(); t_start = time.time(); recs = []; i = 0
+    while i < len(rows) or time.time() - t_start < a.minutes * 60:   # at least one full pass, then loop until --minutes
+        s, r = rows[i % len(rows)]
+        t = time.perf_counter(); pred = m.predict_raw(r["text"])[0]; ms = (time.perf_counter() - t) * 1000
+        recs.append({"set": s, "ok": pred == r["target"], "act_ok": pred.split()[0] == r["action"], "ms": ms, "t": time.time(), "first": i < len(rows), "pass": i // len(rows) + 1})
+        if i % 500 == 0: print(f"  {i} {ms:.0f} ms {smp.rows[-1]['temp_c'] if smp.rows else ''} C  {time.time()-t_start:.0f}s", flush=True)
+        i += 1
+    smp.stop = True; wall = time.time() - t_start
+    windows = []
+    for w in range(int(wall // a.window) + 1):
+        lo, hi = t_start + w * a.window, t_start + (w + 1) * a.window
+        rs = [x for x in recs if lo <= x["t"] < hi]; ss = [x for x in smp.rows if lo <= x["t"] < hi]
+        if len(rs) < 5: continue
+        temps = [x["temp_c"] for x in ss if x["temp_c"] is not None]; clk = [x["clock_mhz"] for x in ss if x["clock_mhz"]]
+        windows.append({"minute": w + 1, "n": len(rs), "temp_c": round(max(temps), 1) if temps else None, "clock_mhz": round(statistics.mean(clk)) if clk else None,
+                        "mean_ms": round(statistics.mean(x["ms"] for x in rs), 1), "p50_ms": round(pct([x["ms"] for x in rs], 50), 1), "p95_ms": round(pct([x["ms"] for x in rs], 95), 1),
+                        "prompts_per_s": round(len(rs) / min(a.window, hi - max(lo, recs[0]["t"])), 2),
+                        "throttled": sorted({x["throttled"] for x in ss if x["throttled"]}), "fan_state": sorted({x["fan_state"] for x in ss if x["fan_state"]})})
+    lat = [x["ms"] for x in recs]
+    res["load"] = {"prompts": len(recs), "wall_s": round(wall, 1), "p50_ms": round(pct(lat, 50), 1), "p95_ms": round(pct(lat, 95), 1), "p99_ms": round(pct(lat, 99), 1),
+                   "mean_ms": round(statistics.mean(lat), 1), "max_temp_c": max((w["temp_c"] for w in windows if w["temp_c"] is not None), default=None),
+                   "throttled_any": sorted({f for x in smp.rows if x["throttled"] for f in [x["throttled"]]})}
+    res["windows"] = windows
+    passes = []   # identical workload per pass: the clean comparison of speed as the device heats up
+    for pn in sorted({x["pass"] for x in recs}):
+        rs = [x for x in recs if x["pass"] == pn]; lo, hi = rs[0]["t"], rs[-1]["t"]
+        ss = [x for x in smp.rows if lo - 10 <= x["t"] <= hi]; temps = [x["temp_c"] for x in ss if x["temp_c"] is not None]
+        clk = [x["clock_mhz"] for x in ss if x["clock_mhz"]]; ms = [x["ms"] for x in rs]
+        passes.append({"pass": pn, "n": len(rs), "complete": len(rs) == len(rows), "temp_min_c": min(temps) if temps else None, "temp_max_c": max(temps) if temps else None,
+                       "clock_mhz": round(statistics.mean(clk)) if clk else None, "mean_ms": round(statistics.mean(ms), 1), "p50_ms": round(pct(ms, 50), 1),
+                       "p95_ms": round(pct(ms, 95), 1), "prompts_per_s": round(len(rs) / max(hi - lo, 1e-9), 2)})
+    res["passes"] = passes
+    first =[x for x in recs if x["first"]]
+    res["accuracy"] = {s: {"n": sum(1 for x in first if x["set"] == s), "exact": round(100 * sum(x["ok"] for x in first if x["set"] == s) / max(1, sum(1 for x in first if x["set"] == s)), 2),
+                           "action": round(100 * sum(x["act_ok"] for x in first if x["set"] == s) / max(1, sum(1 for x in first if x["set"] == s)), 2)} for s in SETS}
+    res["accuracy_all"] = {"n": len(first), "exact": round(100 * sum(x["ok"] for x in first) / len(first), 2), "action": round(100 * sum(x["act_ok"] for x in first) / len(first), 2)}
+    res["threads"] = {k: os.environ.get(k) for k in ("OPENBLAS_NUM_THREADS", "OMP_NUM_THREADS")}
+    json.dump(res, open(a.out, "w"), indent=1); print(json.dumps(res["load"]), flush=True)
+
+if __name__ == "__main__": main()

eval/bench_results/laptop_i7-1360P.json

@@ -0,0 +1,258 @@
+{
+ "device": {
+  "platform": "Windows-11-10.0.26200-SP0",
+  "python": "3.13.14",
+  "machine": "AMD64",
+  "numpy": "2.5.3",
+  "model": "13th Gen Intel(R) Core(TM) i7-1360P",
+  "cores": 16
+ },
+ "model_load_s": 0.13,
+ "params": 6441472,
+ "idle": {
+  "temp_c": 52.6,
+  "clock_mhz": 976
+ },
+ "load": {
+  "prompts": 13111,
+  "wall_s": 600.0,
+  "p50_ms": 18.4,
+  "p95_ms": 168.6,
+  "p99_ms": 239.6,
+  "mean_ms": 45.8,
+  "max_temp_c": 91.9,
+  "throttled_any": []
+ },
+ "windows": [
+  {
+   "minute": 1,
+   "n": 1806,
+   "temp_c": 88.9,
+   "clock_mhz": 3145,
+   "mean_ms": 33.2,
+   "p50_ms": 14.6,
+   "p95_ms": 105.2,
+   "prompts_per_s": 30.11,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 2,
+   "n": 1745,
+   "temp_c": 91.9,
+   "clock_mhz": 3094,
+   "mean_ms": 34.4,
+   "p50_ms": 14.9,
+   "p95_ms": 113.7,
+   "prompts_per_s": 29.08,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 3,
+   "n": 1528,
+   "temp_c": 91.9,
+   "clock_mhz": 2745,
+   "mean_ms": 39.2,
+   "p50_ms": 15.8,
+   "p95_ms": 128.2,
+   "prompts_per_s": 25.47,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 4,
+   "n": 1501,
+   "temp_c": 91.9,
+   "clock_mhz": 2819,
+   "mean_ms": 39.9,
+   "p50_ms": 16.4,
+   "p95_ms": 133.5,
+   "prompts_per_s": 25.02,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 5,
+   "n": 971,
+   "temp_c": 88.9,
+   "clock_mhz": 2703,
+   "mean_ms": 61.8,
+   "p50_ms": 25.0,
+   "p95_ms": 235.3,
+   "prompts_per_s": 16.18,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 6,
+   "n": 1063,
+   "temp_c": 89.9,
+   "clock_mhz": 2966,
+   "mean_ms": 56.3,
+   "p50_ms": 22.9,
+   "p95_ms": 198.6,
+   "prompts_per_s": 17.72,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 7,
+   "n": 1155,
+   "temp_c": 84.9,
+   "clock_mhz": 2936,
+   "mean_ms": 52.0,
+   "p50_ms": 20.4,
+   "p95_ms": 193.2,
+   "prompts_per_s": 19.25,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 8,
+   "n": 1005,
+   "temp_c": 86.9,
+   "clock_mhz": 2815,
+   "mean_ms": 59.7,
+   "p50_ms": 24.3,
+   "p95_ms": 207.0,
+   "prompts_per_s": 16.75,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 9,
+   "n": 1215,
+   "temp_c": 84.9,
+   "clock_mhz": 2982,
+   "mean_ms": 49.5,
+   "p50_ms": 20.2,
+   "p95_ms": 175.5,
+   "prompts_per_s": 20.25,
+   "throttled": [],
+   "fan_state": []
+  },
+  {
+   "minute": 10,
+   "n": 1121,
+   "temp_c": 81.9,
+   "clock_mhz": 2969,
+   "mean_ms": 53.5,
+   "p50_ms": 21.9,
+   "p95_ms": 184.4,
+   "prompts_per_s": 18.68,
+   "throttled": [],
+   "fan_state": []
+  }
+ ],
+ "passes": [
+  {
+   "pass": 1,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 51.9,
+   "temp_max_c": 90.9,
+   "clock_mhz": 3067,
+   "mean_ms": 33.8,
+   "p50_ms": 14.6,
+   "p95_ms": 111.0,
+   "prompts_per_s": 29.59
+  },
+  {
+   "pass": 2,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 83.9,
+   "temp_max_c": 91.9,
+   "clock_mhz": 2838,
+   "mean_ms": 37.5,
+   "p50_ms": 15.6,
+   "p95_ms": 121.4,
+   "prompts_per_s": 26.67
+  },
+  {
+   "pass": 3,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 81.9,
+   "temp_max_c": 91.9,
+   "clock_mhz": 2872,
+   "mean_ms": 42.4,
+   "p50_ms": 17.0,
+   "p95_ms": 150.4,
+   "prompts_per_s": 23.56
+  },
+  {
+   "pass": 4,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 81.9,
+   "temp_max_c": 89.9,
+   "clock_mhz": 2853,
+   "mean_ms": 55.8,
+   "p50_ms": 22.5,
+   "p95_ms": 202.0,
+   "prompts_per_s": 17.93
+  },
+  {
+   "pass": 5,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 81.9,
+   "temp_max_c": 86.9,
+   "clock_mhz": 2959,
+   "mean_ms": 55.2,
+   "p50_ms": 22.7,
+   "p95_ms": 196.2,
+   "prompts_per_s": 18.11
+  },
+  {
+   "pass": 6,
+   "n": 1411,
+   "complete": false,
+   "temp_min_c": 79.9,
+   "temp_max_c": 82.9,
+   "clock_mhz": 2954,
+   "mean_ms": 52.5,
+   "p50_ms": 21.3,
+   "p95_ms": 184.8,
+   "prompts_per_s": 19.04
+  }
+ ],
+ "accuracy": {
+  "curated": {
+   "n": 371,
+   "exact": 99.46,
+   "action": 99.73
+  },
+  "wifi_holdout": {
+   "n": 461,
+   "exact": 100.0,
+   "action": 100.0
+  },
+  "gap11_holdout": {
+   "n": 696,
+   "exact": 99.28,
+   "action": 100.0
+  },
+  "B_golden_final": {
+   "n": 384,
+   "exact": 97.4,
+   "action": 97.4
+  },
+  "A_practical-holdout": {
+   "n": 428,
+   "exact": 92.06,
+   "action": 94.16
+  }
+ },
+ "accuracy_all": {
+  "n": 2340,
+  "exact": 97.82,
+  "action": 98.46
+ },
+ "threads": {
+  "OPENBLAS_NUM_THREADS": "4",
+  "OMP_NUM_THREADS": "4"
+ }
+}

eval/bench_results/laptop_i7-1360P_threads.json

@@ -0,0 +1,26 @@
+{
+ "default": {
+  "n": 300,
+  "p50_ms": 49.2,
+  "p95_ms": 519.9,
+  "mean_ms": 130.1
+ },
+ "1": {
+  "n": 300,
+  "p50_ms": 13.2,
+  "p95_ms": 113.0,
+  "mean_ms": 32.6
+ },
+ "2": {
+  "n": 300,
+  "p50_ms": 13.6,
+  "p95_ms": 108.2,
+  "mean_ms": 31.6
+ },
+ "4": {
+  "n": 300,
+  "p50_ms": 13.5,
+  "p95_ms": 99.6,
+  "mean_ms": 30.7
+ }
+}

eval/bench_results/rpi5_16gb.json

@@ -0,0 +1,278 @@
+{
+ "device": {
+  "platform": "Linux-6.12.47+rpt-rpi-2712-aarch64-with-glibc2.41",
+  "python": "3.13.5",
+  "machine": "aarch64",
+  "numpy": "2.2.4",
+  "model": "Raspberry Pi 5 Model B Rev 1.1",
+  "cores": 4,
+  "governor": "ondemand"
+ },
+ "model_load_s": 0.2,
+ "params": 6441472,
+ "idle": {
+  "temp_c": 38.5,
+  "clock_mhz": 1500
+ },
+ "load": {
+  "prompts": 8334,
+  "wall_s": 600.1,
+  "p50_ms": 30.2,
+  "p95_ms": 243.9,
+  "p99_ms": 281.6,
+  "mean_ms": 72.0,
+  "max_temp_c": 59.8,
+  "throttled_any": [
+   "0x0"
+  ]
+ },
+ "windows": [
+  {
+   "minute": 1,
+   "n": 831,
+   "temp_c": 54.9,
+   "clock_mhz": 2400,
+   "mean_ms": 72.2,
+   "p50_ms": 30.7,
+   "p95_ms": 248.4,
+   "prompts_per_s": 13.86,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "1"
+   ]
+  },
+  {
+   "minute": 2,
+   "n": 806,
+   "temp_c": 57.6,
+   "clock_mhz": 2400,
+   "mean_ms": 74.5,
+   "p50_ms": 31.2,
+   "p95_ms": 242.3,
+   "prompts_per_s": 13.43,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "1"
+   ]
+  },
+  {
+   "minute": 3,
+   "n": 870,
+   "temp_c": 57.6,
+   "clock_mhz": 2400,
+   "mean_ms": 68.9,
+   "p50_ms": 28.3,
+   "p95_ms": 241.9,
+   "prompts_per_s": 14.5,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "1"
+   ]
+  },
+  {
+   "minute": 4,
+   "n": 817,
+   "temp_c": 58.7,
+   "clock_mhz": 2400,
+   "mean_ms": 73.5,
+   "p50_ms": 31.7,
+   "p95_ms": 247.8,
+   "prompts_per_s": 13.62,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "1"
+   ]
+  },
+  {
+   "minute": 5,
+   "n": 826,
+   "temp_c": 59.8,
+   "clock_mhz": 2400,
+   "mean_ms": 72.4,
+   "p50_ms": 29.9,
+   "p95_ms": 240.8,
+   "prompts_per_s": 13.77,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "1"
+   ]
+  },
+  {
+   "minute": 6,
+   "n": 853,
+   "temp_c": 59.8,
+   "clock_mhz": 2400,
+   "mean_ms": 70.5,
+   "p50_ms": 28.9,
+   "p95_ms": 243.1,
+   "prompts_per_s": 14.22,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "1",
+    "2"
+   ]
+  },
+  {
+   "minute": 7,
+   "n": 839,
+   "temp_c": 58.2,
+   "clock_mhz": 2400,
+   "mean_ms": 71.5,
+   "p50_ms": 30.8,
+   "p95_ms": 244.4,
+   "prompts_per_s": 13.98,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "2"
+   ]
+  },
+  {
+   "minute": 8,
+   "n": 827,
+   "temp_c": 58.2,
+   "clock_mhz": 2400,
+   "mean_ms": 72.5,
+   "p50_ms": 29.5,
+   "p95_ms": 243.5,
+   "prompts_per_s": 13.78,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "2"
+   ]
+  },
+  {
+   "minute": 9,
+   "n": 837,
+   "temp_c": 58.2,
+   "clock_mhz": 2400,
+   "mean_ms": 71.7,
+   "p50_ms": 29.6,
+   "p95_ms": 245.4,
+   "prompts_per_s": 13.95,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "2"
+   ]
+  },
+  {
+   "minute": 10,
+   "n": 827,
+   "temp_c": 58.7,
+   "clock_mhz": 2400,
+   "mean_ms": 72.5,
+   "p50_ms": 31.4,
+   "p95_ms": 241.1,
+   "prompts_per_s": 13.78,
+   "throttled": [
+    "0x0"
+   ],
+   "fan_state": [
+    "2"
+   ]
+  }
+ ],
+ "passes": [
+  {
+   "pass": 1,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 41.1,
+   "temp_max_c": 57.6,
+   "clock_mhz": 2400,
+   "mean_ms": 72.2,
+   "p50_ms": 30.4,
+   "p95_ms": 244.5,
+   "prompts_per_s": 13.86
+  },
+  {
+   "pass": 2,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 57.1,
+   "temp_max_c": 59.8,
+   "clock_mhz": 2400,
+   "mean_ms": 72.0,
+   "p50_ms": 30.2,
+   "p95_ms": 243.9,
+   "prompts_per_s": 13.9
+  },
+  {
+   "pass": 3,
+   "n": 2340,
+   "complete": true,
+   "temp_min_c": 56.5,
+   "temp_max_c": 59.3,
+   "clock_mhz": 2400,
+   "mean_ms": 71.9,
+   "p50_ms": 29.9,
+   "p95_ms": 243.8,
+   "prompts_per_s": 13.91
+  },
+  {
+   "pass": 4,
+   "n": 1314,
+   "complete": false,
+   "temp_min_c": 56.5,
+   "temp_max_c": 58.7,
+   "clock_mhz": 2400,
+   "mean_ms": 71.9,
+   "p50_ms": 30.5,
+   "p95_ms": 242.5,
+   "prompts_per_s": 13.9
+  }
+ ],
+ "accuracy": {
+  "curated": {
+   "n": 371,
+   "exact": 99.46,
+   "action": 99.73
+  },
+  "wifi_holdout": {
+   "n": 461,
+   "exact": 100.0,
+   "action": 100.0
+  },
+  "gap11_holdout": {
+   "n": 696,
+   "exact": 99.28,
+   "action": 100.0
+  },
+  "B_golden_final": {
+   "n": 384,
+   "exact": 97.4,
+   "action": 97.4
+  },
+  "A_practical-holdout": {
+   "n": 428,
+   "exact": 92.06,
+   "action": 94.16
+  }
+ },
+ "accuracy_all": {
+  "n": 2340,
+  "exact": 97.82,
+  "action": 98.46
+ },
+ "threads": {
+  "OPENBLAS_NUM_THREADS": "2",
+  "OMP_NUM_THREADS": "2"
+ }
+}

eval/bench_results/rpi5_16gb_threads.json

@@ -0,0 +1,26 @@
+{
+ "default": {
+  "n": 300,
+  "p50_ms": 32.7,
+  "p95_ms": 286.1,
+  "mean_ms": 82.0
+ },
+ "1": {
+  "n": 300,
+  "p50_ms": 32.0,
+  "p95_ms": 295.2,
+  "mean_ms": 82.3
+ },
+ "2": {
+  "n": 300,
+  "p50_ms": 27.3,
+  "p95_ms": 232.6,
+  "mean_ms": 66.2
+ },
+ "4": {
+  "n": 300,
+  "p50_ms": 32.6,
+  "p95_ms": 280.5,
+  "mean_ms": 81.2
+ }
+}

eval/bench_run_all.sh

@@ -0,0 +1,12 @@
+# usage: run_all.sh <python> <model> <data> <outdir> <thread options...>
+PY=$1; M=$2; D=$3; O=$4; shift 4; best=""; bestms=999999
+for t in "$@"; do
+  if [ "$t" = default ]; then env -u OPENBLAS_NUM_THREADS -u OMP_NUM_THREADS $PY bench_device.py --model $M --data $D --out $O/probe_$t.json --probe-only --probe-n 300
+  else OPENBLAS_NUM_THREADS=$t OMP_NUM_THREADS=$t $PY bench_device.py --model $M --data $D --out $O/probe_$t.json --probe-only --probe-n 300; fi
+  ms=$($PY -c "import json;print(json.load(open('$O/probe_$t.json'))['mean_ms'])"); echo "probe $t mean $ms"
+  if $PY -c "import sys;sys.exit(0 if $ms < $bestms else 1)"; then best=$t; bestms=$ms; fi
+done
+echo "best threads: $best"; sleep 120
+if [ "$best" = default ]; then $PY bench_device.py --model $M --data $D --out $O/main.json --minutes 10
+else OPENBLAS_NUM_THREADS=$best OMP_NUM_THREADS=$best $PY bench_device.py --model $M --data $D --out $O/main.json --minutes 10; fi
+echo ALLDONE

eval/build_curated.py

@@ -0,0 +1,24 @@
+"""Build the 'unique activity' test set: one held-out-template row per action, sampled from the model test split.
+Prefers clean (no typo) variants and alternates Hinglish / English so the report reads naturally."""
+import json, random, sys, os, collections
+HERE = os.path.dirname(os.path.abspath(__file__)); ROOT = os.path.dirname(HERE)
+sys.path.insert(0, os.path.join(ROOT, "model"))
+from catalog import ACTIONS  # noqa
+random.seed(2026)
+src = sys.argv[1] if len(sys.argv) > 1 else os.path.join(ROOT, "..", "union_model", "data", "test.jsonl")
+rows = [json.loads(l) for l in open(src)]
+by = collections.defaultdict(list)
+for r in rows: by[r["action"]].append(r)
+out = []
+for a in ACTIONS:
+    cand = by.get(a, [])
+    if not cand: continue
+    clean = [r for r in cand if "typo" not in r.get("variant", "") and len(r["text"]) < 90] or cand
+    hi = [r for r in clean if any(w in r["text"].lower().split() for w in ("karo", "kar", "do", "batao", "dikhao", "kholo", "ka", "ki", "ke", "pe", "se", "hai", "kya"))]
+    en = [r for r in clean if r not in hi]
+    pick = random.choice(hi if (len(out) % 2 == 0 and hi) else (en or hi or clean))
+    dev = "pi" if ACTIONS[a]["platforms"] == ["pi"] else "windows" if ACTIONS[a]["platforms"] == ["windows"] else "both"
+    out.append({"text": pick["text"], "action": a, "target": pick["target"], "target_raw": pick.get("target_raw", pick["target"]), "device": dev, "risk": ACTIONS[a]["risk"], "group": pick["group"]})
+with open(os.path.join(HERE, "curated_prompts.jsonl"), "w", encoding="utf-8") as f:
+    for r in out: f.write(json.dumps(r, ensure_ascii=False) + "\n")
+print("curated prompts:", len(out), "actions covered", len({r['action'] for r in out}), "of", len(ACTIONS))

eval/curated_prompts.jsonl

@@ -0,0 +1,371 @@
+{"text": "online class hai toh /dev/sda1 fstab me daalo zara", "action": "add_persistent_mount", "target": "add_persistent_mount device=\"/dev/sda1\"", "target_raw": "add_persistent_mount device=\"/dev/sda1\"", "device": "both", "risk": "caution", "group": "G7:para:g3:add_persistent_mount:hi:1:2"}
+{"text": "pi 5 pe aeroplane modw off kar do", "action": "airplane_mode_off", "target": "airplane_mode_off", "target_raw": "airplane_mode_off", "device": "both", "risk": "safe", "group": "G8:dev:B:airplane_mode_off:hi:1"}
+{"text": "turn on airplane mode abhi ke abhi", "action": "airplane_mode_on", "target": "airplane_mode_on", "target_raw": "airplane_mode_on", "device": "both", "risk": "caution", "group": "G5:pol:airplane_mode_on:0:0"}
+{"text": "mummy bula rahi hai, virus dhundo", "action": "antivirus_scan", "target": "antivirus_scan", "target_raw": "antivirus_scan", "device": "both", "risk": "caution", "group": "B:antivirus_scan:hi:5"}
+{"text": "on win 11 tmux sessoin dev se jdo", "action": "attach_session", "target": "attach_session name=\"dev\"", "target_raw": "attach_session name=\"dev\"", "device": "both", "risk": "safe", "group": "G8:dev:G7:con:attach_session:0"}
+{"text": "please back up mmcblk0 to an image ji", "action": "backup_disk_image", "target": "backup_disk_image device=\"mmcblk0\"", "target_raw": "backup_disk_image device=\"mmcblk0\"", "device": "both", "risk": "critical", "group": "G3:backup_disk_image:en:3"}
+{"text": "rpi 5 pe battery saver mode band kar do turant", "action": "battery_saver_off", "target": "battery_saver_off", "target_raw": "battery_saver_off", "device": "both", "risk": "safe", "group": "G8:dev:B:battery_saver_off:hi:3"}
+{"text": "i am done for today, start power saver thanks", "action": "battery_saver_on", "target": "battery_saver_on", "target_raw": "battery_saver_on", "device": "both", "risk": "safe", "group": "B:battery_saver_on:en:0"}
+{"text": "pin 12 ka board number batana", "action": "bcm_to_board", "target": "bcm_to_board pin=12", "target_raw": "bcm_to_board pin=12", "device": "pi", "risk": "safe", "group": "G7:para:g6:bcm_to_board:hi:1:1"}
+{"text": "could you connect to my mi band", "action": "bluetooth_connect", "target": "bluetooth_connect device=\"mi band\"", "target_raw": "bluetooth_connect device=\"mi band\"", "device": "both", "risk": "safe", "group": "G7:para:g:bluetooth_connect:en:0:0"}
+{"text": "presentation hai switch the bt off", "action": "bluetooth_off", "target": "bluetooth_off", "target_raw": "bluetooth_off", "device": "both", "risk": "caution", "group": "B:bluetooth_off:en:3"}
+{"text": "bluetooth chalu kro plz", "action": "bluetooth_on", "target": "bluetooth_on", "target_raw": "bluetooth_on", "device": "both", "risk": "caution", "group": "B:bluetooth_on:hi:5"}
+{"text": "22 number pin bcm me kya hai", "action": "board_to_bcm", "target": "board_to_bcm pin=22 numbering=board", "target_raw": "board_to_bcm pin=22 numbering=board", "device": "pi", "risk": "safe", "group": "G6:board_to_bcm:hi:9"}
+{"text": "is page ko bookmark kar do right now", "action": "bookmark_page", "target": "bookmark_page", "target_raw": "bookmark_page", "device": "both", "risk": "safe", "group": "G5:para:g:bookmark_page:hi:0:1"}
+{"text": "raspberry pi 5 ki screen light kam kar de turant", "action": "brightness_down", "target": "brightness_down", "target_raw": "brightness_down", "device": "both", "risk": "safe", "group": "G8:dev:B:brightness_down:hi:0"}
+{"text": "screen brightness +doos bhai", "action": "brightness_up", "target": "brightness_up step=10", "target_raw": "brightness_up step=10", "device": "both", "risk": "safe", "group": "B:brightness_up:en:14"}
+{"text": "pi i need to back page abhi ke abhi", "action": "browser_back", "target": "browser_back", "target_raw": "browser_back", "device": "both", "risk": "safe", "group": "G7:para:g:browser_back:en:3:0"}
+{"text": "forward kar dijiyega", "action": "browser_forward", "target": "browser_forward", "target_raw": "browser_forward", "device": "both", "risk": "safe", "group": "G7:para:g:browser_forward:hi:2:2"}
+{"text": "/opt/app me project build kar dena jaldi pls", "action": "build_project", "target": "build_project path=\"/opt/app\"", "target_raw": "build_project path=\"/opt/app\"", "device": "both", "risk": "caution", "group": "G7:para:g3:build_project:hi:0:0"}
+{"text": "windows 11 ki 2 ki power 10 equals what", "action": "calculate", "target": "calculate expression=\"2 ki power 10\"", "target_raw": "calculate expression=\"2 ki power 10\"", "device": "both", "risk": "safe", "group": "G8:dev:G5:new:calculate:4"}
+{"text": "bhaiya camera se photo lo", "action": "camera_photo", "target": "camera_photo", "target_raw": "camera_photo", "device": "both", "risk": "safe", "group": "B:camera_photo:en:5"}
+{"text": "कैमरा से 10 मिनट वीडियो रिकॉर्ड करो", "action": "camera_video", "target": "camera_video amount=10 unit=min", "target_raw": "camera_video amount=10 unit=min", "device": "pi", "risk": "safe", "group": "G:camera_video:hi:1"}
+{"text": "alarm cancel karo quickly", "action": "cancel_alarm", "target": "cancel_alarm", "target_raw": "cancel_alarm", "device": "both", "risk": "safe", "group": "G5:para:g:cancel_alarm:hi:0:2"}
+{"text": "bhai please abort the scheduled shutdown please", "action": "cancel_shutdown", "target": "cancel_shutdown", "target_raw": "cancel_shutdown", "device": "both", "risk": "caution", "group": "A:cancel_shutdown/test/0"}
+{"text": "switch off the timer, battery bachani hai", "action": "cancel_timer", "target": "cancel_timer", "target_raw": "cancel_timer", "device": "both", "risk": "safe", "group": "G5:para:g:cancel_timer:en:1:2"}
+{"text": "mummy bula rahi hai, accelerator status bataiyega zara", "action": "check_ai_accelerator", "target": "check_ai_accelerator", "target_raw": "check_ai_accelerator", "device": "pi", "risk": "safe", "group": "G7:para:g2:check_ai_accelerator:hi:2:0"}
+{"text": "padhai karni hai so nvme0n1 ka filesystem check karna plz on the rpi 5", "action": "check_filesystem", "target": "check_filesystem device=\"nvme0n1\"", "target_raw": "check_filesystem device=\"nvme0n1\"", "device": "both", "risk": "critical", "group": "G8:dev:G5:para:g3:check_filesystem:hi:0:1"}
+{"text": "look at port 5900 on 8.8.8.8", "action": "check_port", "target": "check_port host=\"8.8.8.8\" port=5900", "target_raw": "check_port host=\"8.8.8.8\" port=5900", "device": "both", "risk": "safe", "group": "G5:para:g2:check_port:en:0:1"}
+{"text": "ek kaam karo is my system up to date", "action": "check_updates", "target": "check_updates", "target_raw": "check_updates", "device": "both", "risk": "safe", "group": "B:check_updates:en:4"}
+{"text": "led bujhao", "action": "clarify", "target": "clarify action=gpio_off", "target_raw": "clarify action=gpio_off", "device": "both", "risk": "safe", "group": "G6:clarify:gpio_off:1"}
+{"text": "yaar saari notifications hatao on the rpi 5", "action": "clear_notifications", "target": "clear_notifications", "target_raw": "clear_notifications", "device": "both", "risk": "safe", "group": "G8:dev:G5:para:g:clear_notifications:hi:0:0"}
+{"text": "pi5 me temproary data mitao", "action": "clear_temp_files", "target": "clear_temp_files", "target_raw": "clear_temp_files", "device": "both", "risk": "critical", "group": "G8:dev:B:clear_temp_files:hi:1"}
+{"text": "presentation hai toh copy kiya hua sab dikhao", "action": "clipboard_history", "target": "clipboard_history", "target_raw": "clipboard_history", "device": "both", "risk": "safe", "group": "G5:para:g:clipboard_history:hi:1:2"}
+{"text": "i need to rpi-clone to mmcblk0", "action": "clone_disk", "target": "clone_disk device=\"mmcblk0\"", "target_raw": "clone_disk device=\"mmcblk0\"", "device": "both", "risk": "critical", "group": "G7:para:g3:clone_disk:en:2:2"}
+{"text": "close spreadsheet window because main so raha hoon windows 11 pe", "action": "close_app", "target": "close_app app=excel", "target_raw": "close_app app=excel", "device": "both", "risk": "caution", "group": "G8:dev:B:close_app:en:6"}
+{"text": "mere windows 11 laptop pe hi is tab ko band karo abhi", "action": "close_tab", "target": "close_tab", "target_raw": "close_tab", "device": "both", "risk": "safe", "group": "G8:dev:B:close_tab:hi:2"}
+{"text": "can you pls close this windows 11 pe", "action": "close_window", "target": "close_window", "target_raw": "close_window", "device": "both", "risk": "caution", "group": "G8:dev:B:close_window:en:1"}
+{"text": "create an archive of fimwoot dosti", "action": "compress_file", "target": "compress_file path=\"fimwoot dosti\"", "target_raw": "compress_file path=\"fimwoot dosti\"", "device": "both", "risk": "safe", "group": "G:compress_file:en:2"}
+{"text": "computer office-guest ka password Summer2025 hai connect kar do jaldi se", "action": "connect_wifi", "target": "connect_wifi ssid=\"office-guest\" password=\"summer2025\"", "target_raw": "connect_wifi ssid=\"office-guest\" password=\"Summer2025\"", "device": "both", "risk": "caution", "group": "G4:connect_wifi:5"}
+{"text": "note.wav ko 16khz wav me convert kar dena plz", "action": "convert_media", "target": "convert_media file=\"note.wav\" format=\"16khz wav\"", "target_raw": "convert_media file=\"note.wav\" format=\"16khz wav\"", "device": "both", "risk": "caution", "group": "G5:para:g3:convert_media:hi:0:0"}
+{"text": "raspberry pi 5 pe copy kao", "action": "copy", "target": "copy", "target_raw": "copy", "device": "both", "risk": "safe", "group": "G8:dev:G5:syn:copy:1"}
+{"text": "could you please duplicate the file \"demo/old17.txt\" as \"demo/new11.txt\" please", "action": "copy_file", "target": "copy_file src=\"demo/old17.txt\" dst=\"demo/new11.txt\"", "target_raw": "copy_file src=\"demo/old17.txt\" dst=\"demo/new11.txt\"", "device": "both", "risk": "caution", "group": "A:copy_file/test/0"}
+{"text": "jaldi se github.com pe ssh key bhejo please", "action": "copy_ssh_key", "target": "copy_ssh_key host=\"github.com\"", "target_raw": "copy_ssh_key host=\"github.com\"", "device": "both", "risk": "caution", "group": "G7:para:g3:copy_ssh_key:hi:0:0"}
+{"text": "hey assistant aaj shaam 6 baje ke liye sprint review schedule karo, aankh dukh rahi hai", "action": "create_calendar_event", "target": "create_calendar_event title=\"sprint review\" time=\"aaj shaam 6 baje\"", "target_raw": "create_calendar_event title=\"sprint review\" time=\"aaj shaam 6 baje\"", "device": "both", "risk": "safe", "group": "G5:new:create_calendar_event:6"}
+{"text": "bhai \"work/report1.txt\" naam ki nayi file banaana please on the rpi 5", "action": "create_file", "target": "create_file path=\"work/report1.txt\"", "target_raw": "create_file path=\"work/report1.txt\"", "device": "both", "risk": "caution", "group": "G8:dev:A:create_file/contrastive/0"}
+{"text": "bachche so rahe hain, \"tax 2025/old\" directory bana quickly", "action": "create_folder", "target": "create_folder path=\"tax 2025/old\"", "target_raw": "create_folder path=\"tax 2025/old\"", "device": "both", "risk": "caution", "group": "G5:fileop:create_folder:7"}
+{"text": "could you mqtt-bridge ko boot pe chalane ki service banao bhai", "action": "create_service", "target": "create_service name=\"mqtt-bridge\"", "target_raw": "create_service name=\"mqtt-bridge\"", "device": "both", "risk": "critical", "group": "G7:para:g3:create_service:hi:1:1"}
+{"text": "~/script.sh ko /mnt/usb se link karo abhi", "action": "create_symlink", "target": "create_symlink path=\"~/script.sh\" link=\"/mnt/usb\"", "target_raw": "create_symlink path=\"~/script.sh\" link=\"/mnt/usb\"", "device": "both", "risk": "caution", "group": "G3:create_symlink:hi:55"}
+{"text": "./deploy.sh me virtual environment setup karo plz", "action": "create_virtualenv", "target": "create_virtualenv path=\"./deploy.sh\"", "target_raw": "create_virtualenv path=\"./deploy.sh\"", "device": "both", "risk": "caution", "group": "G3:create_virtualenv:hi:94"}
+{"text": "isko cut karo.", "action": "cut", "target": "cut", "target_raw": "cut", "device": "both", "risk": "safe", "group": "B:cut:hi:1"}
+{"text": "swich off dark mod bhai windows 11 pe", "action": "dark_mode_off", "target": "dark_mode_off", "target_raw": "dark_mode_off", "device": "both", "risk": "safe", "group": "G8:dev:B:dark_mode_off:en:0"}
+{"text": "black theme laga do, bahut der ho gayi on windows 11", "action": "dark_mode_on", "target": "dark_mode_on", "target_raw": "dark_mode_on", "device": "both", "risk": "safe", "group": "G8:dev:B:dark_mode_on:hi:2"}
+{"text": "is windows 11 pc pe trash baccho_3.pptx", "action": "delete_file", "target": "delete_file path=\"baccho_3.pptx\"", "target_raw": "delete_file path=\"baccho_3.pptx\"", "device": "both", "risk": "critical", "group": "G8:dev:B:delete_file:en:3"}
+{"text": "please jaldi disable unattended upgrades", "action": "disable_auto_updates", "target": "disable_auto_updates", "target_raw": "disable_auto_updates", "device": "both", "risk": "caution", "group": "G5:para:g3:disable_auto_updates:en:1:0"}
+{"text": "on win 11 local dvices discover kar dijiye", "action": "discover_devices", "target": "discover_devices", "target_raw": "discover_devices", "device": "both", "risk": "safe", "group": "G8:dev:G7:para:g2:discover_devices:hi:1:0"}
+{"text": "switch display to sirf laptop screen", "action": "display_mode", "target": "display_mode mode=pc_only", "target_raw": "display_mode mode=pc_only", "device": "both", "risk": "safe", "group": "B:display_mode:en:3"}
+{"text": "do not disturb off karo, main chai peene ja raha hoon", "action": "dnd_off", "target": "dnd_off", "target_raw": "dnd_off", "device": "both", "risk": "safe", "group": "G5:pol:dnd_off:0:2"}
+{"text": "dnd on krao", "action": "dnd_on", "target": "dnd_on", "target_raw": "dnd_on", "device": "both", "risk": "safe", "group": "G5:pol:dnd_on:1:2"}
+{"text": "mere liye example.com domain ka dns check karo for me", "action": "dns_lookup", "target": "dns_lookup host=\"example.com\"", "target_raw": "dns_lookup host=\"example.com\"", "device": "both", "risk": "safe", "group": "A:dns_lookup/test/1"}
+{"text": "can you bring up docker compose services, ghar ja raha hoon", "action": "docker_compose_up", "target": "docker_compose_up", "target_raw": "docker_compose_up", "device": "both", "risk": "caution", "group": "G7:para:g3:docker_compose_up:en:2:0"}
+{"text": "could you please list running containers abhi ke abhi", "action": "docker_list", "target": "docker_list", "target_raw": "docker_list", "device": "both", "risk": "safe", "group": "G7:para:g3:docker_list:en:0:1"}
+{"text": "hey pi docker clean kar!", "action": "docker_prune", "target": "docker_prune", "target_raw": "docker_prune", "device": "both", "risk": "critical", "group": "G5:para:g3:docker_prune:hi:0:2"}
+{"text": "docker se node-red run kar dena", "action": "docker_run", "target": "docker_run image=\"node-red\"", "target_raw": "docker_run image=\"node-red\"", "device": "both", "risk": "caution", "group": "G5:para:g3:docker_run:hi:1:2"}
+{"text": "web container bandh karo, main so raha hoon", "action": "docker_stop", "target": "docker_stop container=\"web\"", "target_raw": "docker_stop container=\"web\"", "device": "both", "risk": "caution", "group": "G5:para:g3:docker_stop:hi:0:0"}
+{"text": "hey laptop wgivve me https://example.com/file.tar.gz windows 11 pe", "action": "download_file", "target": "download_file url=\"https://example.com/file.tar.gz\"", "target_raw": "download_file url=\"https://example.com/file.tar.gz\"", "device": "both", "risk": "caution", "group": "G8:dev:G7:para:g3:download_file:en:1:1"}
+{"text": "hi i need to free the cached memory", "action": "drop_caches", "target": "drop_caches", "target_raw": "drop_caches", "device": "both", "risk": "critical", "group": "G7:para:g3:drop_caches:en:2:1"}
+{"text": "meeting shuru hone wali hai, config.txt edit karo", "action": "edit_system_config", "target": "edit_system_config", "target_raw": "edit_system_config", "device": "both", "risk": "critical", "group": "G2:edit_system_config:hi:66"}
+{"text": "can you emoji wala keyboard khol", "action": "emoji_panel", "target": "emoji_panel", "target_raw": "emoji_panel", "device": "both", "risk": "safe", "group": "G5:para:g:emoji_panel:hi:1:2"}
+{"text": "kachra dabba khali kr do yaar", "action": "empty_recycle_bin", "target": "empty_recycle_bin", "target_raw": "empty_recycle_bin", "device": "both", "risk": "critical", "group": "B:empty_recycle_bin:hi:0"}
+{"text": "ji could you install security patches automatically", "action": "enable_auto_updates", "target": "enable_auto_updates", "target_raw": "enable_auto_updates", "device": "both", "risk": "caution", "group": "G7:para:g3:enable_auto_updates:en:2:0"}
+{"text": "switch on zram swap jaldi se", "action": "enable_zram", "target": "enable_zram", "target_raw": "enable_zram", "device": "both", "risk": "caution", "group": "G7:para:g3:enable_zram:en:2:2"}
+{"text": "poora sd card use karna.", "action": "expand_filesystem", "target": "expand_filesystem", "target_raw": "expand_filesystem", "device": "pi", "risk": "critical", "group": "G5:para:g3:expand_filesystem:hi:2:0"}
+{"text": "pi5 me invoice.zip khop ke files nikalo now", "action": "extract_archive", "target": "extract_archive path=\"invoice.zip\"", "target_raw": "extract_archive path=\"invoice.zip\"", "device": "both", "risk": "safe", "group": "G8:dev:G:extract_archive:hi:1"}
+{"text": "BHAI PLEASE RESTORE FACTORY SETTINGS ON THIS COMPUTER NA", "action": "factory_reset", "target": "factory_reset", "target_raw": "factory_reset", "device": "both", "risk": "critical", "group": "A:factory_reset/test/0"}
+{"text": "pi 5 pe i want to whee is ollama installed", "action": "find_command", "target": "find_command name=\"ollama\"", "target_raw": "find_command name=\"ollama\"", "device": "both", "risk": "safe", "group": "G8:dev:G7:para:g2:find_command:en:0:0"}
+{"text": "i need to look for redis cache on the page", "action": "find_in_page", "target": "find_in_page query=\"redis cache\"", "target_raw": "find_in_page query=\"redis cache\"", "device": "both", "risk": "safe", "group": "G7:para:g:find_in_page:en:2:1"}
+{"text": "rpi5 pe please allow prt 11434 in feerewall turant", "action": "firewall_allow", "target": "firewall_allow port=11434", "target_raw": "firewall_allow port=11434", "device": "both", "risk": "caution", "group": "G8:dev:G7:para:g3:firewall_allow:en:0:0"}
+{"text": "i want to ufw deny 80", "action": "firewall_deny", "target": "firewall_deny port=80", "target_raw": "firewall_deny port=80", "device": "both", "risk": "critical", "group": "G7:para:g3:firewall_deny:en:2:1"}
+{"text": "the firewall band karo, battery bachani hai", "action": "firewall_off", "target": "firewall_off", "target_raw": "firewall_off", "device": "both", "risk": "critical", "group": "G5:pol:firewall_off:1:3"}
+{"text": "on win 11 enable the firewall.", "action": "firewall_on", "target": "firewall_on", "target_raw": "firewall_on", "device": "both", "risk": "caution", "group": "G8:dev:B:firewall_on:en:2"}
+{"text": "system ke firewall ki details bata dena abhi", "action": "firewall_status", "target": "firewall_status", "target_raw": "firewall_status", "device": "both", "risk": "safe", "group": "A:show_firewall/test/1"}
+{"text": "i want to add me to the gpio group now", "action": "fix_gpio_permissions", "target": "fix_gpio_permissions", "target_raw": "fix_gpio_permissions", "device": "pi", "risk": "caution", "group": "G7:para:g6:fix_gpio_permissions:en:1:2"}
+{"text": "call aane wala hai toh launch rpi-update", "action": "flash_firmware", "target": "flash_firmware", "target_raw": "flash_firmware", "device": "both", "risk": "critical", "group": "G7:para:g3:flash_firmware:en:1:1"}
+{"text": "kindly please flush my computer's dns cache please", "action": "flush_dns", "target": "flush_dns", "target_raw": "flush_dns", "device": "both", "risk": "caution", "group": "A:flush_dns/test/0"}
+{"text": "bhai forget the network OnePlus Nord mere windows 11 pe", "action": "forget_wifi", "target": "forget_wifi ssid=\"oneplus nord\"", "target_raw": "forget_wifi ssid=\"OnePlus Nord\"", "device": "both", "risk": "caution", "group": "G8:dev:G4:forget_wifi:4"}
+{"text": "HEY COMPUTER PLEASE FORMAT MY STORAGE DEVICE ABHI", "action": "format_drive", "target": "format_drive", "target_raw": "format_drive", "device": "both", "risk": "critical", "group": "A:format_drive/test/0"}
+{"text": "rpi5 pe toggle full screen", "action": "fullscreen", "target": "fullscreen", "target_raw": "fullscreen", "device": "both", "risk": "safe", "group": "G8:dev:G:fullscreen:en:1"}
+{"text": "bachche so rahe hain so print bandwidth usage", "action": "get_bandwidth_usage", "target": "get_bandwidth_usage", "target_raw": "get_bandwidth_usage", "device": "both", "risk": "safe", "group": "G7:para:g2:get_bandwidth_usage:en:0:1"}
+{"text": "bhai laptop ki battery abhi kitni hai abhi", "action": "get_battery", "target": "get_battery", "target_raw": "get_battery", "device": "both", "risk": "safe", "group": "A:show_battery/test/1"}
+{"text": "which firmware settings are active, i'll be back", "action": "get_boot_config", "target": "get_boot_config", "target_raw": "get_boot_config", "device": "pi", "risk": "safe", "group": "G2:get_boot_config:en:12"}
+{"text": "raspberry pi 5 ki fetch previous bolt logs", "action": "get_boot_logs", "target": "get_boot_logs", "target_raw": "get_boot_logs", "device": "both", "risk": "safe", "group": "G8:dev:G7:para:g2:get_boot_logs:en:0:1"}
+{"text": "systemd-analyze plz", "action": "get_boot_time", "target": "get_boot_time", "target_raw": "get_boot_time", "device": "both", "risk": "safe", "group": "G5:syn:get_boot_time:3"}
+{"text": "bhai check my display brightness level kar sakte ho", "action": "get_brightness", "target": "get_brightness", "target_raw": "get_brightness", "device": "both", "risk": "safe", "group": "A:show_brightness/test/0"}
+{"text": "please tell me the current pi cpu frequency please", "action": "get_cpu_clock", "target": "get_cpu_clock", "target_raw": "get_cpu_clock", "device": "pi", "risk": "safe", "group": "A:show_clock/test/0"}
+{"text": "movie dekhni hai toh show is the cpu governor", "action": "get_cpu_governor", "target": "get_cpu_governor", "target_raw": "get_cpu_governor", "device": "pi", "risk": "safe", "group": "G2:get_cpu_governor:en:27"}
+{"text": "tell me cpu pressure plz", "action": "get_cpu_pressure", "target": "get_cpu_pressure", "target_raw": "get_cpu_pressure", "device": "both", "risk": "safe", "group": "G5:para:g2:get_cpu_pressure:en:0:1"}
+{"text": "on my laptop cpu pe kitna load hai kijiye pi 5 pe", "action": "get_cpu_usage", "target": "get_cpu_usage", "target_raw": "get_cpu_usage", "device": "both", "risk": "safe", "group": "G8:dev:A:show_cpu/practical/1"}
+{"text": "mere liye tell me the active login username", "action": "get_current_user", "target": "get_current_user", "target_raw": "get_current_user", "device": "both", "risk": "safe", "group": "A:show_user/test/0"}
+{"text": "can you abhi system ki date kya hai na", "action": "get_date", "target": "get_date", "target_raw": "get_date", "device": "both", "risk": "safe", "group": "A:show_time/test/1"}
+{"text": "default gateway, bahut der ho gayi", "action": "get_default_gateway", "target": "get_default_gateway", "target_raw": "get_default_gateway", "device": "both", "risk": "safe", "group": "G2:get_default_gateway:en:95"}
+{"text": "jaldi se generate a diagnostics report", "action": "get_diagnostics", "target": "get_diagnostics", "target_raw": "get_diagnostics", "device": "both", "risk": "safe", "group": "G7:con:get_diagnostics:5"}
+{"text": "disk health check karke dikhaiyega jaldi", "action": "get_disk_health", "target": "get_disk_health", "target_raw": "get_disk_health", "device": "both", "risk": "safe", "group": "G7:para:g2:get_disk_health:hi:0:0"}
+{"text": "sun disk activity dikhao", "action": "get_disk_io", "target": "get_disk_io", "target_raw": "get_disk_io", "device": "both", "risk": "safe", "group": "G2:get_disk_io:hi:6"}
+{"text": "TELL ME AVAILABLE DISK STORAGE NA", "action": "get_disk_space", "target": "get_disk_space", "target_raw": "get_disk_space", "device": "both", "risk": "safe", "group": "A:show_disk/test/0"}
+{"text": "ethernet speed dikha do", "action": "get_ethernet_status", "target": "get_ethernet_status", "target_raw": "get_ethernet_status", "device": "both", "risk": "safe", "group": "G5:para:g2:get_ethernet_status:hi:0:2"}
+{"text": "coooler ki speed", "action": "get_fan_speed", "target": "get_fan_speed", "target_raw": "get_fan_speed", "device": "pi", "risk": "safe", "group": "G5:syn:get_fan_speed:3"}
+{"text": "hey assistant videocore log dikhao", "action": "get_firmware_log", "target": "get_firmware_log", "target_raw": "get_firmware_log", "device": "pi", "risk": "safe", "group": "G3:get_firmware_log:hi:32"}
+{"text": "kindly tell me the installed pi firmware version please", "action": "get_firmware_version", "target": "get_firmware_version", "target_raw": "get_firmware_version", "device": "pi", "risk": "safe", "group": "A:show_firmware/test/0"}
+{"text": "folders are using the most space, neend aa rahi hai", "action": "get_folder_sizes", "target": "get_folder_sizes", "target_raw": "get_folder_sizes", "device": "both", "risk": "safe", "group": "G5:para:g2:get_folder_sizes:en:0:2"}
+{"text": "gpu memory dikhao, main abhi aata hoon", "action": "get_gpu_memory", "target": "get_gpu_memory", "target_raw": "get_gpu_memory", "device": "pi", "risk": "safe", "group": "G7:para:g2:get_gpu_memory:hi:0:1"}
+{"text": "bhaiya graphics card ka load show kar quickly", "action": "get_gpu_usage", "target": "get_gpu_usage", "target_raw": "get_gpu_usage", "device": "both", "risk": "safe", "group": "G7:para:g:get_gpu_usage:hi:1:0"}
+{"text": "tell me the name of this host abhi", "action": "get_hostname", "target": "get_hostname", "target_raw": "get_hostname", "device": "both", "risk": "safe", "group": "A:show_hostname/test/0"}
+{"text": "kaam khatam ho gaya, interrpts batao pi 5 pe", "action": "get_interrupts", "target": "get_interrupts", "target_raw": "get_interrupts", "device": "both", "risk": "safe", "group": "G8:dev:G3:get_interrupts:hi:14"}
+{"text": "CAN YOU TELL ME THIS COMPUTER'S NETWORK ADDRESS FOR ME", "action": "get_ip", "target": "get_ip", "target_raw": "get_ip", "device": "both", "risk": "safe", "group": "A:show_ip/test/0"}
+{"text": "pi kernel ke messages dikhaiye", "action": "get_kernel_log", "target": "get_kernel_log", "target_raw": "get_kernel_log", "device": "both", "risk": "safe", "group": "G5:para:g2:get_kernel_log:hi:2:0"}
+{"text": "kernel version dikhana now", "action": "get_kernel_version", "target": "get_kernel_version", "target_raw": "get_kernel_version", "device": "both", "risk": "safe", "group": "G7:para:g2:get_kernel_version:hi:0:2"}
+{"text": "hey load average kya hai bolo", "action": "get_load_average", "target": "get_load_average", "target_raw": "get_load_average", "device": "both", "risk": "safe", "group": "G7:para:g2:get_load_average:hi:0:2"}
+{"text": "kindly mac address dikha", "action": "get_mac_address", "target": "get_mac_address", "target_raw": "get_mac_address", "device": "both", "risk": "safe", "group": "G7:para:g:get_mac_address:hi:0:2"}
+{"text": "rpi5 pe call aane wala hai so memory pressure batao fast", "action": "get_memory_pressure", "target": "get_memory_pressure", "target_raw": "get_memory_pressure", "device": "both", "risk": "safe", "group": "G8:dev:G7:para:g2:get_memory_pressure:hi:0:2"}
+{"text": "what is percore usage on windows 11", "action": "get_per_core_usage", "target": "get_per_core_usage", "target_raw": "get_per_core_usage", "device": "both", "risk": "safe", "group": "G8:dev:G5:para:g2:get_per_core_usage:en:0:2"}
+{"text": "show power draw, battery bachani hai", "action": "get_power_draw", "target": "get_power_draw", "target_raw": "get_power_draw", "device": "pi", "risk": "safe", "group": "G2:get_power_draw:en:42"}
+{"text": "external ip dikhao, bahut der ho gayi", "action": "get_public_ip", "target": "get_public_ip", "target_raw": "get_public_ip", "device": "both", "risk": "safe", "group": "G5:para:g:get_public_ip:hi:1:2"}
+{"text": "wifi bluetooth block hai kya zara abhi", "action": "get_radio_status", "target": "get_radio_status", "target_raw": "get_radio_status", "device": "both", "risk": "safe", "group": "G7:para:g2:get_radio_status:hi:0:1"}
+{"text": "can you tell me available system memory zara", "action": "get_ram_usage", "target": "get_ram_usage", "target_raw": "get_ram_usage", "device": "both", "risk": "safe", "group": "A:show_memory/test/0"}
+{"text": "mummy bula rahi hai so reboot history dikhao", "action": "get_reboot_history", "target": "get_reboot_history", "target_raw": "get_reboot_history", "device": "both", "risk": "safe", "group": "G5:para:g2:get_reboot_history:hi:0:2"}
+{"text": "i need to which sd card is this", "action": "get_sdcard_info", "target": "get_sdcard_info", "target_raw": "get_sdcard_info", "device": "pi", "risk": "safe", "group": "G7:para:g2:get_sdcard_info:en:1:1"}
+{"text": "could you please vnc service ke logs batqo mere windows 11 pe", "action": "get_service_logs", "target": "get_service_logs service=vnc", "target_raw": "get_service_logs service=vnc", "device": "both", "risk": "safe", "group": "G8:dev:G2:get_service_logs:hi:92"}
+{"text": "hey slab usage dikhaiye jaldi", "action": "get_slab_usage", "target": "get_slab_usage", "target_raw": "get_slab_usage", "device": "both", "risk": "safe", "group": "G5:para:g3:get_slab_usage:hi:0:0"}
+{"text": "main bahar ja raha hoon so swap status dikhao zara", "action": "get_swap_usage", "target": "get_swap_usage", "target_raw": "get_swap_usage", "device": "both", "risk": "safe", "group": "G7:para:g2:get_swap_usage:hi:2:2"}
+{"text": "which windows version is this now", "action": "get_system_info", "target": "get_system_info", "target_raw": "get_system_info", "device": "both", "risk": "safe", "group": "B:get_system_info:en:3"}
+{"text": "pi garam ho raha hai kya fast", "action": "get_temperature", "target": "get_temperature", "target_raw": "get_temperature", "device": "both", "risk": "safe", "group": "B:get_temperature:hi:3"}
+{"text": "tell me the raspberry pi throttling flags abhi", "action": "get_throttle_status", "target": "get_throttle_status", "target_raw": "get_throttle_status", "device": "both", "risk": "safe", "group": "A:show_throttling/test/0"}
+{"text": "please retrieve systme date and time abhi mere windows 11 pe", "action": "get_time", "target": "get_time", "target_raw": "get_time", "device": "both", "risk": "safe", "group": "G8:dev:A:show_time/language/1"}
+{"text": "i need to ntp sync status", "action": "get_time_sync", "target": "get_time_sync", "target_raw": "get_time_sync", "device": "both", "risk": "safe", "group": "G7:para:g2:get_time_sync:en:1:2"}
+{"text": "can you uptime kitna hai", "action": "get_uptime", "target": "get_uptime", "target_raw": "get_uptime", "device": "both", "risk": "safe", "group": "B:get_uptime:hi:4"}
+{"text": "zara tell me the raspberry pi core voltage abhi", "action": "get_voltage", "target": "get_voltage", "target_raw": "get_voltage", "device": "pi", "risk": "safe", "group": "A:show_voltage/test/0"}
+{"text": "zara crurent volume percentage bataiye pi 5 pe", "action": "get_volume", "target": "get_volume", "target_raw": "get_volume", "device": "both", "risk": "safe", "group": "G8:dev:A:show_volume/practical/3"}
+{"text": "kindly could you show the wifi signal strength, khana khane ja raha hoon", "action": "get_wifi_signal", "target": "get_wifi_signal", "target_raw": "get_wifi_signal", "device": "both", "risk": "safe", "group": "G7:para:g2:get_wifi_signal:en:0:1"}
+{"text": "kaam khatam ho gaya toh can you display the functions available on gpio 26 abhi ke abhi", "action": "gpio_alt_functions", "target": "gpio_alt_functions pin=26", "target_raw": "gpio_alt_functions pin=26", "device": "pi", "risk": "safe", "group": "G7:para:g6:gpio_alt_functions:en:2:1"}
+{"text": "plz flas physical 28 dus ties please", "action": "gpio_blink", "target": "gpio_blink pin=28 numbering=board count=10", "target_raw": "gpio_blink pin=28 numbering=board count=10", "device": "pi", "risk": "caution", "group": "G6:gpio_blink:en:4"}
+{"text": "list reerved pins, call pe hoon", "action": "gpio_conflicts", "target": "gpio_conflicts", "target_raw": "gpio_conflicts", "device": "pi", "risk": "safe", "group": "G6:gpio_conflicts:en:3"}
+{"text": "buttom on gpio26 is not deteced thanks", "action": "gpio_debug", "target": "gpio_debug pin=26", "target_raw": "gpio_debug pin=26", "device": "pi", "risk": "safe", "group": "G6:gpio_debug:en:10"}
+{"text": "gpio kaam nahi kar raha please pls", "action": "gpio_debug_all", "target": "gpio_debug_all", "target_raw": "gpio_debug_all", "device": "pi", "risk": "safe", "group": "G7:para:g6:gpio_debug_all:hi:0:0"}
+{"text": "on win 11 pinctrl get gpio 22 plz", "action": "gpio_info", "target": "gpio_info pin=22", "target_raw": "gpio_info pin=22", "device": "pi", "risk": "safe", "group": "G8:dev:G6:gpio_info:en:3"}
+{"text": "set low gpio pin 14 windows 11 pe", "action": "gpio_off", "target": "gpio_off pin=14", "target_raw": "gpio_off pin=14", "device": "both", "risk": "critical", "group": "G8:dev:B:gpio_off:en:0"}
+{"text": "on windows 11 set pin no 11 high", "action": "gpio_on", "target": "gpio_on pin=11 numbering=board", "target_raw": "gpio_on pin=11 numbering=board", "device": "both", "risk": "critical", "group": "G8:dev:G6:gpio_on:en:0"}
+{"text": "gpio22 kis kaam ka hai zara", "action": "gpio_pin_role", "target": "gpio_pin_role pin=22", "target_raw": "gpio_pin_role pin=22", "device": "pi", "risk": "safe", "group": "G7:para:g6:gpio_pin_role:hi:0:2"}
+{"text": "40-pin header pin 27 ko a minute on rakho please", "action": "gpio_pulse", "target": "gpio_pulse pin=27 amount=1 unit=min numbering=board", "target_raw": "gpio_pulse pin=27 amount=1 unit=min numbering=board", "device": "pi", "risk": "caution", "group": "G7:para:g6:gpio_pulse:hi:4:0"}
+{"text": "pi 5 pe laptop can you run 25000 hz pwm on bcm 23 with 90 percent duty", "action": "gpio_pwm", "target": "gpio_pwm pin=23 duty=90 freq=25000", "target_raw": "gpio_pwm pin=23 duty=90 freq=25000", "device": "pi", "risk": "caution", "group": "G8:dev:G7:para:g6:gpio_pwm:en:6:0"}
+{"text": "hey computer please read the value of gpio pin 24 for me", "action": "gpio_read", "target": "gpio_read pin=24", "target_raw": "gpio_read pin=24", "device": "both", "risk": "caution", "group": "A:gpio_read/test/0"}
+{"text": "pin no 7 ko wapas input bana do", "action": "gpio_reset", "target": "gpio_reset pin=7 numbering=board", "target_raw": "gpio_reset pin=7 numbering=board", "device": "pi", "risk": "caution", "group": "G6:gpio_reset:hi:8"}
+{"text": "can you please set every pin back to default right now", "action": "gpio_reset_all", "target": "gpio_reset_all", "target_raw": "gpio_reset_all", "device": "pi", "risk": "caution", "group": "G6:gpio_reset_all:en:2"}
+{"text": "rpi 5 pe padhai karni hai so move the servo on physical 22 to 45 degrees", "action": "gpio_servo", "target": "gpio_servo pin=22 angle=45 numbering=board", "target_raw": "gpio_servo pin=22 angle=45 numbering=board", "device": "pi", "risk": "caution", "group": "G8:dev:G6:gpio_servo:en:0"}
+{"text": "hey laptop i need to switch gpio22 to alt2", "action": "gpio_set_alt", "target": "gpio_set_alt pin=22 alt=a2", "target_raw": "gpio_set_alt pin=22 alt=a2", "device": "pi", "risk": "critical", "group": "G7:para:g6:gpio_set_alt:en:1:2"}
+{"text": "gpio pin 19 input pin kar do", "action": "gpio_set_mode", "target": "gpio_set_mode pin=19 mode=input", "target_raw": "gpio_set_mode pin=19 mode=input", "device": "pi", "risk": "caution", "group": "G6:gpio_set_mode:hi:8"}
+{"text": "on my raspberry pi 5 hello enable pull up on gpio 10", "action": "gpio_set_pull", "target": "gpio_set_pull pin=10 pull=up", "target_raw": "gpio_set_pull pin=10 pull=up", "device": "pi", "risk": "caution", "group": "G8:dev:G6:gpio_set_pull:en:1"}
+{"text": "gpio monitorring rok do", "action": "gpio_stop_watch", "target": "gpio_stop_watch", "target_raw": "gpio_stop_watch", "device": "pi", "risk": "safe", "group": "G6:gpio_stop_watch:hi:6"}
+{"text": "movie dekhni hai, flip gpio pin 16", "action": "gpio_toggle", "target": "gpio_toggle pin=16", "target_raw": "gpio_toggle pin=16", "device": "pi", "risk": "caution", "group": "G:gpio_toggle:en:2"}
+{"text": "can you monitor the red led on gpio 25, call pe hoon", "action": "gpio_watch", "target": "gpio_watch pin=25", "target_raw": "gpio_watch pin=25", "device": "pi", "risk": "safe", "group": "G7:para:g6:gpio_watch:en:5:0"}
+{"text": "jara i want to disable ssh password login", "action": "harden_ssh", "target": "harden_ssh", "target_raw": "harden_ssh", "device": "both", "risk": "critical", "group": "G7:para:g3:harden_ssh:en:1:0"}
+{"text": "invoice.png hash karo", "action": "hash_file", "target": "hash_file path=\"invoice.png\"", "target_raw": "hash_file path=\"invoice.png\"", "device": "both", "risk": "safe", "group": "G5:fileop:hash_file:7"}
+{"text": "please how can you help me pls", "action": "help", "target": "help", "target_raw": "help", "device": "both", "risk": "safe", "group": "G:help:en:4"}
+{"text": "kindly ab laptop hibernation mein bhej do zara", "action": "hibernate", "target": "hibernate", "target_raw": "hibernate", "device": "both", "risk": "critical", "group": "A:hibernate/test/1"}
+{"text": "could you please high contrast mode hata dijiye quickly", "action": "high_contrast_off", "target": "high_contrast_off", "target_raw": "high_contrast_off", "device": "both", "risk": "safe", "group": "G7:para:g:high_contrast_off:hi:1:1"}
+{"text": "computer could you enable high contrast mode, aankh dukh rahi hai", "action": "high_contrast_on", "target": "high_contrast_on", "target_raw": "high_contrast_on", "device": "both", "risk": "safe", "group": "G7:para:g:high_contrast_on:en:1:1"}
+{"text": "stop sharing internet thank you", "action": "hotspot_off", "target": "hotspot_off", "target_raw": "hotspot_off", "device": "both", "risk": "safe", "group": "B:hotspot_off:en:3"}
+{"text": "i am done for today, hotspot on karo naam Lalit_Home password Hello$wifi na", "action": "hotspot_on", "target": "hotspot_on ssid=\"lalit_home\" password=\"hello$wifi\"", "target_raw": "hotspot_on ssid=\"Lalit_Home\" password=\"Hello$wifi\"", "device": "both", "risk": "safe", "group": "G4:hotspot_on:0"}
+{"text": "can you i2cdump 0x48 fast", "action": "i2c_dump", "target": "i2c_dump address=\"0x48\"", "target_raw": "i2c_dump address=\"0x48\"", "device": "pi", "risk": "safe", "group": "G7:para:g6:i2c_dump:en:1:2"}
+{"text": "i2c 0x1e se register 0x3b padho please quickly", "action": "i2c_read", "target": "i2c_read address=\"0x1e\" register=\"0x3b\"", "target_raw": "i2c_read address=\"0x1e\" register=\"0x3b\"", "device": "pi", "risk": "safe", "group": "G7:para:g6:i2c_read:hi:0:1"}
+{"text": "please jaldi can you scan i2c bus", "action": "i2c_scan", "target": "i2c_scan", "target_raw": "i2c_scan", "device": "pi", "risk": "safe", "group": "G7:para:g:i2c_scan:en:0:1"}
+{"text": "i2cset 0x68 0xf7 0x01 abhi ke abhi", "action": "i2c_write", "target": "i2c_write address=\"0x68\" register=\"0xf7\" value=1", "target_raw": "i2c_write address=\"0x68\" register=\"0xf7\" value=1", "device": "pi", "risk": "critical", "group": "G6:i2c_write:en:1"}
+{"text": "private wkndow open karo quickly pi 5 pe", "action": "incognito_window", "target": "incognito_window", "target_raw": "incognito_window", "device": "both", "risk": "safe", "group": "G8:dev:G:incognito_window:hi:1"}
+{"text": "can you mujhe build-essential chahiye install kar dijiye", "action": "install_package", "target": "install_package name=\"build-essential\"", "target_raw": "install_package name=\"build-essential\"", "device": "both", "risk": "caution", "group": "G7:para:g3:install_package:hi:5:1"}
+{"text": "torch module laga do, bahut der ho gayi", "action": "install_python_package", "target": "install_python_package name=\"torch\"", "target_raw": "install_python_package name=\"torch\"", "device": "both", "risk": "caution", "group": "G7:con:install_python_package:0"}
+{"text": "raat ho gayi hai toh os update install kr", "action": "install_updates", "target": "install_updates", "target_raw": "install_updates", "device": "both", "risk": "critical", "group": "B:install_updates:hi:7"}
+{"text": "can you disable i2c right now", "action": "interface_disable", "target": "interface_disable interface=i2c", "target_raw": "interface_disable interface=i2c", "device": "pi", "risk": "critical", "group": "G7:para:g:interface_disable:en:1:0"}
+{"text": "please raspberry mein i2c chalu kar dena kar sakte ho", "action": "interface_enable", "target": "interface_enable interface=i2c", "target_raw": "interface_enable interface=i2c", "device": "pi", "risk": "critical", "group": "A:enable_i2c/test/1"}
+{"text": "mere liye please end the running process id 4261 for me", "action": "kill_process", "target": "kill_process pid=4261", "target_raw": "kill_process pid=4261", "device": "both", "risk": "critical", "group": "A:kill_process/test/0"}
+{"text": "ok google ds18b20 sensor display karo", "action": "list_1wire_sensors", "target": "list_1wire_sensors", "target_raw": "list_1wire_sensors", "device": "pi", "risk": "safe", "group": "G7:para:g2:list_1wire_sensors:hi:1:0"}
+{"text": "arp table display karo, khana khane ja raha hoon", "action": "list_arp", "target": "list_arp", "target_raw": "list_arp", "device": "both", "risk": "safe", "group": "G7:para:g2:list_arp:hi:0:0"}
+{"text": "jara mic aur speaker devices show kar", "action": "list_audio_devices", "target": "list_audio_devices", "target_raw": "list_audio_devices", "device": "both", "risk": "safe", "group": "G7:para:g2:list_audio_devices:hi:2:2"}
+{"text": "kitne ip ban hain turant", "action": "list_banned_ips", "target": "list_banned_ips", "target_raw": "list_banned_ips", "device": "both", "risk": "safe", "group": "G7:con:list_banned_ips:5"}
+{"text": "jaldi se bluetooth devices dikhao", "action": "list_bluetooth_devices", "target": "list_bluetooth_devices", "target_raw": "list_bluetooth_devices", "device": "both", "risk": "safe", "group": "G7:para:g:list_bluetooth_devices:hi:0:1"}
+{"text": "mere liye please show connected pi cameras zara", "action": "list_cameras", "target": "list_cameras", "target_raw": "list_cameras", "device": "pi", "risk": "safe", "group": "A:list_cameras/test/0"}
+{"text": "please network ki active connections bata dena na", "action": "list_connections", "target": "list_connections", "target_raw": "list_connections", "device": "both", "risk": "safe", "group": "A:show_connections/test/1"}
+{"text": "zara please show attached drives and partitions na", "action": "list_partitions", "target": "list_partitions", "target_raw": "list_partitions", "device": "both", "risk": "safe", "group": "A:list_disks/test/0"}
+{"text": "kaunse monitor lage hain zara, battery bachani hai", "action": "list_displays", "target": "list_displays", "target_raw": "list_displays", "device": "both", "risk": "safe", "group": "G7:para:g2:list_displays:hi:1:2"}
+{"text": "i need to which services have failed pls", "action": "list_failed_services", "target": "list_failed_services", "target_raw": "list_failed_services", "device": "both", "risk": "safe", "group": "G7:para:g2:list_failed_services:en:1:1"}
+{"text": "please photos list karo", "action": "list_files", "target": "list_files path=\"photos\"", "target_raw": "list_files path=\"photos\"", "device": "both", "risk": "safe", "group": "G5:fileop:list_files:8"}
+{"text": "windows 11 ki bhai unused pins show kar!", "action": "list_free_gpio", "target": "list_free_gpio", "target_raw": "list_free_gpio", "device": "pi", "risk": "safe", "group": "G8:dev:G7:para:g6:list_free_gpio:hi:3:0"}
+{"text": "windows 11 ki gpio status dikhao asap", "action": "list_gpio", "target": "list_gpio", "target_raw": "list_gpio", "device": "pi", "risk": "safe", "group": "G8:dev:G2:list_gpio:hi:41"}
+{"text": "on windows 11, suno what is the header chip number", "action": "list_gpio_chips", "target": "list_gpio_chips", "target_raw": "list_gpio_chips", "device": "pi", "risk": "safe", "group": "G8:dev:G6:list_gpio_chips:en:4"}
+{"text": "raspberry pi 5 pe pi list instaled apps for me", "action": "list_installed_apps", "target": "list_installed_apps", "target_raw": "list_installed_apps", "device": "both", "risk": "safe", "group": "G8:dev:G:list_installed_apps:en:0"}
+{"text": "kaunse drivers loaded hain ji on the rpi 5", "action": "list_kernel_modules", "target": "list_kernel_modules", "target_raw": "list_kernel_modules", "device": "both", "risk": "safe", "group": "G8:dev:G2:list_kernel_modules:hi:22"}
+{"text": "could you ollama list, baccha ro raha hai", "action": "list_llm_models", "target": "list_llm_models", "target_raw": "list_llm_models", "device": "both", "risk": "safe", "group": "G7:para:g3:list_llm_models:en:2:2"}
+{"text": "mere pi 5 me kurrent sessions show kar jaldi for me", "action": "list_logged_in_users", "target": "list_logged_in_users", "target_raw": "list_logged_in_users", "device": "both", "risk": "safe", "group": "G8:dev:G7:para:g2:list_logged_in_users:hi:2:1"}
+{"text": "on windows 11 main bahar ja raha hoon toh open filex dikhao usb drive", "action": "list_open_files", "target": "list_open_files device=\"usb drive\"", "target_raw": "list_open_files device=\"usb drive\"", "device": "both", "risk": "safe", "group": "G8:dev:G5:syn:list_open_files:5"}
+{"text": "computer please what's listening on ports", "action": "list_open_ports", "target": "list_open_ports", "target_raw": "list_open_ports", "device": "both", "risk": "safe", "group": "G7:para:g2:list_open_ports:en:2:0"}
+{"text": "rpi5 pe can you what pcakages are installed", "action": "list_packages", "target": "list_packages", "target_raw": "list_packages", "device": "both", "risk": "safe", "group": "G8:dev:G7:para:g3:list_packages:en:1:0"}
+{"text": "bachche so rahe hain, can you list block devices turant", "action": "list_partitions", "target": "list_partitions", "target_raw": "list_partitions", "device": "both", "risk": "safe", "group": "G7:para:g2:list_partitions:en:3:0"}
+{"text": "bhai pi ke saare pcie devices bata dena", "action": "list_pci", "target": "list_pci", "target_raw": "list_pci", "device": "pi", "risk": "safe", "group": "A:list_pci/test/1"}
+{"text": "on my raspberry pi 5 bahut der ho gayi, which printers are available", "action": "list_printers", "target": "list_printers", "target_raw": "list_printers", "device": "both", "risk": "safe", "group": "G8:dev:G5:new:list_printers:1"}
+{"text": "kindly system ki running process list bata dena for me", "action": "list_processes", "target": "list_processes", "target_raw": "list_processes", "device": "both", "risk": "safe", "group": "A:show_processes/test/1"}
+{"text": "uart ports dikhao, bahut der ho gayi", "action": "list_serial_ports", "target": "list_serial_ports", "target_raw": "list_serial_ports", "device": "pi", "risk": "safe", "group": "G2:list_serial_ports:hi:70"}
+{"text": "saari system services ki list bata dena zara", "action": "list_services", "target": "list_services", "target_raw": "list_services", "device": "both", "risk": "safe", "group": "A:list_services/test/1"}
+{"text": "tmux ls.", "action": "list_sessions", "target": "list_sessions", "target_raw": "list_sessions", "device": "both", "risk": "safe", "group": "G3:list_sessions:en:41"}
+{"text": "movie dekhni hai so spi enable hai kya, main so raha hoon", "action": "list_spi_devices", "target": "list_spi_devices", "target_raw": "list_spi_devices", "device": "pi", "risk": "safe", "group": "G2:list_spi_devices:hi:44"}
+{"text": "HEY COMPUTER PLEASE SHOW CONNECTED USB DEVICES NA", "action": "list_usb", "target": "list_usb", "target_raw": "list_usb", "device": "pi", "risk": "safe", "group": "A:list_usb/test/0"}
+{"text": "net chal raha he kya nahi karna, sirf list wifi networks", "action": "list_wifi", "target": "list_wifi", "target_raw": "list_wifi", "device": "both", "risk": "safe", "group": "B:contrast:list_wifi"}
+{"text": "disable-bt overlay load kar dijiye", "action": "load_overlay", "target": "load_overlay overlay=\"disable-bt\"", "target_raw": "load_overlay overlay=\"disable-bt\"", "device": "pi", "risk": "caution", "group": "G7:para:g3:load_overlay:hi:0:0"}
+{"text": "CAN YOU AB SCREEN KO LOCK KAR DENA PLEASE", "action": "lock_screen", "target": "lock_screen", "target_raw": "lock_screen", "device": "both", "risk": "caution", "group": "A:lock_screen/test/1"}
+{"text": "the mgnifier close thank you", "action": "magnifier_off", "target": "magnifier_off", "target_raw": "magnifier_off", "device": "both", "risk": "safe", "group": "G5:pol:magnifier_off:1:1"}
+{"text": "on windows 11, not exit zoom lens, screen magnifier chalu karo pls", "action": "magnifier_on", "target": "magnifier_on", "target_raw": "magnifier_on", "device": "both", "risk": "safe", "group": "G8:dev:B:contrast:magnifier_on"}
+{"text": "can you create a user pi2", "action": "manage_users", "target": "manage_users user=\"pi2\"", "target_raw": "manage_users user=\"pi2\"", "device": "both", "risk": "critical", "group": "G3:manage_users:en:27"}
+{"text": "pi5 me yaar ye window maximize kar dena but teams ki window band mat karo", "action": "maximize_window", "target": "maximize_window", "target_raw": "maximize_window", "device": "both", "risk": "safe", "group": "G8:dev:B:contrast:maximize_window"}
+{"text": "guest aaye hain, next song", "action": "media_next", "target": "media_next", "target_raw": "media_next", "device": "both", "risk": "safe", "group": "B:media_next:en:0"}
+{"text": "KINDLY ABHI MUSIC PAUSE KAR DENA KAR SAKTE HO", "action": "media_pause", "target": "media_pause", "target_raw": "media_pause", "device": "both", "risk": "safe", "group": "A:media_play_pause/test/1"}
+{"text": "could you please gaana bajao", "action": "media_play", "target": "media_play", "target_raw": "media_play", "device": "both", "risk": "safe", "group": "B:media_play:hi:9"}
+{"text": "please toggle media playback kar sakte ho", "action": "media_play_pause", "target": "media_play_pause", "target_raw": "media_play_pause", "device": "both", "risk": "safe", "group": "A:media_play_pause/test/0"}
+{"text": "zara please return to the previous media track abhi", "action": "media_prev", "target": "media_prev", "target_raw": "media_prev", "device": "both", "risk": "safe", "group": "A:media_previous/test/0"}
+{"text": "microphone band kijiye abhi ke abhi", "action": "mic_mute", "target": "mic_mute", "target_raw": "mic_mute", "device": "both", "risk": "safe", "group": "G5:para:g:mic_mute:hi:1:1"}
+{"text": "microphone chalu karna kaam ho gaya", "action": "mic_unmute", "target": "mic_unmute", "target_raw": "mic_unmute", "device": "both", "risk": "safe", "group": "G5:para:g:mic_unmute:hi:1:1"}
+{"text": "this window minimize kar dijiye", "action": "minimize_window", "target": "minimize_window", "target_raw": "minimize_window", "device": "both", "risk": "safe", "group": "B:minimize_window:hi:0"}
+{"text": "live health dikhate raho zara, kal milte hain", "action": "monitor_health", "target": "monitor_health", "target_raw": "monitor_health", "device": "both", "risk": "safe", "group": "G7:para:g3:monitor_health:hi:2:2"}
+{"text": "udew events watch kar mere windows 11 pe", "action": "monitor_hotplug", "target": "monitor_hotplug", "target_raw": "monitor_hotplug", "device": "both", "risk": "safe", "group": "G8:dev:G7:para:g3:monitor_hotplug:hi:1:1"}
+{"text": "ssd lagao", "action": "mount_drive", "target": "mount_drive device=\"ssd\"", "target_raw": "mount_drive device=\"ssd\"", "device": "both", "risk": "caution", "group": "G5:pol:mount_drive:0:3"}
+{"text": "zara \"demo/old19.txt\" se \"demo/new9.txt\" tak file move kar dena zara", "action": "move_file", "target": "move_file src=\"demo/old19.txt\" dst=\"demo/new9.txt\"", "target_raw": "move_file src=\"demo/old19.txt\" dst=\"demo/new9.txt\"", "device": "both", "risk": "caution", "group": "A:move_file/test/1"}
+{"text": "suno switch off sound", "action": "mute", "target": "mute", "target_raw": "mute", "device": "both", "risk": "safe", "group": "B:mute:en:12"}
+{"text": "computer narrator band karo", "action": "narrator_off", "target": "narrator_off", "target_raw": "narrator_off", "device": "both", "risk": "safe", "group": "G5:pol:narrator_off:0:3"}
+{"text": "hi narrator on kro", "action": "narrator_on", "target": "narrator_on", "target_raw": "narrator_on", "device": "both", "risk": "safe", "group": "G5:pol:narrator_on:0:2"}
+{"text": "jaldi se am i connected to internet ji", "action": "network_status", "target": "network_status", "target_raw": "network_status", "device": "both", "risk": "safe", "group": "B:network_status:en:7"}
+{"text": "mere liye another tab", "action": "new_tab", "target": "new_tab", "target_raw": "new_tab", "device": "both", "risk": "safe", "group": "B:new_tab:en:2"}
+{"text": "sun naya virtual desktop open kar", "action": "new_virtual_desktop", "target": "new_virtual_desktop", "target_raw": "new_virtual_desktop", "device": "both", "risk": "safe", "group": "G7:para:g:new_virtual_desktop:hi:0:2"}
+{"text": "laptop agla tab kholna bahut der ho gayi", "action": "next_tab", "target": "next_tab", "target_raw": "next_tab", "device": "both", "risk": "safe", "group": "G5:para:g:next_tab:hi:0:2"}
+{"text": "disable night mode kyunki neend aa rahi hai", "action": "night_light_off", "target": "night_light_off", "target_raw": "night_light_off", "device": "both", "risk": "safe", "group": "B:night_light_off:en:2"}
+{"text": "eye protection on kro", "action": "night_light_on", "target": "night_light_on", "target_raw": "night_light_on", "device": "both", "risk": "safe", "group": "G5:pol:night_light_on:2:2"}
+{"text": "mujhe kaam karna hai osk chahiye", "action": "onscreen_keyboard", "target": "onscreen_keyboard", "target_raw": "onscreen_keyboard", "device": "both", "risk": "safe", "group": "B:onscreen_keyboard:hi:2"}
+{"text": "please please launch windows disk management", "action": "open_app", "target": "open_app app=disk_management", "target_raw": "open_app app=disk_management", "device": "both", "risk": "caution", "group": "A:open_disk_manager/test/0"}
+{"text": "sun raspi-config open kar turant", "action": "open_config_tool", "target": "open_config_tool", "target_raw": "open_config_tool", "device": "pi", "risk": "caution", "group": "G7:para:g3:open_config_tool:hi:0:2"}
+{"text": "ok google youngick_.mp4 wali file dikhana bhai", "action": "open_file", "target": "open_file path=\"youngick_.mp4\"", "target_raw": "open_file path=\"youngick_.mp4\"", "device": "both", "risk": "safe", "group": "G7:para:g:open_file:hi:1:2"}
+{"text": "ji take me to dsktop folder windows 11 pe", "action": "open_folder", "target": "open_folder folder=desktop", "target_raw": "open_folder folder=desktop", "device": "both", "risk": "safe", "group": "G8:dev:B:open_folder:en:4"}
+{"text": "bring up the notification panel", "action": "open_notification_center", "target": "open_notification_center", "target_raw": "open_notification_center", "device": "both", "risk": "safe", "group": "G5:para:g:open_notification_center:en:0:0"}
+{"text": "windows 11 ki rekycle bin folder open kar do yaa", "action": "open_recycle_bin", "target": "open_recycle_bin", "target_raw": "open_recycle_bin", "device": "both", "risk": "safe", "group": "G8:dev:B:open_recycle_bin:hi:0"}
+{"text": "could you open a serial terminal on /dev/ttyAMA0 na", "action": "open_serial_terminal", "target": "open_serial_terminal serial_port=\"/dev/ttyama0\"", "target_raw": "open_serial_terminal serial_port=\"/dev/ttyAMA0\"", "device": "pi", "risk": "caution", "group": "G7:para:g3:open_serial_terminal:en:0:2"}
+{"text": "can you mere system ki settings khol do zara", "action": "open_settings", "target": "open_settings", "target_raw": "open_settings", "device": "both", "risk": "safe", "group": "A:open_settings/test/1"}
+{"text": "ji tweeter chalao", "action": "open_site", "target": "open_site site=twitter", "target_raw": "open_site site=twitter", "device": "both", "risk": "safe", "group": "B:open_site:hi:10"}
+{"text": "visit player.dev windows 11 pe", "action": "open_url", "target": "open_url url=\"player.dev\"", "target_raw": "open_url url=\"player.dev\"", "device": "both", "risk": "safe", "group": "G8:dev:B:open_url:en:2"}
+{"text": "traffic sniff kijiye ji", "action": "packet_capture", "target": "packet_capture", "target_raw": "packet_capture", "device": "both", "risk": "caution", "group": "G5:para:g3:packet_capture:hi:2:0"}
+{"text": "pi 5 pe can you format sda1", "action": "partition_disk", "target": "partition_disk device=\"sda1\"", "target_raw": "partition_disk device=\"sda1\"", "device": "both", "risk": "critical", "group": "G8:dev:G7:para:g3:partition_disk:en:3:1"}
+{"text": "cgrl v fast redo kr nahi", "action": "paste", "target": "paste", "target_raw": "paste", "device": "both", "risk": "safe", "group": "B:contrast:paste"}
+{"text": "zara raspberrypi.local ki network reachability check karo kar sakte ho", "action": "ping", "target": "ping host=\"raspberrypi.local\"", "target_raw": "ping host=\"raspberrypi.local\"", "device": "both", "risk": "safe", "group": "A:ping_host/test/1"}
+{"text": "could you please ssh tunnel port 80 to github.com", "action": "port_forward", "target": "port_forward port=80 host=\"github.com\"", "target_raw": "port_forward port=80 host=\"github.com\"", "device": "both", "risk": "caution", "group": "G7:para:g3:port_forward:en:1:0"}
+{"text": "windows 11 pe poower plan perormance pe rakho", "action": "power_mode", "target": "power_mode mode=performance", "target_raw": "power_mode mode=performance", "device": "both", "risk": "caution", "group": "G8:dev:G5:para:g:power_mode:hi:2:0"}
+{"text": "pi5 me bhaiya esc press kijiye ji", "action": "press_key", "target": "press_key key=escape", "target_raw": "press_key key=escape", "device": "both", "risk": "caution", "group": "G8:dev:G5:para:g:press_key:hi:0:0"}
+{"text": "hi pichla tab dikha do", "action": "prev_tab", "target": "prev_tab", "target_raw": "prev_tab", "device": "both", "risk": "safe", "group": "G5:para:g:prev_tab:hi:0:1"}
+{"text": "photo.jpg print karo, i'll be back", "action": "print_file", "target": "print_file path=\"photo.jpg\"", "target_raw": "print_file path=\"photo.jpg\"", "device": "both", "risk": "caution", "group": "G5:new:print_file:4"}
+{"text": "online class hai toh is page print kro", "action": "print_page", "target": "print_page", "target_raw": "print_page", "device": "both", "risk": "safe", "group": "G5:para:g:print_page:hi:0:2"}
+{"text": "llama3.2 pull kar dijiyega", "action": "pull_llm_model", "target": "pull_llm_model model=\"llama3.2\"", "target_raw": "pull_llm_model model=\"llama3.2\"", "device": "both", "risk": "caution", "group": "G7:para:g3:pull_llm_model:hi:1:0"}
+{"text": "is windows 11 pc pe bhai get the text contents \"work/report18.txt\"", "action": "read_file", "target": "read_file path=\"work/report18.txt\"", "target_raw": "read_file path=\"work/report18.txt\"", "device": "both", "risk": "caution", "group": "G8:dev:A:read_file/enriched/3"}
+{"text": "recent files dikhana quickly", "action": "recent_files", "target": "recent_files", "target_raw": "recent_files", "device": "both", "risk": "safe", "group": "G5:para:g:recent_files:hi:0:2"}
+{"text": "mic se 5 minton record karke display karo zara", "action": "record_audio", "target": "record_audio amount=5 unit=min", "target_raw": "record_audio amount=5 unit=min", "device": "both", "risk": "safe", "group": "G7:para:g2:record_audio:hi:1:0"}
+{"text": "jara redo", "action": "redo", "target": "redo", "target_raw": "redo", "device": "both", "risk": "safe", "group": "B:redo:en:0"}
+{"text": "windows 11 pe bahut der ho gayi refresh kr fast", "action": "refresh", "target": "refresh", "target_raw": "refresh", "device": "both", "risk": "safe", "group": "G8:dev:B:refresh:hi:6"}
+{"text": "ssh tester@192.168.1.50 bhai", "action": "remote_shell", "target": "remote_shell host=\"192.168.1.50\" user=\"tester\"", "target_raw": "remote_shell host=\"192.168.1.50\" user=\"tester\"", "device": "both", "risk": "caution", "group": "G3:remote_shell:en:28"}
+{"text": "rpi 5 pe could you rename file \"work/old10.txt\" to \"work/new9.txt\" zara", "action": "rename_file", "target": "rename_file src=\"work/old10.txt\" dst=\"work/new9.txt\"", "target_raw": "rename_file src=\"work/old10.txt\" dst=\"work/new9.txt\"", "device": "both", "risk": "caution", "group": "G8:dev:A:rename_file/train/0"}
+{"text": "is windows 11 pc pe hey reopen the last tab", "action": "reopen_tab", "target": "reopen_tab", "target_raw": "reopen_tab", "device": "both", "risk": "safe", "group": "G8:dev:B:reopen_tab:en:0"}
+{"text": "bachche so rahe hain, package state repair karo bhai", "action": "repair_packages", "target": "repair_packages", "target_raw": "repair_packages", "device": "both", "risk": "caution", "group": "G7:para:g3:repair_packages:hi:1:1"}
+{"text": "ok laptop can you launch previous command again, i'll be back", "action": "repeat_last", "target": "repeat_last", "target_raw": "repeat_last", "device": "both", "risk": "safe", "group": "G7:para:g:repeat_last:en:1:0"}
+{"text": "raspberry pi 5 pe mere liye midnight baje restart karna bhhai plz", "action": "restart", "target": "restart at=00:00", "target_raw": "restart at=00:00", "device": "both", "risk": "critical", "group": "G8:dev:G7:para:g:restart@:hi:0:1"}
+{"text": "could you rotate the screen to horizontal turant", "action": "rotate_screen", "target": "rotate_screen orientation=landscape", "target_raw": "rotate_screen orientation=landscape", "device": "both", "risk": "safe", "group": "G7:para:g:rotate_screen:en:0:0"}
+{"text": "is windows 11 pc pe yaar start free -h detached", "action": "run_background", "target": "run_background command=\"free -h\"", "target_raw": "run_background command=\"free -h\"", "device": "both", "risk": "critical", "group": "G8:dev:G3:run_background:en:31"}
+{"text": "run a cpu benchmark", "action": "run_benchmark", "target": "run_benchmark target=cpu", "target_raw": "run_benchmark target=cpu", "device": "both", "risk": "caution", "group": "G2:run_benchmark:en:52"}
+{"text": "kindly ./llama-cli -m model.gguf start karo", "action": "run_command", "target": "run_command command=\"./llama-cli -m model.gguf\"", "target_raw": "run_command command=\"./llama-cli -m model.gguf\"", "device": "both", "risk": "critical", "group": "G5:para:g3:run_command:hi:0:0"}
+{"text": "boss ollama launch deepseek-r1:1.5b", "action": "run_llm", "target": "run_llm model=\"deepseek-r1:1.5b\"", "target_raw": "run_llm model=\"deepseek-r1:1.5b\"", "device": "both", "risk": "caution", "group": "G7:para:g3:run_llm:en:1:2"}
+{"text": "hey pi gemma3:1b ki tok/s bata do", "action": "run_llm_benchmark", "target": "run_llm_benchmark model=\"gemma3:1b\"", "target_raw": "run_llm_benchmark model=\"gemma3:1b\"", "device": "both", "risk": "safe", "group": "G5:para:g3:run_llm_benchmark:hi:1:2"}
+{"text": "could you benchmark network to nas.local", "action": "run_network_benchmark", "target": "run_network_benchmark host=\"nas.local\"", "target_raw": "run_network_benchmark host=\"nas.local\"", "device": "both", "risk": "caution", "group": "G7:para:g3:run_network_benchmark:en:1:2"}
+{"text": "zara arbitrary srcipt execute karna abhi pi 5 pe", "action": "run_script", "target": "run_script", "target_raw": "run_script", "device": "both", "risk": "critical", "group": "G8:dev:A:run_script/practical/0"}
+{"text": "hey run a stress test for ten minute", "action": "run_stress_test", "target": "run_stress_test amount=10 unit=min", "target_raw": "run_stress_test amount=10 unit=min", "device": "both", "risk": "caution", "group": "G2:run_stress_test:en:76"}
+{"text": "on windows 11 isko save karo main so raha hoon fqst", "action": "save_file", "target": "save_file", "target_raw": "save_file", "device": "both", "risk": "safe", "group": "G8:dev:B:save_file:hi:2"}
+{"text": "hey assistant saare connected devices dhundo for me", "action": "discover_devices", "target": "discover_devices", "target_raw": "discover_devices", "device": "both", "risk": "safe", "group": "G7:con:scan_lan:3"}
+{"text": "192.168.0.10 ke ports scan kar right now", "action": "scan_ports", "target": "scan_ports host=\"192.168.0.10\"", "target_raw": "scan_ports host=\"192.168.0.10\"", "device": "both", "risk": "caution", "group": "G7:para:g3:scan_ports:hi:0:1"}
+{"text": "on win 11 boss i need to add a cron job to launch ./deploy.sh daily jaldi", "action": "schedule_task", "target": "schedule_task command=\"./deploy.sh\" schedule=\"daily\"", "target_raw": "schedule_task command=\"./deploy.sh\" schedule=\"daily\"", "device": "both", "risk": "critical", "group": "G8:dev:G7:para:g3:schedule_task:en:2:0"}
+{"text": "on my raspberry pi 5 display ko band karo", "action": "screen_off", "target": "screen_off", "target_raw": "screen_off", "device": "both", "risk": "safe", "group": "G8:dev:B:screen_off:hi:3"}
+{"text": "i want to start recording the screen please", "action": "screen_record_start", "target": "screen_record_start", "target_raw": "screen_record_start", "device": "both", "risk": "safe", "group": "G7:para:g:screen_record_start:en:2:0"}
+{"text": "guest aaye hain so recording band kar dena pls", "action": "screen_record_stop", "target": "screen_record_stop", "target_raw": "screen_record_stop", "device": "both", "risk": "safe", "group": "G7:para:g:screen_record_stop:hi:0:2"}
+{"text": "zave a screen shot jali disk full nahi", "action": "screenshot", "target": "screenshot", "target_raw": "screenshot", "device": "both", "risk": "safe", "group": "B:contrast:screenshot"}
+{"text": "raat ho gayi hai, thoda neeche kar dijiye bhai yaar", "action": "scroll_down", "target": "scroll_down", "target_raw": "scroll_down", "device": "both", "risk": "safe", "group": "G7:para:g:scroll_down:hi:2:2"}
+{"text": "please jaldi scroll up", "action": "scroll_up", "target": "scroll_up", "target_raw": "scroll_up", "device": "both", "risk": "safe", "group": "G:scroll_up:en:0"}
+{"text": "mere windows 11 laptop pe search files for gulab jamun recipe", "action": "search_files", "target": "search_files query=\"gulab jamun recipe\"", "target_raw": "search_files query=\"gulab jamun recipe\"", "device": "both", "risk": "safe", "group": "G8:dev:G5:syn:search_files:1"}
+{"text": "find the text ipl score inside files", "action": "search_in_files", "target": "search_in_files query=\"ipl score\"", "target_raw": "search_in_files query=\"ipl score\"", "device": "both", "risk": "safe", "group": "G5:syn:search_in_files:1"}
+{"text": "stress-ng package search karo", "action": "search_package", "target": "search_package name=\"stress-ng\"", "target_raw": "search_package name=\"stress-ng\"", "device": "both", "risk": "safe", "group": "G3:search_package:hi:62"}
+{"text": "raspberry pi 5 ki computer select all text", "action": "select_all", "target": "select_all", "target_raw": "select_all", "device": "both", "risk": "safe", "group": "G8:dev:B:select_all:en:4"}
+{"text": "priya.s@outlook.com ko email karo ki aaj wfh hai on windows 11", "action": "send_email", "target": "send_email to=\"priya.s@outlook.com\" text=\"aaj wfh hai\"", "target_raw": "send_email to=\"priya.s@outlook.com\" text=\"aaj wfh hai\"", "device": "both", "risk": "caution", "group": "G8:dev:G5:new:send_email:6"}
+{"text": "ji send a msg to priya on teams saying pls call", "action": "send_message", "target": "send_message app=teams contact=\"priya\" text=\"pls call\"", "target_raw": "send_message app=teams contact=\"priya\" text=\"pls call\"", "device": "both", "risk": "caution", "group": "G5:new:send_message:0"}
+{"text": "zara please disable the pi ssh server kar sakte ho", "action": "service_disable", "target": "service_disable service=ssh", "target_raw": "service_disable service=ssh", "device": "both", "risk": "critical", "group": "A:disable_ssh/test/0"}
+{"text": "mere liye please enable the pi ssh server zara", "action": "service_enable", "target": "service_enable service=ssh", "target_raw": "service_enable service=ssh", "device": "both", "risk": "critical", "group": "A:enable_ssh/test/0"}
+{"text": "please \"Spooler\" service ko phir start kar dena thanks", "action": "service_restart", "target": "service_restart service=spooler", "target_raw": "service_restart service=spooler", "device": "both", "risk": "critical", "group": "A:service_restart/test/1"}
+{"text": "please start the system service \"cron\" zara", "action": "service_start", "target": "service_start service=cron", "target_raw": "service_start service=cron", "device": "both", "risk": "critical", "group": "A:service_start/test/0"}
+{"text": "\"Spooler\" service ki current state bata dena thanks", "action": "service_status", "target": "service_status service=spooler", "target_raw": "service_status service=spooler", "device": "both", "risk": "safe", "group": "A:service_status/test/1"}
+{"text": "PLEASE STOP THE SYSTEM SERVICE \"W32TIME\" ZARA", "action": "service_stop", "target": "service_stop service=w32time", "target_raw": "service_stop service=w32time", "device": "both", "risk": "critical", "group": "A:service_stop/test/0"}
+{"text": "i am done for today so subah saade chhhe baje ke liye alarm laga do bhai", "action": "set_alarm", "target": "set_alarm time=06:30", "target_raw": "set_alarm time=06:30", "device": "both", "risk": "safe", "group": "G5:para:g:set_alarm:hi:0:0"}
+{"text": "आवाज़ ब्लूटूथ से कीजिए.", "action": "set_audio_output", "target": "set_audio_output output=bluetooth", "target_raw": "set_audio_output output=bluetooth", "device": "both", "risk": "safe", "group": "G5:para:g:set_audio_output:hi:0:1"}
+{"text": "set boot order to sd card abhi ke abhi", "action": "set_boot_order", "target": "set_boot_order order=\"sd card\"", "target_raw": "set_boot_order order=\"sd card\"", "device": "pi", "risk": "critical", "group": "G3:set_boot_order:en:84"}
+{"text": "on windows 11, laptop change boot target to graphical", "action": "set_boot_target", "target": "set_boot_target target=graphical", "target_raw": "set_boot_target target=graphical", "device": "both", "risk": "caution", "group": "G8:dev:G7:para:g2:set_boot_target:en:1:0"}
+{"text": "could you brightness please 38 kar dena", "action": "set_brightness", "target": "set_brightness value=38", "target_raw": "set_brightness value=38", "device": "both", "risk": "caution", "group": "A:set_brightness/test/1"}
+{"text": "taskmake 4521 to 3", "action": "set_cpu_affinity", "target": "set_cpu_affinity pid=4521 cores=\"3\"", "target_raw": "set_cpu_affinity pid=4521 cores=\"3\"", "device": "both", "risk": "caution", "group": "G5:para:g3:set_cpu_affinity:en:2:0"}
+{"text": "jaldi se cpu governor conservative pe rakho", "action": "set_cpu_governor", "target": "set_cpu_governor governor=conservative", "target_raw": "set_cpu_governor governor=conservative", "device": "pi", "risk": "caution", "group": "G5:para:g2:set_cpu_governor:hi:0:0"}
+{"text": "pi 5 pe default preenter epson l3150 ralho ji", "action": "set_default_printer", "target": "set_default_printer name=\"epson l3150\"", "target_raw": "set_default_printer name=\"epson l3150\"", "device": "both", "risk": "safe", "group": "G8:dev:G5:new:set_default_printer:4"}
+{"text": "nvme0n1 ka label backup rakho pls", "action": "set_disk_label", "target": "set_disk_label device=\"nvme0n1\" label=\"backup\"", "target_raw": "set_disk_label device=\"nvme0n1\" label=\"backup\"", "device": "both", "risk": "caution", "group": "G3:set_disk_label:hi:31"}
+{"text": "on win 11 hey laptop display scale 200", "action": "set_display_scale", "target": "set_display_scale value=200", "target_raw": "set_display_scale value=200", "device": "both", "risk": "safe", "group": "G8:dev:G5:new:set_display_scale:3"}
+{"text": "kyboard us set kar do jldi mere windows 11 pe", "action": "set_keyboard_layout", "target": "set_keyboard_layout layout=\"us\"", "target_raw": "set_keyboard_layout layout=\"us\"", "device": "both", "risk": "caution", "group": "G8:dev:G7:para:g3:set_keyboard_layout:hi:1:0"}
+{"text": "set the locale to hi_in.utf-8 fast", "action": "set_locale", "target": "set_locale locale=\"hi_in.utf-8\"", "target_raw": "set_locale locale=\"hi_in.utf-8\"", "device": "both", "risk": "caution", "group": "G3:set_locale:en:1"}
+{"text": "guest aaye hain, cursor slow karo yaar", "action": "set_mouse_speed", "target": "set_mouse_speed value=\"slow\"", "target_raw": "set_mouse_speed value=\"slow\"", "device": "both", "risk": "safe", "group": "G5:new:set_mouse_speed:4"}
+{"text": "i want to change owner of /opt/app to rahul now", "action": "set_owner", "target": "set_owner path=\"/opt/app\" user=\"rahul\"", "target_raw": "set_owner path=\"/opt/app\" user=\"rahul\"", "device": "both", "risk": "critical", "group": "G7:para:g3:set_owner:en:0:0"}
+{"text": "~/venv ki permission theek karo", "action": "set_permissions", "target": "set_permissions path=\"~/venv\"", "target_raw": "set_permissions path=\"~/venv\"", "device": "both", "risk": "critical", "group": "G3:set_permissions:hi:100"}
+{"text": "set the piority of pid 9012 to 5 on the rpi 5", "action": "set_process_priority", "target": "set_process_priority pid=9012 priority=\"5\"", "target_raw": "set_process_priority pid=9012 priority=\"5\"", "device": "both", "risk": "caution", "group": "G8:dev:G3:set_process_priority:en:36"}
+{"text": "refresh rate 144 hz karo for me", "action": "set_refresh_rate", "target": "set_refresh_rate value=144", "target_raw": "set_refresh_rate value=144", "device": "both", "risk": "caution", "group": "G5:new:set_refresh_rate:3"}
+{"text": "configure a reminder in 10 minat to call mom", "action": "set_reminder", "target": "set_reminder amount=10 text=\"call mom\" unit=min", "target_raw": "set_reminder amount=10 text=\"call mom\" unit=min", "device": "both", "risk": "safe", "group": "G5:para:g:set_reminder:en:1:1"}
+{"text": "ji 2560x1440 resolution laga do", "action": "set_resolution", "target": "set_resolution resolution=\"2560x1440\"", "target_raw": "set_resolution resolution=\"2560x1440\"", "device": "both", "risk": "caution", "group": "G5:new:set_resolution:6"}
+{"text": "could you can you resize swap to 2048", "action": "set_swap_size", "target": "set_swap_size size=2048", "target_raw": "set_swap_size size=2048", "device": "both", "risk": "critical", "group": "G7:para:g3:set_swap_size:en:1:1"}
+{"text": "hey pi vm swappiness 100 set karna hai", "action": "set_swappiness", "target": "set_swappiness value=100", "target_raw": "set_swappiness value=100", "device": "both", "risk": "caution", "group": "G7:para:g3:set_swappiness:hi:1:1"}
+{"text": "on win 11 timer for dhai ghante", "action": "set_timer", "target": "set_timer amount=150 unit=min", "target_raw": "set_timer amount=150 unit=min", "device": "both", "risk": "safe", "group": "G8:dev:B:set_timer:en:3"}
+{"text": "hey pi time zone utc karo bhai on my raspberry pi 5", "action": "set_timezone", "target": "set_timezone tz=\"utc\"", "target_raw": "set_timezone tz=\"utc\"", "device": "both", "risk": "caution", "group": "G8:dev:G7:para:g2:set_timezone:hi:1:1"}
+{"text": "can you set the awaz to sixty-five", "action": "set_volume", "target": "set_volume value=65", "target_raw": "set_volume value=65", "device": "both", "risk": "safe", "group": "B:set_volume:en:13"}
+{"text": "please backgrround mountain.jpg kar do, battery bachani hai", "action": "set_wallpaper", "target": "set_wallpaper path=\"mountain.jpg\"", "target_raw": "set_wallpaper path=\"mountain.jpg\"", "device": "both", "risk": "safe", "group": "G5:new:set_wallpaper:6"}
+{"text": "kindly recent commands", "action": "show_command_history", "target": "show_command_history", "target_raw": "show_command_history", "device": "both", "risk": "safe", "group": "G2:show_command_history:en:59"}
+{"text": "don't inc bas sab hatao desktop dikhao mere windows 11 pe", "action": "show_desktop", "target": "show_desktop", "target_raw": "show_desktop", "device": "both", "risk": "safe", "group": "G8:dev:B:contrast:show_desktop"}
+{"text": "fetch pinout", "action": "show_pinout", "target": "show_pinout", "target_raw": "show_pinout", "device": "pi", "risk": "safe", "group": "G7:para:g:show_pinout:en:0:0"}
+{"text": "pi Lalit_Home ka wifi password batao", "action": "show_wifi_password", "target": "show_wifi_password ssid=\"lalit_home\"", "target_raw": "show_wifi_password ssid=\"Lalit_Home\"", "device": "both", "risk": "caution", "group": "G4:show_wifi_password:6"}
+{"text": "on my raspberry pi 5 schedule shutdown in 299 second!", "action": "shutdown", "target": "shutdown amount=299 unit=sec", "target_raw": "shutdown amount=299 unit=sec", "device": "both", "risk": "critical", "group": "G8:dev:B:shutdown:en:15"}
+{"text": "sign out kr do fast", "action": "sign_out", "target": "sign_out", "target_raw": "sign_out", "device": "both", "risk": "critical", "group": "B:sign_out:hi:7"}
+{"text": "kindly please suspend my laptop now", "action": "sleep", "target": "sleep", "target_raw": "sleep", "device": "both", "risk": "critical", "group": "A:sleep/test/0"}
+{"text": "window ko left side kar do jaldi on windows 11", "action": "snap_left", "target": "snap_left", "target_raw": "snap_left", "device": "both", "risk": "safe", "group": "G8:dev:B:snap_left:hi:1"}
+{"text": "on win 11 boss snap window to the right jaldi se", "action": "snap_right", "target": "snap_right", "target_raw": "snap_right", "device": "both", "risk": "safe", "group": "G8:dev:B:snap_right:en:0"}
+{"text": "run a speed test jaldi se", "action": "speed_test", "target": "speed_test", "target_raw": "speed_test", "device": "both", "risk": "safe", "group": "G5:syn:speed_test:0"}
+{"text": "suno can you create a new tmux session train", "action": "start_session", "target": "start_session name=\"train\"", "target_raw": "start_session name=\"train\"", "device": "both", "risk": "safe", "group": "G7:para:g3:start_session:en:1:0"}
+{"text": "windows 11 ki i'm going out toh ollama band karo, meeting hai", "action": "stop_llm", "target": "stop_llm", "target_raw": "stop_llm", "device": "both", "risk": "caution", "group": "G8:dev:G3:stop_llm:hi:44"}
+{"text": "zara could you start the stopwatch", "action": "stopwatch_start", "target": "stopwatch_start", "target_raw": "stopwatch_start", "device": "both", "risk": "safe", "group": "G7:para:g:stopwatch_start:en:0:2"}
+{"text": "stopwatch band kar dijiyega", "action": "stopwatch_stop", "target": "stopwatch_stop", "target_raw": "stopwatch_stop", "device": "both", "risk": "safe", "group": "G7:para:g:stopwatch_stop:hi:0:1"}
+{"text": "hindi keyboard lagao.", "action": "switch_input_language", "target": "switch_input_language", "target_raw": "switch_input_language", "device": "both", "risk": "safe", "group": "G:switch_input_language:hi:1"}
+{"text": "raspberry pi 5 pe ek kaam karo account switch krdo kyunki kaam ho gaya", "action": "switch_user", "target": "switch_user", "target_raw": "switch_user", "device": "both", "risk": "caution", "group": "G8:dev:B:switch_user:hi:5"}
+{"text": "next window fast", "action": "switch_window", "target": "switch_window", "target_raw": "switch_window", "device": "both", "risk": "safe", "group": "B:switch_window:en:3"}
+{"text": "on win 11 hey pi time sync kar", "action": "sync_time", "target": "sync_time", "target_raw": "sync_time", "device": "both", "risk": "safe", "group": "G8:dev:G5:para:g2:sync_time:hi:0:0"}
+{"text": "kaun kaun se app khule hain diikhao on the rpi 5", "action": "task_view", "target": "task_view", "target_raw": "task_view", "device": "both", "risk": "safe", "group": "G8:dev:B:task_view:hi:4"}
+{"text": "bhaiya turn off touchpad jaldi se", "action": "touchpad_off", "target": "touchpad_off", "target_raw": "touchpad_off", "device": "both", "risk": "caution", "group": "G5:new:touchpad_off:0"}
+{"text": "touchpaad enable kardo for me", "action": "touchpad_on", "target": "touchpad_on", "target_raw": "touchpad_on", "device": "both", "risk": "safe", "group": "G5:new:touchpad_on:5"}
+{"text": "on windows 11, github.com tak packetx ka raasta dikhao", "action": "traceroute", "target": "traceroute host=\"github.com\"", "target_raw": "traceroute host=\"github.com\"", "device": "both", "risk": "safe", "group": "G8:dev:G2:traceroute:hi:61"}
+{"text": "i need to convert test.wav to text", "action": "transcribe_audio", "target": "transcribe_audio file=\"test.wav\"", "target_raw": "transcribe_audio file=\"test.wav\"", "device": "both", "risk": "safe", "group": "G7:para:g3:transcribe_audio:en:2:1"}
+{"text": "please copy backup.tar.gz to pi5.local abhi ke abhi", "action": "transfer_files", "target": "transfer_files file=\"backup.tar.gz\" host=\"pi5.local\"", "target_raw": "transfer_files file=\"backup.tar.gz\" host=\"pi5.local\"", "device": "both", "risk": "caution", "group": "G7:para:g3:transfer_files:en:0:0"}
+{"text": "on my raspberry pi 5 type the text lecture tax crypto film", "action": "type_text", "target": "type_text text=\"lecture tax crypto film\"", "target_raw": "type_text text=\"lecture tax crypto film\"", "device": "both", "risk": "safe", "group": "G8:dev:B:type_text:en:3"}
+{"text": "172.16.0.9 ko unban kar dijiyega please abhi", "action": "unban_ip", "target": "unban_ip ip=\"172.16.0.9\"", "target_raw": "unban_ip ip=\"172.16.0.9\"", "device": "both", "risk": "caution", "group": "G7:para:g3:unban_ip:hi:0:2"}
+{"text": "i have a meeting toh undo for me", "action": "undo", "target": "undo", "target_raw": "undo", "device": "both", "risk": "safe", "group": "B:undo:en:0"}
+{"text": "on win 11 ek kaam karo word ko hata do pease", "action": "uninstall_app", "target": "uninstall_app app=word", "target_raw": "uninstall_app app=word", "device": "both", "risk": "critical", "group": "G8:dev:G7:para:g:uninstall_app:hi:1:0"}
+{"text": "zara uninstall redis", "action": "uninstall_package", "target": "uninstall_package name=\"redis\"", "target_raw": "uninstall_package name=\"redis\"", "device": "both", "risk": "critical", "group": "G3:uninstall_package:en:63"}
+{"text": "hey computer tell me something funny kar sakte ho", "action": "unknown", "target": "unknown", "target_raw": "unknown", "device": "both", "risk": "safe", "group": "A:unknown/test/5"}
+{"text": "ssd nikalo right now", "action": "unmount_drive", "target": "unmount_drive device=\"ssd\"", "target_raw": "unmount_drive device=\"ssd\"", "device": "both", "risk": "caution", "group": "G5:para:g2:unmount_drive:hi:1:0"}
+{"text": "can you meri awaaz unmute kar dena thanks", "action": "unmute", "target": "unmute", "target_raw": "unmute", "device": "both", "risk": "safe", "group": "A:unmute/test/1"}
+{"text": "repository list refresy kro", "action": "update_packages", "target": "update_packages", "target_raw": "update_packages", "device": "both", "risk": "safe", "group": "G5:syn:update_packages:3"}
+{"text": "raspberry pi 5 pe mere computer pe speaker ka level neeche karo abhi", "action": "volume_down", "target": "volume_down", "target_raw": "volume_down", "device": "both", "risk": "safe", "group": "G8:dev:A:volume_down/practical/3"}
+{"text": "increase the speaker volume by 35 right now", "action": "volume_up", "target": "volume_up step=35", "target_raw": "volume_up step=35", "device": "both", "risk": "safe", "group": "B:volume_up:en:14"}
+{"text": "bhai vpn chalu karo", "action": "vpn_connect", "target": "vpn_connect", "target_raw": "vpn_connect", "device": "both", "risk": "safe", "group": "G5:pol:vpn_connect:0:4"}
+{"text": "stop vpn connction thanks", "action": "vpn_disconnect", "target": "vpn_disconnect", "target_raw": "vpn_disconnect", "device": "both", "risk": "caution", "group": "G5:pol:vpn_disconnect:2:3"}
+{"text": "ek kaam karo python3 main.py ko har 2 second chalao jaldi", "action": "watch_command", "target": "watch_command command=\"python3 main.py\" interval=2", "target_raw": "watch_command command=\"python3 main.py\" interval=2", "device": "both", "risk": "caution", "group": "G7:para:g3:watch_command:hi:0:0"}
+{"text": "localhost:9000 kholo cred hungry_raj/Gpt#123 se login kar de", "action": "web_login", "target": "web_login site=\"localhost:9000\" username=\"hungry_raj\" password=\"gpt#123\"", "target_raw": "web_login site=\"localhost:9000\" username=\"hungry_raj\" password=\"Gpt#123\"", "device": "both", "risk": "caution", "group": "G2:web_login:local:1"}
+{"text": "google karo raasta brairxaur", "action": "web_search", "target": "web_search query=\"raasta brairxaur\"", "target_raw": "web_search query=\"raasta brairxaur\"", "device": "both", "risk": "safe", "group": "B:web_search:hi:7"}
+{"text": "turn off the wireless", "action": "wifi_off", "target": "wifi_off", "target_raw": "wifi_off", "device": "both", "risk": "critical", "group": "B:wifi_off:en:0"}
+{"text": "hey computer ab wireless ko chalu kar dena na", "action": "wifi_on", "target": "wifi_on", "target_raw": "wifi_on", "device": "both", "risk": "caution", "group": "A:wifi_on/test/1"}
+{"text": "not instagram website le aao, youtube me how to agla gaana dhundo", "action": "youtube_search", "target": "youtube_search query=\"how to agla gaana\"", "target_raw": "youtube_search query=\"how to agla gaana\"", "device": "both", "risk": "safe", "group": "B:contrast:youtube_search"}
+{"text": "guest aaye hain, the paeg bada karo", "action": "zoom_in", "target": "zoom_in", "target_raw": "zoom_in", "device": "both", "risk": "safe", "group": "G5:pol:zoom_in:1:1"}
+{"text": "kindly zoom out more", "action": "zoom_out", "target": "zoom_out", "target_raw": "zoom_out", "device": "both", "risk": "safe", "group": "B:zoom_out:en:5"}
+{"text": "actual size, call pe hoon", "action": "zoom_reset", "target": "zoom_reset", "target_raw": "zoom_reset", "device": "both", "risk": "safe", "group": "B:zoom_reset:en:3"}

eval/make_report.py

@@ -0,0 +1,62 @@
+"""Generate testresult.html: every unique activity prompt -> expected intent, model output, executor command (Windows + Pi),
+device, model status, executor status (real execution for safe read-only actions on this machine, dry-run otherwise).
+  python eval/make_report.py <run_dir_with_eval/>   (uses model/ numpy runtime for the curated rows)"""
+import json, os, sys, html, time, collections, platform as _pf
+HERE = os.path.dirname(os.path.abspath(__file__)); ROOT = os.path.dirname(HERE)
+sys.path.insert(0, os.path.join(ROOT, "model")); sys.path.insert(0, os.path.join(ROOT, "executor"))
+from runtime import CommandModel  # noqa
+from catalog import ACTIONS  # noqa
+import executor as EX  # noqa
+run_dir = sys.argv[1] if len(sys.argv) > 1 else None
+_sp = os.path.join(run_dir, "eval", "summary.json") if run_dir else os.path.join(HERE, "model_eval_summary.json")
+summary = json.load(open(_sp)) if os.path.exists(_sp) else {}
+curated = [json.loads(l) for l in open(os.path.join(HERE, "curated_prompts.jsonl"), encoding="utf-8")]
+model = CommandModel(os.path.join(ROOT, "model"))
+esc = lambda s: html.escape(str(s if s is not None else ""))
+EXEC_HERE = {"sh", "py"}   # kinds that can really run on this Linux box
+rows = []; t_all = time.time(); exec_counts = collections.Counter(); model_ok = 0
+for r in curated:
+    out = model.predict(r["text"]); cmd = {k: v for k, v in out.items() if k != "_meta"}; canon = out["_meta"]["canonical"]
+    ok = canon == r["target"]; model_ok += ok
+    plans = {pl: EX.plan(cmd, pl, r["text"]) for pl in ("pi", "win")}
+    ppi = plans["pi"]; st, outp = "", ""
+    if not ppi.supported: st, outp = "n/a on Pi/Linux", ppi.note
+    elif ppi.kind not in EXEC_HERE: st, outp = "dry-run", f"{ppi.kind} step (needs desktop/keyboard); command rendered only"
+    elif ppi.risk != "safe": st, outp = f"dry-run ({ppi.risk}, gated)", "rendered only; UI asks for confirmation before running"
+    elif not ok: st, outp = "skipped (model mismatch)", "not executed because the parse differed from the expected intent"
+    else:
+        res = EX.run(ppi, cmd, dry_run=False); outp = res["output"][:300]
+        st = "executed: tool not on this machine" if ("command not found" in outp or ("No such file" in outp and "/sys/" in outp)) else f"executed: {res['status']}"
+    exec_counts[st.split(":")[0].split(" (")[0]] += 1
+    rows.append({"text": r["text"], "action": r["action"], "device": r["device"], "risk": r["risk"], "expected": r["target"], "pred": canon, "json": cmd, "ok": ok, "conf": out["_meta"]["confidence"],
+                 "cmd_win": plans["win"].command if plans["win"].supported else "— " + plans["win"].note, "cmd_pi": ppi.command if ppi.supported else "— " + ppi.note, "kind_pi": ppi.kind, "exec_status": st, "exec_out": outp})
+acc = model_ok / len(rows)
+def cell_json(j): return "<br>".join(f"<span class=k>{esc(k)}</span>={esc('••••' if k == 'password' else v)}" for k, v in j.items() if k != "action")
+summ_rows = "".join(f"<tr><td>{esc(n)}</td><td>{s['n']}</td><td class='{ 'g' if s['exact']>=0.99 else 'y' if s['exact']>=0.95 else 'r'}'><b>{s['exact']*100:.2f}%</b></td><td>{s['action']*100:.2f}%</td><td class=small>{esc(', '.join(f'{a}→{b} ({n})' for (a,b),n in s['top_confusions'][:5]))}</td></tr>" for n, s in summary.items())
+by_risk = collections.Counter(r["risk"] for r in rows); by_dev = collections.Counter(r["device"] for r in rows)
+table = "".join(f"""<tr class="{'ok' if r['ok'] else 'fail'}"><td>{i+1}</td><td>{esc(r['text'])}</td><td><b>{esc(r['action'])}</b><div class=small>{esc(ACTIONS[r['action']]['desc'])}</div></td>
+<td><code>{esc(r['pred'])}</code><div class=small>{cell_json(r['json'])}</div><div class=small>conf {r['conf']*100:.1f}%</div></td>
+<td class="{'g' if r['ok'] else 'r'}"><b>{'PASS' if r['ok'] else 'FAIL'}</b>{'' if r['ok'] else '<div class=small>expected: <code>'+esc(r['expected'])+'</code></div>'}</td>
+<td><span class="pill {esc(r['risk'])}">{esc(r['risk'])}</span><div class=small>{esc(r['device'])}</div></td>
+<td><div class=small><b>Windows</b></div><pre>{esc(r['cmd_win'][:400])}</pre><div class=small><b>Raspberry Pi</b> [{esc(r['kind_pi'])}]</div><pre>{esc(r['cmd_pi'][:400])}</pre></td>
+<td><b>{esc(r['exec_status'])}</b><pre>{esc(r['exec_out'][:300])}</pre></td></tr>""" for i, r in enumerate(rows))
+doc = f"""<!doctype html><html lang=en><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><title>Union Command Agent — test results</title>
+<style>:root{{--bg:#0f1115;--panel:#171a21;--panel2:#1e222b;--border:#2a2f3a;--text:#e6e8ee;--muted:#9aa3b2;--acc:#c51a4a;--ok:#6cc04a;--warn:#f2c94c;--bad:#ff6b6b}}
+body{{margin:0;background:var(--bg);color:var(--text);font:13.5px/1.45 system-ui,Segoe UI,Roboto,sans-serif}}header{{background:var(--panel);border-bottom:1px solid var(--border);padding:14px 20px}}h1{{margin:0 0 4px;font-size:18px}}main{{padding:16px 20px 60px;max-width:1700px;margin:0 auto}}
+.grid{{display:grid;grid-template-columns:repeat(auto-fit,minmax(180px,1fr));gap:10px;margin:12px 0}}.stat{{background:var(--panel);border:1px solid var(--border);border-radius:8px;padding:10px 12px}}.stat b{{font-size:22px;display:block}}.stat span{{color:var(--muted);font-size:12px}}
+table{{width:100%;border-collapse:collapse;background:var(--panel);border:1px solid var(--border);border-radius:8px;overflow:hidden;margin:10px 0 22px}}th{{text-align:left;padding:8px 10px;font-size:11px;letter-spacing:.04em;text-transform:uppercase;color:var(--muted);background:var(--panel2);border-bottom:1px solid var(--border)}}
+td{{padding:8px 10px;border-bottom:1px solid var(--border);vertical-align:top}}tr.fail td{{background:#1f1517}}pre{{margin:2px 0;white-space:pre-wrap;word-break:break-all;background:#0b0d12;padding:5px 7px;border-radius:5px;font-size:11.5px;max-height:120px;overflow:auto}}code{{font-family:ui-monospace,Consolas,monospace;font-size:12px}}
+.small{{color:var(--muted);font-size:11.5px}}.k{{color:var(--muted)}}.g{{color:var(--ok)}}.y{{color:var(--warn)}}.r{{color:var(--bad)}}.pill{{display:inline-block;font-size:11px;padding:1px 7px;border-radius:10px;border:1px solid var(--border)}}.safe{{color:var(--ok)}}.caution{{color:var(--warn)}}.critical{{color:var(--bad)}}
+h2{{font-size:15px;margin:22px 0 6px}}p.note{{color:var(--muted);max-width:1100px}}input{{width:100%;padding:8px 10px;background:#0b0d12;color:var(--text);border:1px solid var(--border);border-radius:6px;font:inherit;margin:6px 0}}</style></head><body>
+<header><h1>Union Command Agent — test results</h1><div class=small>generated {time.strftime('%Y-%m-%d %H:%M')} on {esc(_pf.node())} ({esc(_pf.system())}) · model: char-level transformer seq2seq, {sum(v.size for v in model.W.values())/1e6:.2f}M params, grammar-constrained decoding · {len(ACTIONS)} actions</div></header><main>
+<div class=grid><div class=stat><b class="{'g' if acc>=0.99 else 'y'}">{acc*100:.2f}%</b><span>unique-activity prompts exact match ({model_ok}/{len(rows)}) — one held-out-template prompt per action</span></div>
+{''.join(f"<div class=stat><b class='{'g' if s['exact']>=0.99 else 'y' if s['exact']>=0.95 else 'r'}'>{s['exact']*100:.2f}%</b><span>{esc(n)} exact (n={s['n']})</span></div>" for n, s in summary.items() if n in ('val','test_strict','curated_strict','B_golden_final'))}
+<div class=stat><b>{len(rows)}</b><span>activities: safe {by_risk['safe']} · caution {by_risk['caution']} · critical {by_risk['critical']}</span></div><div class=stat><b>{by_dev['both']}/{by_dev['pi']}/{by_dev['windows']}</b><span>both / Pi-only / Windows-only</span></div></div>
+<h2>Model accuracy per set</h2><p class=note><b>exact</b> = full canonical target (action + every slot value) matches. <b>action</b> = action label only. <i>val</i> shares templates with training. <i>test</i> / <i>curated</i> are held-out <b>templates</b>; since v6 the dataset also contains machine paraphrases of templates, so a held-out paraphrase can have a sibling paraphrase in train — <i>test_strict</i> / <i>curated_strict</i> keep only base-template rows (no sibling anywhere in train) and are the honest generalisation numbers. A_* / B_* are the two source projects' own evaluation sets relabelled to the union schema (their label conventions differ from the union in places, so they under-count).</p>
+<table><thead><tr><th>set</th><th>n</th><th>exact</th><th>action</th><th>top confusions</th></tr></thead><tbody>{summ_rows}</tbody></table>
+<h2>Executor status on this machine</h2><p class=note>Safe, read-only actions whose Pi/Linux command is runnable here were <b>actually executed</b> and their output captured. Caution/critical actions are rendered but gated (the UI asks for confirmation; critical ones require typing the action name). Key/desktop steps need a display. {esc(', '.join(f'{k}: {v}' for k, v in exec_counts.most_common()))}.</p>
+<h2>Every unique activity ({len(rows)})</h2><input id=q placeholder="filter… (e.g. gpio, wifi, FAIL, critical)" oninput="f()">
+<table id=t><thead><tr><th>#</th><th style="width:15%">prompt</th><th style="width:11%">intent (expected)</th><th style="width:15%">model output</th><th>model</th><th>risk / device</th><th style="width:30%">executor command</th><th style="width:14%">executor status</th></tr></thead><tbody>{table}</tbody></table>
+<script>function f(){{const q=document.getElementById('q').value.toLowerCase();document.querySelectorAll('#t tbody tr').forEach(r=>r.style.display=r.textContent.toLowerCase().includes(q)?'':'none')}}</script></main></body></html>"""
+open(os.path.join(HERE, "testresult.html"), "w", encoding="utf-8").write(doc)
+print(f"curated exact {acc*100:.2f}% ({model_ok}/{len(rows)}); executor: {dict(exec_counts)}; report in {time.time()-t_all:.0f}s -> eval/testresult.html")

eval/model_eval_summary.json

@@ -0,0 +1,747 @@
+{
+ "val": {
+  "n": 10413,
+  "exact": 0.991,
+  "action": 0.9929,
+  "top_confusions": [
+   [
+    [
+     "get_hostname",
+     "unknown"
+    ],
+    9
+   ],
+   [
+    [
+     "rename_file",
+     "hash_file"
+    ],
+    6
+   ],
+   [
+    [
+     "unknown",
+     "help"
+    ],
+    5
+   ],
+   [
+    [
+     "unknown",
+     "type_text"
+    ],
+    4
+   ],
+   [
+    [
+     "unknown",
+     "connect_wifi"
+    ],
+    3
+   ],
+   [
+    [
+     "unknown",
+     "hibernate"
+    ],
+    2
+   ],
+   [
+    [
+     "set_alarm",
+     "set_alarm"
+    ],
+    2
+   ],
+   [
+    [
+     "get_cpu_clock",
+     "get_time"
+    ],
+    2
+   ],
+   [
+    [
+     "shutdown",
+     "shutdown"
+    ],
+    2
+   ],
+   [
+    [
+     "youtube_search",
+     "youtube_search"
+    ],
+    2
+   ],
+   [
+    [
+     "search_files",
+     "search_files"
+    ],
+    2
+   ],
+   [
+    [
+     "type_text",
+     "type_text"
+    ],
+    2
+   ]
+  ],
+  "secs": 21
+ },
+ "test": {
+  "n": 10618,
+  "exact": 0.9837,
+  "action": 0.9852,
+  "top_confusions": [
+   [
+    [
+     "unknown",
+     "clarify"
+    ],
+    19
+   ],
+   [
+    [
+     "unknown",
+     "get_reboot_history"
+    ],
+    18
+   ],
+   [
+    [
+     "format_drive",
+     "get_sdcard_info"
+    ],
+    15
+   ],
+   [
+    [
+     "unknown",
+     "web_search"
+    ],
+    10
+   ],
+   [
+    [
+     "unknown",
+     "cancel_shutdown"
+    ],
+    10
+   ],
+   [
+    [
+     "discover_devices",
+     "scan_lan"
+    ],
+    9
+   ],
+   [
+    [
+     "board_to_bcm",
+     "bcm_to_board"
+    ],
+    8
+   ],
+   [
+    [
+     "unknown",
+     "shutdown"
+    ],
+    7
+   ],
+   [
+    [
+     "search_in_files",
+     "search_files"
+    ],
+    7
+   ],
+   [
+    [
+     "close_app",
+     "uninstall_app"
+    ],
+    6
+   ],
+   [
+    [
+     "service_start",
+     "service_enable"
+    ],
+    5
+   ],
+   [
+    [
+     "unknown",
+     "undo"
+    ],
+    4
+   ]
+  ],
+  "secs": 19
+ },
+ "test_strict": {
+  "n": 6611,
+  "exact": 0.9753,
+  "action": 0.977,
+  "top_confusions": [],
+  "secs": 0
+ },
+ "curated": {
+  "n": 371,
+  "exact": 0.9946,
+  "action": 0.9973,
+  "top_confusions": [
+   [
+    [
+     "gpio_on",
+     "gpio_on"
+    ],
+    1
+   ],
+   [
+    [
+     "discover_devices",
+     "scan_lan"
+    ],
+    1
+   ]
+  ],
+  "secs": 1
+ },
+ "curated_strict": {
+  "n": 253,
+  "exact": 0.9921,
+  "action": 0.996,
+  "top_confusions": [],
+  "secs": 0
+ },
+ "A_challenge": {
+  "n": 1152,
+  "exact": 0.974,
+  "action": 0.9844,
+  "top_confusions": [
+   [
+    [
+     "open_app",
+     "open_app"
+    ],
+    6
+   ],
+   [
+    [
+     "read_file",
+     "read_file"
+    ],
+    6
+   ],
+   [
+    [
+     "unknown",
+     "set_volume"
+    ],
+    6
+   ],
+   [
+    [
+     "unknown",
+     "format_drive"
+    ],
+    6
+   ],
+   [
+    [
+     "unknown",
+     "cancel_shutdown"
+    ],
+    4
+   ],
+   [
+    [
+     "media_play",
+     "media_play_pause"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "bookmark_page"
+    ],
+    1
+   ]
+  ],
+  "secs": 1
+ },
+ "A_practical-dev": {
+  "n": 1321,
+  "exact": 0.9531,
+  "action": 0.9644,
+  "top_confusions": [
+   [
+    [
+     "read_file",
+     "read_file"
+    ],
+    8
+   ],
+   [
+    [
+     "unknown",
+     "format_drive"
+    ],
+    8
+   ],
+   [
+    [
+     "open_app",
+     "open_app"
+    ],
+    6
+   ],
+   [
+    [
+     "unknown",
+     "set_volume"
+    ],
+    6
+   ],
+   [
+    [
+     "set_brightness",
+     "clarify"
+    ],
+    5
+   ],
+   [
+    [
+     "unknown",
+     "cancel_shutdown"
+    ],
+    4
+   ],
+   [
+    [
+     "set_volume",
+     "clarify"
+    ],
+    4
+   ],
+   [
+    [
+     "unknown",
+     "factory_reset"
+    ],
+    3
+   ],
+   [
+    [
+     "clarify",
+     "set_brightness"
+    ],
+    3
+   ],
+   [
+    [
+     "clarify",
+     "set_volume"
+    ],
+    2
+   ],
+   [
+    [
+     "media_play",
+     "media_play_pause"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "bookmark_page"
+    ],
+    1
+   ]
+  ],
+  "secs": 1
+ },
+ "A_practical-holdout": {
+  "n": 428,
+  "exact": 0.9206,
+  "action": 0.9416,
+  "top_confusions": [
+   [
+    [
+     "clarify",
+     "set_volume"
+    ],
+    4
+   ],
+   [
+    [
+     "ping",
+     "ping"
+    ],
+    3
+   ],
+   [
+    [
+     "open_app",
+     "open_app"
+    ],
+    2
+   ],
+   [
+    [
+     "list_files",
+     "search_in_files"
+    ],
+    2
+   ],
+   [
+    [
+     "list_partitions",
+     "unknown"
+    ],
+    2
+   ],
+   [
+    [
+     "read_file",
+     "read_file"
+    ],
+    2
+   ],
+   [
+    [
+     "open_app",
+     "open_file"
+    ],
+    1
+   ],
+   [
+    [
+     "get_system_info",
+     "list_services"
+    ],
+    1
+   ],
+   [
+    [
+     "service_stop",
+     "service_start"
+    ],
+    1
+   ],
+   [
+    [
+     "run_script",
+     "format_drive"
+    ],
+    1
+   ],
+   [
+    [
+     "run_script",
+     "factory_reset"
+    ],
+    1
+   ],
+   [
+    [
+     "set_volume",
+     "set_volume"
+    ],
+    1
+   ]
+  ],
+  "secs": 1
+ },
+ "B_golden_dev": {
+  "n": 383,
+  "exact": 0.9504,
+  "action": 0.9582,
+  "top_confusions": [
+   [
+    [
+     "youtube_search",
+     "youtube_search"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "volume_up"
+    ],
+    1
+   ],
+   [
+    [
+     "open_site",
+     "web_search"
+    ],
+    1
+   ],
+   [
+    [
+     "restart",
+     "cancel_shutdown"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "get_temperature"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "get_kernel_log"
+    ],
+    1
+   ],
+   [
+    [
+     "open_app",
+     "open_site"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "open_file"
+    ],
+    1
+   ],
+   [
+    [
+     "open_app",
+     "open_app"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "set_display_scale"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "recent_files"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "lock_screen"
+    ],
+    1
+   ]
+  ],
+  "secs": 0
+ },
+ "B_golden_final": {
+  "n": 384,
+  "exact": 0.974,
+  "action": 0.974,
+  "top_confusions": [
+   [
+    [
+     "unknown",
+     "get_date"
+    ],
+    2
+   ],
+   [
+    [
+     "ping",
+     "clarify"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "network_status"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "shutdown"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "get_time"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "clipboard_history"
+    ],
+    1
+   ],
+   [
+    [
+     "bluetooth_on",
+     "bluetooth_connect"
+    ],
+    1
+   ],
+   [
+    [
+     "set_brightness",
+     "brightness_up"
+    ],
+    1
+   ],
+   [
+    [
+     "unknown",
+     "help"
+    ],
+    1
+   ]
+  ],
+  "secs": 0
+ },
+ "B_typo": {
+  "n": 3000,
+  "exact": 0.9917,
+  "action": 0.995,
+  "top_confusions": [
+   [
+    [
+     "youtube_search",
+     "youtube_search"
+    ],
+    3
+   ],
+   [
+    [
+     "close_app",
+     "close_app"
+    ],
+    2
+   ],
+   [
+    [
+     "gpio_on",
+     "gpio_on"
+    ],
+    2
+   ],
+   [
+    [
+     "battery_saver_off",
+     "battery_saver_on"
+    ],
+    1
+   ],
+   [
+    [
+     "media_pause",
+     "paste"
+    ],
+    1
+   ],
+   [
+    [
+     "service_start",
+     "service_enable"
+    ],
+    1
+   ],
+   [
+    [
+     "open_site",
+     "unknown"
+    ],
+    1
+   ],
+   [
+    [
+     "set_brightness",
+     "brightness_down"
+    ],
+    1
+   ],
+   [
+    [
+     "open_app",
+     "unknown"
+    ],
+    1
+   ],
+   [
+    [
+     "open_folder",
+     "open_file"
+    ],
+    1
+   ],
+   [
+    [
+     "open_settings",
+     "open_settings"
+    ],
+    1
+   ],
+   [
+    [
+     "wifi_off",
+     "cut"
+    ],
+    1
+   ]
+  ],
+  "secs": 4
+ },
+ "wifi_holdout": {
+  "n": 461,
+  "exact": 1.0,
+  "action": 1.0,
+  "top_confusions": [],
+  "secs": 1
+ },
+ "gap10_holdout": {
+  "n": 1401,
+  "exact": 1.0,
+  "action": 1.0,
+  "top_confusions": [],
+  "secs": 2
+ },
+ "gap11_holdout": {
+  "n": 696,
+  "exact": 0.9928,
+  "action": 1.0,
+  "top_confusions": [
+   [
+    [
+     "connect_wifi",
+     "connect_wifi"
+    ],
+    5
+   ]
+  ],
+  "secs": 1
+ }
+}

eval/smoke_test.py

@@ -0,0 +1,94 @@
+"""Smoke test: model + executor, no UI, nothing is executed (plans only).
+  python eval/smoke_test.py          # fixed checks (~5 s)
+  python eval/smoke_test.py --full   # + all 371 curated activity prompts and the wifi held-out set (~1-2 min)
+Exit code 0 = every MUST check passed. KNOWN checks are phrasings the CPU model (run5) gets wrong; they are
+expected to pass after the Colab model is installed and are reported, not failed on.
+"""
+import json, os, sys, time
+HERE = os.path.dirname(os.path.abspath(__file__)); ROOT = os.path.dirname(HERE)
+sys.path[:0] = [os.path.join(ROOT, "model"), os.path.join(ROOT, "executor")]
+from runtime import CommandModel  # noqa
+import executor as EX  # noqa
+
+# (prompt, expected canonical target, level)   level: MUST | KNOWN
+MODEL_CASES = [
+    ("awaaz ko pachaas pe rakh do", 'set_volume value=50', "MUST"),
+    ("volume badhao", 'volume_up', "MUST"),
+    ("brightness 70 kar do", 'set_brightness value=70', "MUST"),
+    ("board pin 11 pe led jalao", 'gpio_on pin=11 numbering=board', "MUST"),
+    ("gpio 17 ko off karo", 'gpio_off pin=17', "MUST"),
+    ("wifi Airtel_5G se connect karo password Wifi@2024", 'connect_wifi ssid="airtel_5g" password="wifi@2024"', "MUST"),
+    ("connect to wifi JioFiber-Home with password jio#12345", 'connect_wifi ssid="jiofiber-home" password="jio#12345"', "MUST"),
+    ("connect wifi Guest_Network pwd guest@123", 'connect_wifi ssid="guest_network" password="guest@123"', "MUST"),
+    ("konse wifi networks available hai", 'list_wifi', "MUST"),
+    ("wifi band karo", 'wifi_off', "MUST"),
+    ("chrome kholo", 'open_app app=chrome', "MUST"),
+    # run5 gets these wrong (see HANDOVER.md); the executor guard turns most of them into a clarification instead of a bad command
+    ("mere ghar ka wifi TP-Link_A1B2 hai, password hai Pass@word99, connect kar do", 'connect_wifi ssid="tp-link_a1b2" password="pass@word99"', "KNOWN"),
+    ("ssid: Office WiFi 5G password: Off!ce2024 se jud jao", 'connect_wifi ssid="office wifi 5g" password="off!ce2024"', "KNOWN"),
+    ("wifi se connect karo naam MyNet pass abc12345", 'connect_wifi ssid="mynet" password="abc12345"', "KNOWN"),
+    ("wifi Airtel_5G bhool jao", 'forget_wifi ssid="airtel_5g"', "KNOWN"),
+]
+
+# executor-only checks: (parsed command, platform, predicate on plan, description)
+def _has(s): return lambda p: s in (p.command or "")
+EXEC_CASES = [
+    ({"action": "set_volume", "value": 50}, "pi", lambda p: p.supported and p.risk == "safe" and "50%" in p.command, "volume -> wpctl 50%"),
+    ({"action": "gpio_on", "pin": 11, "numbering": "board"}, "pi", _has("pinctrl set 17 op dh"), "board 11 -> BCM 17"),
+    ({"action": "gpio_on", "pin": 2, "numbering": "board"}, "pi", lambda p: not p.supported, "board pin 2 (5V) refused"),
+    ({"action": "gpio_on", "pin": 40}, "pi", lambda p: not p.supported, "BCM 40 refused"),
+    ({"action": "connect_wifi", "ssid": "Office WiFi", "password": "a'b&c"}, "pi", _has("'Office WiFi' password 'a'\"'\"'b&c'"), "Pi: ssid/password shell-quoted"),
+    ({"action": "connect_wifi", "ssid": "Airtel_5G"}, "pi", lambda p: "password" not in p.command, "Pi: no empty 'password' arg"),
+    ({"action": "connect_wifi", "ssid": "Airtel_5G", "password": "Wifi@2024"}, "win", lambda p: "netsh wlan add profile" in p.command and "keyMaterial" in p.command, "Windows: profile with key, then connect"),
+    ({"action": "connect_wifi", "ssid": "TP-Link", "password": "hai"}, "pi", lambda p: p.action == "clarify", "filler password -> clarify"),
+    ({"action": "connect_wifi", "ssid": "Office WiFi", "password": "Office WiFi"}, "pi", lambda p: p.action == "clarify", "password == ssid -> clarify"),
+    ({"action": "connect_wifi", "ssid": "MyNet pass abc12345"}, "pi", lambda p: p.action == "clarify", "password inside ssid -> clarify"),
+    ({"action": "connect_wifi", "ssid": "baad mein", "password": "rudra@11"}, "pi", lambda p: p.action == "clarify", "'baad mein' copied as ssid -> clarify"),
+    ({"action": "connect_wifi", "ssid": "Redmi Note 13", "password": "pehle:"}, "pi", lambda p: p.action == "clarify", "'pehle:' copied as password -> clarify"),
+    ({"action": "shutdown"}, "pi", lambda p: p.risk == "critical" and not EX.gate(p)[0] and EX.gate(p, confirm_text="shutdown")[0], "critical needs typed confirmation"),
+    ({"action": "connect_wifi", "ssid": "a", "password": "bbbbbbbb"}, "pi", lambda p: not EX.gate(p)[0] and EX.gate(p, allow_caution=True)[0], "caution needs allow flag"),
+    ({"action": "run_command", "command": "ls -la"}, "pi", lambda p: p.risk == "critical", "run_command is critical"),
+    ({"action": "set_volume", "value": 40}, "win", lambda p: "= None;" not in p.command and "$None" not in p.command and "[Audio]::Volume=40/100" in p.command, "Windows audio helper uses C# null, not Python None"),
+    # optional 5th field = the user's sentence: a pin-driving action from a bare 'pin N' must ask board vs BCM
+    ({"action": "gpio_on", "pin": 11}, "pi", lambda p: p.action == "clarify" and "board pin 11" in p.note and "gpio 11" in p.note, "bare 'pin no 11' write -> clarify", "on windows 11 set pin no 11 high"),
+    ({"action": "gpio_toggle", "pin": 17}, "pi", lambda p: p.action == "clarify", "bare 'pin 17' toggle (caution) -> clarify", "pin 17 toggle karo"),
+    ({"action": "gpio_on", "pin": 17}, "pi", _has("pinctrl set 17 op dh"), "'gpio 17' write runs", "gpio 17 on karo"),
+    ({"action": "gpio_on", "pin": 11, "numbering": "board"}, "pi", _has("pinctrl set 17 op dh"), "'board pin 11' write runs", "board pin 11 pe led jalao"),
+    ({"action": "gpio_off", "pin": 21, "numbering": "board"}, "pi", lambda p: p.action == "gpio_off", "'40-pin header pin 21' write runs", "40-pin header pin 21 pe heater off karo"),
+    ({"action": "gpio_info", "pin": 11}, "pi", lambda p: p.action == "gpio_info", "bare pin on a safe read -> no clarify", "pin 11 input hai ya output"),
+]
+
+def main(full):
+    t0 = time.time(); m = CommandModel(os.path.join(ROOT, "model"))
+    print(f"model: {sum(v.size for v in m.W.values())/1e6:.2f}M params, loaded in {time.time()-t0:.1f}s\n")
+    must_fail = 0; known_pass = 0; known = 0
+    print("== model parse ==")
+    for text, exp, level in MODEL_CASES:
+        out = m.predict(text); got = out["_meta"]["canonical"]; ok = got == exp
+        if level == "KNOWN":
+            known += 1; known_pass += ok; tag = "KNOWN-OK " if ok else "KNOWN-BAD"
+        else:
+            must_fail += not ok; tag = "PASS     " if ok else "FAIL     "
+        cmd = {k: v for k, v in out.items() if k != "_meta"}; pl = EX.plan(cmd, "pi", text)
+        extra = "" if ok else f"   expected: {exp}"
+        print(f"{tag} {text}\n          -> {got}   [executor: {pl.action}{' - ' + pl.note if pl.action == 'clarify' else ''}]{extra}")
+    print("\n== executor ==")
+    for cmd, plat, pred, desc, *text in EXEC_CASES:
+        p = EX.plan(cmd, plat, text[0] if text else None)
+        try: ok = bool(pred(p))
+        except Exception as e: ok = False; desc += f" ({e})"
+        must_fail += not ok
+        print(f"{'PASS' if ok else 'FAIL'}  [{plat}] {desc}" + ("" if ok else f"\n      got: {p.action} {p.supported} {p.risk} {(p.command or p.note)[:160]}"))
+    if full:
+        for name, path in (("curated (one prompt per action)", os.path.join(HERE, "curated_prompts.jsonl")), ("wifi_holdout", os.path.join(HERE, "wifi_holdout.jsonl"))):
+            if not os.path.exists(path): continue
+            rows = [json.loads(l) for l in open(path, encoding="utf-8")]; t1 = time.time()
+            bad = [(r, m.predict(r["text"])["_meta"]["canonical"]) for r in rows]
+            bad = [(r, g) for r, g in bad if g != r["target"]]
+            acc = 1 - len(bad) / len(rows)
+            print(f"\n== {name}: exact {acc*100:.2f}% ({len(rows)-len(bad)}/{len(rows)}) in {time.time()-t1:.0f}s ==")
+            for r, g in bad[:10]: print(f"  MISS {r['text']}\n       got {g}\n       exp {r['target']}")
+    print(f"\nsummary: MUST failures = {must_fail}; KNOWN phrasings fixed = {known_pass}/{known}")
+    sys.exit(1 if must_fail else 0)
+
+if __name__ == "__main__": main("--full" in sys.argv)

eval/wifi_holdout.jsonl

@@ -0,0 +1,461 @@
+{"text": "bhai mere ghar ka wifi NETGEAR42 hai, password hai Password@1, connect kar do yaar", "target": "connect_wifi ssid=\"netgear42\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Sharma Ji Home hai, password hai jio#12345, connect kar do abhi", "target": "connect_wifi ssid=\"sharma ji home\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Home 2.4G hai, password hai ghar_ka_net1, connect kar do abhi", "target": "connect_wifi ssid=\"home 2.4g\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Tenda_8C21F0 hai, password hai Password@1, connect kar do jaldi", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "hey assistant mere ghar ka wifi Hostel Block B hai, password hai zxcv9087, connect kar do jaldi", "target": "connect_wifi ssid=\"hostel block b\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "please mere ghar ka wifi Hostel Block B hai, password hai jio#12345, connect kar do", "target": "connect_wifi ssid=\"hostel block b\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi Office WiFi 5G hai, password hai Wifi@2024, connect kar do", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "ok mere ghar ka wifi Room 204 hai, password hai zxcv9087, connect kar do", "target": "connect_wifi ssid=\"room 204\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "please mere ghar ka wifi Studio Wifi hai, password hai Welcome123, connect kar do please", "target": "connect_wifi ssid=\"studio wifi\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Library-Guest hai, password hai Str0ng-P@ss, connect kar do yaar", "target": "connect_wifi ssid=\"library-guest\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "ok mere ghar ka wifi Studio Wifi hai, password hai Guest@123, connect kar do yaar", "target": "connect_wifi ssid=\"studio wifi\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "please mere ghar ka wifi BSNL-FTTH-2291 hai, password hai Off!ce2024, connect kar do", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Kumar_House_2 hai, password hai Str0ng-P@ss, connect kar do jaldi", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Hathway_3F9C hai, password hai Library2026, connect kar do", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi MyNet hai, password hai Str0ng-P@ss, connect kar do", "target": "connect_wifi ssid=\"mynet\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "please mere ghar ka wifi Office WiFi 5G hai, password hai N3tg3ar!, connect kar do please", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi BSNL-FTTH-2291 hai, password hai Pass@word99, connect kar do", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi Tenda_8C21F0 hai, password hai Pass@word99, connect kar do", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi D-Link_DIR615 hai, password hai Library2026, connect kar do please", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "ok mere ghar ka wifi Vi_Home hai, password hai abc12345, connect kar do please", "target": "connect_wifi ssid=\"vi_home\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Excitel-Pro 5G hai, password hai abc12345, connect kar do", "target": "connect_wifi ssid=\"excitel-pro 5g\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi HomeNet hai, password hai Cafe#Free77, connect kar do", "target": "connect_wifi ssid=\"homenet\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Galaxy M31 hai, password hai Mehta&Sons9, connect kar do yaar", "target": "connect_wifi ssid=\"galaxy m31\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Library-Guest hai, password hai N3tg3ar!, connect kar do", "target": "connect_wifi ssid=\"library-guest\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "ok mere ghar ka wifi Hathway_3F9C hai, password hai zxcv9087, connect kar do please", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi Hostel Block B hai, password hai Password@1, connect kar do", "target": "connect_wifi ssid=\"hostel block b\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi Library-Guest hai, password hai Kumar@1987, connect kar do", "target": "connect_wifi ssid=\"library-guest\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Hathway_3F9C hai, password hai Kumar@1987, connect kar do abhi", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "ok mere ghar ka wifi NETGEAR42 hai, password hai Guest@123, connect kar do please", "target": "connect_wifi ssid=\"netgear42\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi D-Link_DIR615 hai, password hai Cafe#Free77, connect kar do jaldi", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "bhai mere ghar ka wifi iPhone of Ravi hai, password hai Password@1, connect kar do", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "please mere ghar ka wifi Vi_Home hai, password hai sharma#123, connect kar do please", "target": "connect_wifi ssid=\"vi_home\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "bhai mere ghar ka wifi NETGEAR42 hai, password hai Hostel$2025, connect kar do", "target": "connect_wifi ssid=\"netgear42\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "jaldi mere ghar ka wifi Redmi Note 12 hai, password hai lalit.home7, connect kar do", "target": "connect_wifi ssid=\"redmi note 12\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Home 2.4G hai, password hai Off!ce2024, connect kar do jaldi", "target": "connect_wifi ssid=\"home 2.4g\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "ok mere ghar ka wifi Room 204 hai, password hai Mehta&Sons9, connect kar do thanks", "target": "connect_wifi ssid=\"room 204\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "please mere ghar ka wifi Cafe Coffee Day hai, password hai zxcv9087, connect kar do", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "please mere ghar ka wifi Vi_Home hai, password hai lalit.home7, connect kar do", "target": "connect_wifi ssid=\"vi_home\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi Room 204 hai, password hai qwerty!09, connect kar do abhi", "target": "connect_wifi ssid=\"room 204\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "bhai mere ghar ka wifi Hathway_3F9C hai, password hai Mehta&Sons9, connect kar do", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Classroom WiFi hai, password hai Welcome123, connect kar do yaar", "target": "connect_wifi ssid=\"classroom wifi\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Airtel_5G hai, password hai Off!ce2024, connect kar do yaar", "target": "connect_wifi ssid=\"airtel_5g\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Hostel Block B hai, password hai sharma#123, connect kar do", "target": "connect_wifi ssid=\"hostel block b\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "hey assistant mere ghar ka wifi JioFiber-Home hai, password hai Off!ce2024, connect kar do please", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "jaldi mere ghar ka wifi iPhone of Ravi hai, password hai qwerty!09, connect kar do", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "jaldi mere ghar ka wifi iPhone of Ravi hai, password hai Kumar@1987, connect kar do", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "jaldi mere ghar ka wifi PiLab hai, password hai Mehta&Sons9, connect kar do", "target": "connect_wifi ssid=\"pilab\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi TP-Link_A1B2 hai, password hai Cafe#Free77, connect kar do yaar", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Mehta_Family hai, password hai sharma#123, connect kar do jaldi", "target": "connect_wifi ssid=\"mehta_family\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi NETGEAR42 hai, password hai Wifi@2024, connect kar do jaldi", "target": "connect_wifi ssid=\"netgear42\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "jaldi mere ghar ka wifi D-Link_DIR615 hai, password hai jio#12345, connect kar do thanks", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Cafe Coffee Day hai, password hai sharma#123, connect kar do yaar", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Home 2.4G hai, password hai Wifi@2024, connect kar do", "target": "connect_wifi ssid=\"home 2.4g\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Hostel Block B hai, password hai raVi_9988, connect kar do please", "target": "connect_wifi ssid=\"hostel block b\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "hey assistant mere ghar ka wifi Hostel Block B hai, password hai Library2026, connect kar do na", "target": "connect_wifi ssid=\"hostel block b\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Tenda_8C21F0 hai, password hai qwerty!09, connect kar do", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "jaldi mere ghar ka wifi Tenda_8C21F0 hai, password hai Library2026, connect kar do na", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi TP-Link_A1B2 hai, password hai lalit.home7, connect kar do jaldi", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "zara mere ghar ka wifi Tenda_8C21F0 hai, password hai Welcome123, connect kar do na", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "mere ghar ka wifi Tenda_8C21F0 hai, password hai lalit.home7, connect kar do na", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "jaldi ssid: Office WiFi 5G password: jio#12345 se jud jao please", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "ssid: Classroom WiFi password: pi-lab-2026 se jud jao thanks", "target": "connect_wifi ssid=\"classroom wifi\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "bhai ssid: Library-Guest password: lalit.home7 se jud jao thanks", "target": "connect_wifi ssid=\"library-guest\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "ok ssid: Hathway_3F9C password: sharma#123 se jud jao please", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "bhai ssid: Sharma Ji Home password: pi-lab-2026 se jud jao", "target": "connect_wifi ssid=\"sharma ji home\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "ssid: Tenda_8C21F0 password: abc12345 se jud jao na", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "ssid: OnePlus Nord password: pi-lab-2026 se jud jao", "target": "connect_wifi ssid=\"oneplus nord\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "bhai ssid: Office WiFi 5G password: zxcv9087 se jud jao", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "ssid: BSNL-FTTH-2291 password: Off!ce2024 se jud jao", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "ssid: Studio Wifi password: lalit.home7 se jud jao na", "target": "connect_wifi ssid=\"studio wifi\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "please ssid: JioFiber-Home password: qwerty!09 se jud jao yaar", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "zara ssid: Library-Guest password: HomeSweet#88 se jud jao", "target": "connect_wifi ssid=\"library-guest\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "ssid: MyNet password: Off!ce2024 se jud jao please", "target": "connect_wifi ssid=\"mynet\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "ssid: ACT_Fibernet_7 password: ghar_ka_net1 se jud jao na", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "zara ssid: Airtel_5G password: Guest@123 se jud jao thanks", "target": "connect_wifi ssid=\"airtel_5g\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "ssid: BSNL-FTTH-2291 password: Str0ng-P@ss se jud jao", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "ssid: Redmi Note 12 password: abc12345 se jud jao", "target": "connect_wifi ssid=\"redmi note 12\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "bhai ssid: TP-Link_A1B2 password: Hostel$2025 se jud jao na", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "please ssid: Mehta_Family password: qwerty!09 se jud jao jaldi", "target": "connect_wifi ssid=\"mehta_family\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "ssid: Library-Guest password: abc12345 se jud jao", "target": "connect_wifi ssid=\"library-guest\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "ssid: Studio Wifi password: qwerty!09 se jud jao", "target": "connect_wifi ssid=\"studio wifi\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "ssid: Office WiFi 5G password: Cafe#Free77 se jud jao", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "please ssid: Classroom WiFi password: raVi_9988 se jud jao", "target": "connect_wifi ssid=\"classroom wifi\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "ssid: Hathway_3F9C password: 9876543210 se jud jao please", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "ssid: PiLab password: N3tg3ar! se jud jao please", "target": "connect_wifi ssid=\"pilab\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "jaldi ssid: Home 2.4G password: Kumar@1987 se jud jao abhi", "target": "connect_wifi ssid=\"home 2.4g\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "ok ssid: Mehta_Family password: Library2026 se jud jao abhi", "target": "connect_wifi ssid=\"mehta_family\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "bhai ssid: Mehta_Family password: abc12345 se jud jao", "target": "connect_wifi ssid=\"mehta_family\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "bhai ssid: BSNL-FTTH-2291 password: HomeSweet#88 se jud jao", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "ssid: Redmi Note 12 password: HomeSweet#88 se jud jao thanks", "target": "connect_wifi ssid=\"redmi note 12\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "hey assistant ssid: Sharma Ji Home password: Library2026 se jud jao na", "target": "connect_wifi ssid=\"sharma ji home\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "please ssid: Cafe Coffee Day password: N3tg3ar! se jud jao", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "ssid: Studio Wifi password: Cafe#Free77 se jud jao yaar", "target": "connect_wifi ssid=\"studio wifi\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "ssid: PiLab password: Pass@word99 se jud jao na", "target": "connect_wifi ssid=\"pilab\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "ssid: Office WiFi 5G password: qwerty!09 se jud jao jaldi", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "please ssid: TP-Link_A1B2 password: Password@1 se jud jao please", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "ssid: Home 2.4G password: sharma#123 se jud jao please", "target": "connect_wifi ssid=\"home 2.4g\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "ssid: NETGEAR42 password: Str0ng-P@ss se jud jao", "target": "connect_wifi ssid=\"netgear42\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "jaldi ssid: Room 204 password: N3tg3ar! se jud jao abhi", "target": "connect_wifi ssid=\"room 204\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "ssid: D-Link_DIR615 password: lalit.home7 se jud jao", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "ssid: Mehta_Family password: Off!ce2024 se jud jao thanks", "target": "connect_wifi ssid=\"mehta_family\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "hey assistant ssid: Mehta_Family password: lalit.home7 se jud jao jaldi", "target": "connect_wifi ssid=\"mehta_family\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "bhai ssid: Tenda_8C21F0 password: N3tg3ar! se jud jao thanks", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "jaldi ssid: Tenda_8C21F0 password: Kumar@1987 se jud jao na", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "zara ssid: Mehta_Family password: Wifi@2024 se jud jao thanks", "target": "connect_wifi ssid=\"mehta_family\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "please ssid: Room 204 password: ghar_ka_net1 se jud jao", "target": "connect_wifi ssid=\"room 204\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "ok ssid: Excitel-Pro 5G password: pi-lab-2026 se jud jao", "target": "connect_wifi ssid=\"excitel-pro 5g\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "ssid: TP-Link_A1B2 password: zxcv9087 se jud jao", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "hey assistant ssid: Airtel_5G password: Cafe#Free77 se jud jao please", "target": "connect_wifi ssid=\"airtel_5g\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "jaldi ssid: Sharma Ji Home password: Wifi@2024 se jud jao na", "target": "connect_wifi ssid=\"sharma ji home\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "zara ssid: Home 2.4G password: Pass@word99 se jud jao jaldi", "target": "connect_wifi ssid=\"home 2.4g\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "ssid: Hostel Block B password: zxcv9087 se jud jao jaldi", "target": "connect_wifi ssid=\"hostel block b\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "please ssid: MyNet password: Str0ng-P@ss se jud jao na", "target": "connect_wifi ssid=\"mynet\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "zara ssid: JioFiber-Home password: Pass@word99 se jud jao", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "hey assistant ssid: ACT_Fibernet_7 password: 9876543210 se jud jao", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "please ssid: JioFiber-Home password: zxcv9087 se jud jao", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "ssid: Studio Wifi password: Password@1 se jud jao yaar", "target": "connect_wifi ssid=\"studio wifi\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "ok ssid: TP-Link_A1B2 password: lalit.home7 se jud jao yaar", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "ssid: Airtel_5G password: HomeSweet#88 se jud jao abhi", "target": "connect_wifi ssid=\"airtel_5g\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "ok ssid: Room 204 password: abc12345 se jud jao please", "target": "connect_wifi ssid=\"room 204\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "password Welcome123 hai aur wifi Office WiFi 5G hai, connect kar do please", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "password zxcv9087 hai aur wifi Galaxy M31 hai, connect kar do jaldi", "target": "connect_wifi ssid=\"galaxy m31\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "zara password Wifi@2024 hai aur wifi OnePlus Nord hai, connect kar do please", "target": "connect_wifi ssid=\"oneplus nord\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "bhai password Off!ce2024 hai aur wifi MyNet hai, connect kar do yaar", "target": "connect_wifi ssid=\"mynet\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "bhai password Password@1 hai aur wifi Classroom WiFi hai, connect kar do", "target": "connect_wifi ssid=\"classroom wifi\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "ok password abc12345 hai aur wifi Classroom WiFi hai, connect kar do jaldi", "target": "connect_wifi ssid=\"classroom wifi\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "jaldi password qwerty!09 hai aur wifi Guest_Network hai, connect kar do thanks", "target": "connect_wifi ssid=\"guest_network\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "please password zxcv9087 hai aur wifi Classroom WiFi hai, connect kar do", "target": "connect_wifi ssid=\"classroom wifi\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "zara password Wifi@2024 hai aur wifi BSNL-FTTH-2291 hai, connect kar do", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "bhai password Wifi@2024 hai aur wifi Tenda_8C21F0 hai, connect kar do jaldi", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "please password zxcv9087 hai aur wifi Sharma Ji Home hai, connect kar do thanks", "target": "connect_wifi ssid=\"sharma ji home\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "hey assistant password ghar_ka_net1 hai aur wifi Cafe Coffee Day hai, connect kar do na", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "zara password HomeSweet#88 hai aur wifi Cafe Coffee Day hai, connect kar do", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "bhai password 9876543210 hai aur wifi OnePlus Nord hai, connect kar do abhi", "target": "connect_wifi ssid=\"oneplus nord\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "password Kumar@1987 hai aur wifi Studio Wifi hai, connect kar do please", "target": "connect_wifi ssid=\"studio wifi\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "hey assistant password Library2026 hai aur wifi Home 2.4G hai, connect kar do", "target": "connect_wifi ssid=\"home 2.4g\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "bhai password ghar_ka_net1 hai aur wifi Vi_Home hai, connect kar do", "target": "connect_wifi ssid=\"vi_home\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "please password Off!ce2024 hai aur wifi Library-Guest hai, connect kar do", "target": "connect_wifi ssid=\"library-guest\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "password HomeSweet#88 hai aur wifi Galaxy M31 hai, connect kar do", "target": "connect_wifi ssid=\"galaxy m31\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "password ghar_ka_net1 hai aur wifi HomeNet hai, connect kar do jaldi", "target": "connect_wifi ssid=\"homenet\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "zara password pi-lab-2026 hai aur wifi BSNL-FTTH-2291 hai, connect kar do na", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "ok password N3tg3ar! hai aur wifi JioFiber-Home hai, connect kar do thanks", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "zara password Pass@word99 hai aur wifi OnePlus Nord hai, connect kar do na", "target": "connect_wifi ssid=\"oneplus nord\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "zara password zxcv9087 hai aur wifi Hostel Block B hai, connect kar do", "target": "connect_wifi ssid=\"hostel block b\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "bhai password lalit.home7 hai aur wifi Classroom WiFi hai, connect kar do", "target": "connect_wifi ssid=\"classroom wifi\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "ok password HomeSweet#88 hai aur wifi iPhone of Ravi hai, connect kar do yaar", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "hey assistant password Library2026 hai aur wifi HomeNet hai, connect kar do jaldi", "target": "connect_wifi ssid=\"homenet\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "password Mehta&Sons9 hai aur wifi iPhone of Ravi hai, connect kar do", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "please password Off!ce2024 hai aur wifi Studio Wifi hai, connect kar do thanks", "target": "connect_wifi ssid=\"studio wifi\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "please password Guest@123 hai aur wifi BSNL-FTTH-2291 hai, connect kar do na", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "please password N3tg3ar! hai aur wifi Redmi Note 12 hai, connect kar do", "target": "connect_wifi ssid=\"redmi note 12\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "bhai password pi-lab-2026 hai aur wifi TP-Link_A1B2 hai, connect kar do yaar", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "zara password Cafe#Free77 hai aur wifi Studio Wifi hai, connect kar do jaldi", "target": "connect_wifi ssid=\"studio wifi\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "please password Library2026 hai aur wifi MyNet hai, connect kar do", "target": "connect_wifi ssid=\"mynet\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "bhai password N3tg3ar! hai aur wifi BSNL-FTTH-2291 hai, connect kar do yaar", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "bhai password jio#12345 hai aur wifi Sharma Ji Home hai, connect kar do abhi", "target": "connect_wifi ssid=\"sharma ji home\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "hey assistant password Off!ce2024 hai aur wifi Kumar_House_2 hai, connect kar do thanks", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "password Off!ce2024 hai aur wifi Guest_Network hai, connect kar do", "target": "connect_wifi ssid=\"guest_network\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "jaldi password 9876543210 hai aur wifi Tenda_8C21F0 hai, connect kar do thanks", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "jaldi password Off!ce2024 hai aur wifi Guest_Network hai, connect kar do", "target": "connect_wifi ssid=\"guest_network\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "zara password Kumar@1987 hai aur wifi D-Link_DIR615 hai, connect kar do abhi", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "ok password Str0ng-P@ss hai aur wifi Redmi Note 12 hai, connect kar do thanks", "target": "connect_wifi ssid=\"redmi note 12\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "bhai password Hostel$2025 hai aur wifi NETGEAR42 hai, connect kar do na", "target": "connect_wifi ssid=\"netgear42\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "bhai password Library2026 hai aur wifi MyNet hai, connect kar do", "target": "connect_wifi ssid=\"mynet\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "hey assistant password lalit.home7 hai aur wifi Classroom WiFi hai, connect kar do please", "target": "connect_wifi ssid=\"classroom wifi\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "password Wifi@2024 hai aur wifi JioFiber-Home hai, connect kar do na", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "ok password jio#12345 hai aur wifi JioFiber-Home hai, connect kar do yaar", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "jaldi password Library2026 hai aur wifi Cafe Coffee Day hai, connect kar do jaldi", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "bhai password pi-lab-2026 hai aur wifi Kumar_House_2 hai, connect kar do thanks", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "zara password Guest@123 hai aur wifi Mehta_Family hai, connect kar do thanks", "target": "connect_wifi ssid=\"mehta_family\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "zara password N3tg3ar! hai aur wifi Guest_Network hai, connect kar do thanks", "target": "connect_wifi ssid=\"guest_network\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "password abc12345 hai aur wifi Vi_Home hai, connect kar do please", "target": "connect_wifi ssid=\"vi_home\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "password pi-lab-2026 hai aur wifi Excitel-Pro 5G hai, connect kar do", "target": "connect_wifi ssid=\"excitel-pro 5g\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "bhai password 9876543210 hai aur wifi iPhone of Ravi hai, connect kar do yaar", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "password sharma#123 hai aur wifi HomeNet hai, connect kar do yaar", "target": "connect_wifi ssid=\"homenet\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "hey assistant password Welcome123 hai aur wifi JioFiber-Home hai, connect kar do abhi", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "please password sharma#123 hai aur wifi Cafe Coffee Day hai, connect kar do", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "password Welcome123 hai aur wifi Galaxy M31 hai, connect kar do", "target": "connect_wifi ssid=\"galaxy m31\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "password Off!ce2024 hai aur wifi Classroom WiFi hai, connect kar do please", "target": "connect_wifi ssid=\"classroom wifi\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "password Kumar@1987 hai aur wifi Hathway_3F9C hai, connect kar do na", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "jaldi office ka wifi Galaxy M31 hai uska pass Pass@word99 hai jod do", "target": "connect_wifi ssid=\"galaxy m31\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi JioFiber-Home hai uska pass Library2026 hai jod do please", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "zara office ka wifi TP-Link_A1B2 hai uska pass Password@1 hai jod do", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "jaldi office ka wifi Sharma Ji Home hai uska pass Hostel$2025 hai jod do na", "target": "connect_wifi ssid=\"sharma ji home\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi Mehta_Family hai uska pass Library2026 hai jod do", "target": "connect_wifi ssid=\"mehta_family\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "jaldi office ka wifi PiLab hai uska pass Hostel$2025 hai jod do", "target": "connect_wifi ssid=\"pilab\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "bhai office ka wifi Studio Wifi hai uska pass jio#12345 hai jod do jaldi", "target": "connect_wifi ssid=\"studio wifi\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "office ka wifi Tenda_8C21F0 hai uska pass Guest@123 hai jod do thanks", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "office ka wifi OnePlus Nord hai uska pass Pass@word99 hai jod do jaldi", "target": "connect_wifi ssid=\"oneplus nord\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "zara office ka wifi Vi_Home hai uska pass raVi_9988 hai jod do na", "target": "connect_wifi ssid=\"vi_home\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "please office ka wifi Excitel-Pro 5G hai uska pass pi-lab-2026 hai jod do jaldi", "target": "connect_wifi ssid=\"excitel-pro 5g\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "zara office ka wifi Guest_Network hai uska pass zxcv9087 hai jod do na", "target": "connect_wifi ssid=\"guest_network\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "ok office ka wifi Kumar_House_2 hai uska pass N3tg3ar! hai jod do jaldi", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "office ka wifi Library-Guest hai uska pass Pass@word99 hai jod do abhi", "target": "connect_wifi ssid=\"library-guest\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi Mehta_Family hai uska pass Cafe#Free77 hai jod do", "target": "connect_wifi ssid=\"mehta_family\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "office ka wifi Kumar_House_2 hai uska pass Cafe#Free77 hai jod do yaar", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "bhai office ka wifi OnePlus Nord hai uska pass Welcome123 hai jod do", "target": "connect_wifi ssid=\"oneplus nord\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "office ka wifi ACT_Fibernet_7 hai uska pass 9876543210 hai jod do na", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "office ka wifi Hathway_3F9C hai uska pass pi-lab-2026 hai jod do jaldi", "target": "connect_wifi ssid=\"hathway_3f9c\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "office ka wifi MyNet hai uska pass Library2026 hai jod do thanks", "target": "connect_wifi ssid=\"mynet\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "office ka wifi Classroom WiFi hai uska pass Kumar@1987 hai jod do thanks", "target": "connect_wifi ssid=\"classroom wifi\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "zara office ka wifi Office WiFi 5G hai uska pass abc12345 hai jod do", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "office ka wifi HomeNet hai uska pass Guest@123 hai jod do", "target": "connect_wifi ssid=\"homenet\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "bhai office ka wifi Guest_Network hai uska pass N3tg3ar! hai jod do yaar", "target": "connect_wifi ssid=\"guest_network\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "office ka wifi Library-Guest hai uska pass raVi_9988 hai jod do please", "target": "connect_wifi ssid=\"library-guest\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "office ka wifi Studio Wifi hai uska pass N3tg3ar! hai jod do thanks", "target": "connect_wifi ssid=\"studio wifi\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi Vi_Home hai uska pass 9876543210 hai jod do", "target": "connect_wifi ssid=\"vi_home\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi Redmi Note 12 hai uska pass N3tg3ar! hai jod do thanks", "target": "connect_wifi ssid=\"redmi note 12\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "office ka wifi ACT_Fibernet_7 hai uska pass Guest@123 hai jod do abhi", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "office ka wifi HomeNet hai uska pass raVi_9988 hai jod do", "target": "connect_wifi ssid=\"homenet\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "zara office ka wifi Hostel Block B hai uska pass Hostel$2025 hai jod do yaar", "target": "connect_wifi ssid=\"hostel block b\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "ok office ka wifi JioFiber-Home hai uska pass ghar_ka_net1 hai jod do thanks", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "please office ka wifi ACT_Fibernet_7 hai uska pass Password@1 hai jod do yaar", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "please office ka wifi Sharma Ji Home hai uska pass zxcv9087 hai jod do yaar", "target": "connect_wifi ssid=\"sharma ji home\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "zara office ka wifi JioFiber-Home hai uska pass lalit.home7 hai jod do thanks", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "office ka wifi Vi_Home hai uska pass Guest@123 hai jod do jaldi", "target": "connect_wifi ssid=\"vi_home\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "please office ka wifi iPhone of Ravi hai uska pass N3tg3ar! hai jod do", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "bhai office ka wifi Room 204 hai uska pass N3tg3ar! hai jod do", "target": "connect_wifi ssid=\"room 204\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi Galaxy M31 hai uska pass 9876543210 hai jod do", "target": "connect_wifi ssid=\"galaxy m31\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "jaldi office ka wifi Studio Wifi hai uska pass HomeSweet#88 hai jod do yaar", "target": "connect_wifi ssid=\"studio wifi\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "office ka wifi Home 2.4G hai uska pass Str0ng-P@ss hai jod do na", "target": "connect_wifi ssid=\"home 2.4g\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "office ka wifi ACT_Fibernet_7 hai uska pass ghar_ka_net1 hai jod do please", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"ghar_ka_net1\"", "action": "connect_wifi"}
+{"text": "office ka wifi TP-Link_A1B2 hai uska pass Mehta&Sons9 hai jod do", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "office ka wifi BSNL-FTTH-2291 hai uska pass Password@1 hai jod do please", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "zara office ka wifi Airtel_5G hai uska pass Str0ng-P@ss hai jod do jaldi", "target": "connect_wifi ssid=\"airtel_5g\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "jaldi office ka wifi Excitel-Pro 5G hai uska pass Pass@word99 hai jod do abhi", "target": "connect_wifi ssid=\"excitel-pro 5g\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "jaldi office ka wifi TP-Link_A1B2 hai uska pass HomeSweet#88 hai jod do thanks", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "bhai office ka wifi Guest_Network hai uska pass Pass@word99 hai jod do jaldi", "target": "connect_wifi ssid=\"guest_network\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "office ka wifi ACT_Fibernet_7 hai uska pass Hostel$2025 hai jod do", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "office ka wifi Library-Guest hai uska pass zxcv9087 hai jod do na", "target": "connect_wifi ssid=\"library-guest\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi Kumar_House_2 hai uska pass raVi_9988 hai jod do", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "ok office ka wifi OnePlus Nord hai uska pass 9876543210 hai jod do please", "target": "connect_wifi ssid=\"oneplus nord\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "office ka wifi Office WiFi 5G hai uska pass sharma#123 hai jod do jaldi", "target": "connect_wifi ssid=\"office wifi 5g\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "ok office ka wifi OnePlus Nord hai uska pass N3tg3ar! hai jod do thanks", "target": "connect_wifi ssid=\"oneplus nord\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "bhai office ka wifi BSNL-FTTH-2291 hai uska pass N3tg3ar! hai jod do jaldi", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "office ka wifi MyNet hai uska pass Hostel$2025 hai jod do yaar", "target": "connect_wifi ssid=\"mynet\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "hey assistant office ka wifi Cafe Coffee Day hai uska pass raVi_9988 hai jod do yaar", "target": "connect_wifi ssid=\"cafe coffee day\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "bhai office ka wifi TP-Link_A1B2 hai uska pass HomeSweet#88 hai jod do yaar", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"homesweet#88\"", "action": "connect_wifi"}
+{"text": "jaldi office ka wifi iPhone of Ravi hai uska pass Str0ng-P@ss hai jod do jaldi", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "office ka wifi BSNL-FTTH-2291 hai uska pass Hostel$2025 hai jod do jaldi", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Sharma Ji Home pe lagao pass Hostel$2025 please", "target": "connect_wifi ssid=\"sharma ji home\" password=\"hostel$2025\"", "action": "connect_wifi"}
+{"text": "please laptop ko wifi Classroom WiFi pe lagao pass Mehta&Sons9 thanks", "target": "connect_wifi ssid=\"classroom wifi\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi Library-Guest pe lagao pass qwerty!09 jaldi", "target": "connect_wifi ssid=\"library-guest\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "jaldi laptop ko wifi Kumar_House_2 pe lagao pass lalit.home7 please", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "jaldi laptop ko wifi Studio Wifi pe lagao pass Wifi@2024 thanks", "target": "connect_wifi ssid=\"studio wifi\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Guest_Network pe lagao pass sharma#123 abhi", "target": "connect_wifi ssid=\"guest_network\" password=\"sharma#123\"", "action": "connect_wifi"}
+{"text": "jaldi laptop ko wifi Vi_Home pe lagao pass zxcv9087", "target": "connect_wifi ssid=\"vi_home\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi ACT_Fibernet_7 pe lagao pass N3tg3ar! yaar", "target": "connect_wifi ssid=\"act_fibernet_7\" password=\"n3tg3ar!\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Redmi Note 12 pe lagao pass Welcome123 thanks", "target": "connect_wifi ssid=\"redmi note 12\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "jaldi laptop ko wifi Guest_Network pe lagao pass Password@1 na", "target": "connect_wifi ssid=\"guest_network\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi JioFiber-Home pe lagao pass Welcome123 na", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "hey assistant laptop ko wifi TP-Link_A1B2 pe lagao pass Off!ce2024 thanks", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Excitel-Pro 5G pe lagao pass Cafe#Free77", "target": "connect_wifi ssid=\"excitel-pro 5g\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "jaldi laptop ko wifi Redmi Note 12 pe lagao pass Wifi@2024 abhi", "target": "connect_wifi ssid=\"redmi note 12\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "hey assistant laptop ko wifi Redmi Note 12 pe lagao pass zxcv9087", "target": "connect_wifi ssid=\"redmi note 12\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "please laptop ko wifi Airtel_5G pe lagao pass Guest@123 jaldi", "target": "connect_wifi ssid=\"airtel_5g\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "hey assistant laptop ko wifi Studio Wifi pe lagao pass jio#12345", "target": "connect_wifi ssid=\"studio wifi\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Hostel Block B pe lagao pass lalit.home7 abhi", "target": "connect_wifi ssid=\"hostel block b\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi MyNet pe lagao pass raVi_9988 thanks", "target": "connect_wifi ssid=\"mynet\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi Room 204 pe lagao pass jio#12345 yaar", "target": "connect_wifi ssid=\"room 204\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "hey assistant laptop ko wifi Vi_Home pe lagao pass Pass@word99 yaar", "target": "connect_wifi ssid=\"vi_home\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Studio Wifi pe lagao pass Str0ng-P@ss thanks", "target": "connect_wifi ssid=\"studio wifi\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi Kumar_House_2 pe lagao pass raVi_9988 please", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"ravi_9988\"", "action": "connect_wifi"}
+{"text": "please laptop ko wifi HomeNet pe lagao pass zxcv9087", "target": "connect_wifi ssid=\"homenet\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi D-Link_DIR615 pe lagao pass Off!ce2024 thanks", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi OnePlus Nord pe lagao pass Mehta&Sons9 please", "target": "connect_wifi ssid=\"oneplus nord\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi BSNL-FTTH-2291 pe lagao pass Guest@123 na", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Home 2.4G pe lagao pass abc12345", "target": "connect_wifi ssid=\"home 2.4g\" password=\"abc12345\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Studio Wifi pe lagao pass Off!ce2024 thanks", "target": "connect_wifi ssid=\"studio wifi\" password=\"off!ce2024\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi D-Link_DIR615 pe lagao pass pi-lab-2026 jaldi", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "please laptop ko wifi D-Link_DIR615 pe lagao pass qwerty!09 thanks", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"qwerty!09\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi Vi_Home pe lagao pass Mehta&Sons9 yaar", "target": "connect_wifi ssid=\"vi_home\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi HomeNet pe lagao pass 9876543210", "target": "connect_wifi ssid=\"homenet\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "hey assistant laptop ko wifi Mehta_Family pe lagao pass jio#12345 na", "target": "connect_wifi ssid=\"mehta_family\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi TP-Link_A1B2 pe lagao pass Library2026", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi BSNL-FTTH-2291 pe lagao pass 9876543210 na", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi Hostel Block B pe lagao pass Welcome123 jaldi", "target": "connect_wifi ssid=\"hostel block b\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "please laptop ko wifi Redmi Note 12 pe lagao pass Library2026", "target": "connect_wifi ssid=\"redmi note 12\" password=\"library2026\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi Room 204 pe lagao pass Wifi@2024", "target": "connect_wifi ssid=\"room 204\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi iPhone of Ravi pe lagao pass Guest@123 jaldi", "target": "connect_wifi ssid=\"iphone of ravi\" password=\"guest@123\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi TP-Link_A1B2 pe lagao pass Wifi@2024 yaar", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi BSNL-FTTH-2291 pe lagao pass Pass@word99 na", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi PiLab pe lagao pass Str0ng-P@ss thanks", "target": "connect_wifi ssid=\"pilab\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi TP-Link_A1B2 pe lagao pass jio#12345 thanks", "target": "connect_wifi ssid=\"tp-link_a1b2\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "please laptop ko wifi Kumar_House_2 pe lagao pass 9876543210", "target": "connect_wifi ssid=\"kumar_house_2\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi Airtel_5G pe lagao pass zxcv9087 jaldi", "target": "connect_wifi ssid=\"airtel_5g\" password=\"zxcv9087\"", "action": "connect_wifi"}
+{"text": "hey assistant laptop ko wifi Vi_Home pe lagao pass Pass@word99 na", "target": "connect_wifi ssid=\"vi_home\" password=\"pass@word99\"", "action": "connect_wifi"}
+{"text": "please laptop ko wifi D-Link_DIR615 pe lagao pass Password@1", "target": "connect_wifi ssid=\"d-link_dir615\" password=\"password@1\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi NETGEAR42 pe lagao pass jio#12345 abhi", "target": "connect_wifi ssid=\"netgear42\" password=\"jio#12345\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi HomeNet pe lagao pass Str0ng-P@ss abhi", "target": "connect_wifi ssid=\"homenet\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi Home 2.4G pe lagao pass Mehta&Sons9", "target": "connect_wifi ssid=\"home 2.4g\" password=\"mehta&sons9\"", "action": "connect_wifi"}
+{"text": "jaldi laptop ko wifi Home 2.4G pe lagao pass pi-lab-2026 jaldi", "target": "connect_wifi ssid=\"home 2.4g\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "laptop ko wifi BSNL-FTTH-2291 pe lagao pass Str0ng-P@ss abhi", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"str0ng-p@ss\"", "action": "connect_wifi"}
+{"text": "hey assistant laptop ko wifi OnePlus Nord pe lagao pass Welcome123 na", "target": "connect_wifi ssid=\"oneplus nord\" password=\"welcome123\"", "action": "connect_wifi"}
+{"text": "jaldi laptop ko wifi Tenda_8C21F0 pe lagao pass Wifi@2024 yaar", "target": "connect_wifi ssid=\"tenda_8c21f0\" password=\"wifi@2024\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi Excitel-Pro 5G pe lagao pass pi-lab-2026 na", "target": "connect_wifi ssid=\"excitel-pro 5g\" password=\"pi-lab-2026\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi Home 2.4G pe lagao pass Cafe#Free77 yaar", "target": "connect_wifi ssid=\"home 2.4g\" password=\"cafe#free77\"", "action": "connect_wifi"}
+{"text": "ok laptop ko wifi Home 2.4G pe lagao pass lalit.home7 yaar", "target": "connect_wifi ssid=\"home 2.4g\" password=\"lalit.home7\"", "action": "connect_wifi"}
+{"text": "zara laptop ko wifi JioFiber-Home pe lagao pass 9876543210 na", "target": "connect_wifi ssid=\"jiofiber-home\" password=\"9876543210\"", "action": "connect_wifi"}
+{"text": "bhai laptop ko wifi BSNL-FTTH-2291 pe lagao pass Kumar@1987", "target": "connect_wifi ssid=\"bsnl-ftth-2291\" password=\"kumar@1987\"", "action": "connect_wifi"}
+{"text": "connect to the OnePlus Nord wifi", "target": "connect_wifi ssid=\"oneplus nord\"", "action": "connect_wifi"}
+{"text": "ok connect to the Home 2.4G wifi yaar", "target": "connect_wifi ssid=\"home 2.4g\"", "action": "connect_wifi"}
+{"text": "hey assistant connect to the Redmi Note 12 wifi jaldi", "target": "connect_wifi ssid=\"redmi note 12\"", "action": "connect_wifi"}
+{"text": "connect to the JioFiber-Home wifi abhi", "target": "connect_wifi ssid=\"jiofiber-home\"", "action": "connect_wifi"}
+{"text": "hey assistant connect to the OnePlus Nord wifi please", "target": "connect_wifi ssid=\"oneplus nord\"", "action": "connect_wifi"}
+{"text": "jaldi connect to the Excitel-Pro 5G wifi yaar", "target": "connect_wifi ssid=\"excitel-pro 5g\"", "action": "connect_wifi"}
+{"text": "bhai connect to the Redmi Note 12 wifi please", "target": "connect_wifi ssid=\"redmi note 12\"", "action": "connect_wifi"}
+{"text": "connect to the Hathway_3F9C wifi thanks", "target": "connect_wifi ssid=\"hathway_3f9c\"", "action": "connect_wifi"}
+{"text": "hey assistant connect to the Redmi Note 12 wifi", "target": "connect_wifi ssid=\"redmi note 12\"", "action": "connect_wifi"}
+{"text": "ok connect to the Cafe Coffee Day wifi", "target": "connect_wifi ssid=\"cafe coffee day\"", "action": "connect_wifi"}
+{"text": "connect to the Cafe Coffee Day wifi abhi", "target": "connect_wifi ssid=\"cafe coffee day\"", "action": "connect_wifi"}
+{"text": "please connect to the Cafe Coffee Day wifi", "target": "connect_wifi ssid=\"cafe coffee day\"", "action": "connect_wifi"}
+{"text": "connect to the TP-Link_A1B2 wifi please", "target": "connect_wifi ssid=\"tp-link_a1b2\"", "action": "connect_wifi"}
+{"text": "please connect to the Galaxy M31 wifi", "target": "connect_wifi ssid=\"galaxy m31\"", "action": "connect_wifi"}
+{"text": "hey assistant connect to the Vi_Home wifi yaar", "target": "connect_wifi ssid=\"vi_home\"", "action": "connect_wifi"}
+{"text": "bhai connect to the Room 204 wifi abhi", "target": "connect_wifi ssid=\"room 204\"", "action": "connect_wifi"}
+{"text": "zara connect to the Room 204 wifi please", "target": "connect_wifi ssid=\"room 204\"", "action": "connect_wifi"}
+{"text": "zara connect to the Redmi Note 12 wifi please", "target": "connect_wifi ssid=\"redmi note 12\"", "action": "connect_wifi"}
+{"text": "connect to the Kumar_House_2 wifi thanks", "target": "connect_wifi ssid=\"kumar_house_2\"", "action": "connect_wifi"}
+{"text": "ok connect to the Hathway_3F9C wifi jaldi", "target": "connect_wifi ssid=\"hathway_3f9c\"", "action": "connect_wifi"}
+{"text": "connect to the TP-Link_A1B2 wifi na", "target": "connect_wifi ssid=\"tp-link_a1b2\"", "action": "connect_wifi"}
+{"text": "connect to the Galaxy M31 wifi thanks", "target": "connect_wifi ssid=\"galaxy m31\"", "action": "connect_wifi"}
+{"text": "connect to the MyNet wifi", "target": "connect_wifi ssid=\"mynet\"", "action": "connect_wifi"}
+{"text": "ok connect to the iPhone of Ravi wifi", "target": "connect_wifi ssid=\"iphone of ravi\"", "action": "connect_wifi"}
+{"text": "bhai connect to the HomeNet wifi", "target": "connect_wifi ssid=\"homenet\"", "action": "connect_wifi"}
+{"text": "ok connect to the Sharma Ji Home wifi jaldi", "target": "connect_wifi ssid=\"sharma ji home\"", "action": "connect_wifi"}
+{"text": "connect to the Tenda_8C21F0 wifi abhi", "target": "connect_wifi ssid=\"tenda_8c21f0\"", "action": "connect_wifi"}
+{"text": "zara connect to the Galaxy M31 wifi", "target": "connect_wifi ssid=\"galaxy m31\"", "action": "connect_wifi"}
+{"text": "connect to the ACT_Fibernet_7 wifi jaldi", "target": "connect_wifi ssid=\"act_fibernet_7\"", "action": "connect_wifi"}
+{"text": "connect to the Kumar_House_2 wifi abhi", "target": "connect_wifi ssid=\"kumar_house_2\"", "action": "connect_wifi"}
+{"text": "ok connect to the D-Link_DIR615 wifi", "target": "connect_wifi ssid=\"d-link_dir615\"", "action": "connect_wifi"}
+{"text": "please connect to the iPhone of Ravi wifi", "target": "connect_wifi ssid=\"iphone of ravi\"", "action": "connect_wifi"}
+{"text": "bhai connect to the iPhone of Ravi wifi abhi", "target": "connect_wifi ssid=\"iphone of ravi\"", "action": "connect_wifi"}
+{"text": "hey assistant connect to the Vi_Home wifi please", "target": "connect_wifi ssid=\"vi_home\"", "action": "connect_wifi"}
+{"text": "zara connect to the OnePlus Nord wifi", "target": "connect_wifi ssid=\"oneplus nord\"", "action": "connect_wifi"}
+{"text": "jaldi connect to the Mehta_Family wifi", "target": "connect_wifi ssid=\"mehta_family\"", "action": "connect_wifi"}
+{"text": "hey assistant connect to the Tenda_8C21F0 wifi", "target": "connect_wifi ssid=\"tenda_8c21f0\"", "action": "connect_wifi"}
+{"text": "hey assistant connect to the Room 204 wifi please", "target": "connect_wifi ssid=\"room 204\"", "action": "connect_wifi"}
+{"text": "bhai connect to the Galaxy M31 wifi", "target": "connect_wifi ssid=\"galaxy m31\"", "action": "connect_wifi"}
+{"text": "wifi Classroom WiFi bhool jao", "target": "forget_wifi ssid=\"classroom wifi\"", "action": "forget_wifi"}
+{"text": "wifi NETGEAR42 bhool jao na", "target": "forget_wifi ssid=\"netgear42\"", "action": "forget_wifi"}
+{"text": "jaldi wifi TP-Link_A1B2 bhool jao please", "target": "forget_wifi ssid=\"tp-link_a1b2\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi Studio Wifi bhool jao please", "target": "forget_wifi ssid=\"studio wifi\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi Office WiFi 5G bhool jao na", "target": "forget_wifi ssid=\"office wifi 5g\"", "action": "forget_wifi"}
+{"text": "zara wifi Vi_Home bhool jao", "target": "forget_wifi ssid=\"vi_home\"", "action": "forget_wifi"}
+{"text": "bhai wifi TP-Link_A1B2 bhool jao", "target": "forget_wifi ssid=\"tp-link_a1b2\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi Home 2.4G bhool jao thanks", "target": "forget_wifi ssid=\"home 2.4g\"", "action": "forget_wifi"}
+{"text": "bhai wifi Hathway_3F9C bhool jao please", "target": "forget_wifi ssid=\"hathway_3f9c\"", "action": "forget_wifi"}
+{"text": "wifi Vi_Home bhool jao thanks", "target": "forget_wifi ssid=\"vi_home\"", "action": "forget_wifi"}
+{"text": "please wifi Excitel-Pro 5G bhool jao", "target": "forget_wifi ssid=\"excitel-pro 5g\"", "action": "forget_wifi"}
+{"text": "ok wifi Room 204 bhool jao yaar", "target": "forget_wifi ssid=\"room 204\"", "action": "forget_wifi"}
+{"text": "wifi Studio Wifi bhool jao abhi", "target": "forget_wifi ssid=\"studio wifi\"", "action": "forget_wifi"}
+{"text": "jaldi wifi Hostel Block B bhool jao", "target": "forget_wifi ssid=\"hostel block b\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi Tenda_8C21F0 bhool jao jaldi", "target": "forget_wifi ssid=\"tenda_8c21f0\"", "action": "forget_wifi"}
+{"text": "wifi Library-Guest bhool jao abhi", "target": "forget_wifi ssid=\"library-guest\"", "action": "forget_wifi"}
+{"text": "wifi Airtel_5G bhool jao", "target": "forget_wifi ssid=\"airtel_5g\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi Office WiFi 5G bhool jao", "target": "forget_wifi ssid=\"office wifi 5g\"", "action": "forget_wifi"}
+{"text": "ok wifi Kumar_House_2 bhool jao", "target": "forget_wifi ssid=\"kumar_house_2\"", "action": "forget_wifi"}
+{"text": "jaldi wifi Redmi Note 12 bhool jao na", "target": "forget_wifi ssid=\"redmi note 12\"", "action": "forget_wifi"}
+{"text": "ok wifi Redmi Note 12 bhool jao please", "target": "forget_wifi ssid=\"redmi note 12\"", "action": "forget_wifi"}
+{"text": "wifi Studio Wifi bhool jao thanks", "target": "forget_wifi ssid=\"studio wifi\"", "action": "forget_wifi"}
+{"text": "zara wifi D-Link_DIR615 bhool jao jaldi", "target": "forget_wifi ssid=\"d-link_dir615\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi Airtel_5G bhool jao jaldi", "target": "forget_wifi ssid=\"airtel_5g\"", "action": "forget_wifi"}
+{"text": "ok wifi TP-Link_A1B2 bhool jao please", "target": "forget_wifi ssid=\"tp-link_a1b2\"", "action": "forget_wifi"}
+{"text": "wifi JioFiber-Home bhool jao", "target": "forget_wifi ssid=\"jiofiber-home\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi Office WiFi 5G bhool jao yaar", "target": "forget_wifi ssid=\"office wifi 5g\"", "action": "forget_wifi"}
+{"text": "wifi PiLab bhool jao", "target": "forget_wifi ssid=\"pilab\"", "action": "forget_wifi"}
+{"text": "please wifi Home 2.4G bhool jao yaar", "target": "forget_wifi ssid=\"home 2.4g\"", "action": "forget_wifi"}
+{"text": "ok wifi OnePlus Nord bhool jao", "target": "forget_wifi ssid=\"oneplus nord\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi NETGEAR42 bhool jao yaar", "target": "forget_wifi ssid=\"netgear42\"", "action": "forget_wifi"}
+{"text": "hey assistant wifi JioFiber-Home bhool jao yaar", "target": "forget_wifi ssid=\"jiofiber-home\"", "action": "forget_wifi"}
+{"text": "zara wifi PiLab bhool jao", "target": "forget_wifi ssid=\"pilab\"", "action": "forget_wifi"}
+{"text": "bhai wifi Studio Wifi bhool jao", "target": "forget_wifi ssid=\"studio wifi\"", "action": "forget_wifi"}
+{"text": "wifi BSNL-FTTH-2291 bhool jao please", "target": "forget_wifi ssid=\"bsnl-ftth-2291\"", "action": "forget_wifi"}
+{"text": "please wifi Office WiFi 5G bhool jao jaldi", "target": "forget_wifi ssid=\"office wifi 5g\"", "action": "forget_wifi"}
+{"text": "bhai wifi iPhone of Ravi bhool jao yaar", "target": "forget_wifi ssid=\"iphone of ravi\"", "action": "forget_wifi"}
+{"text": "bhai wifi iPhone of Ravi bhool jao jaldi", "target": "forget_wifi ssid=\"iphone of ravi\"", "action": "forget_wifi"}
+{"text": "wifi Sharma Ji Home bhool jao jaldi", "target": "forget_wifi ssid=\"sharma ji home\"", "action": "forget_wifi"}
+{"text": "wifi Mehta_Family bhool jao please", "target": "forget_wifi ssid=\"mehta_family\"", "action": "forget_wifi"}
+{"text": "bhai wifi Hostel Block B bhool jao", "target": "forget_wifi ssid=\"hostel block b\"", "action": "forget_wifi"}
+{"text": "wifi Sharma Ji Home bhool jao please", "target": "forget_wifi ssid=\"sharma ji home\"", "action": "forget_wifi"}
+{"text": "please wifi ACT_Fibernet_7 bhool jao", "target": "forget_wifi ssid=\"act_fibernet_7\"", "action": "forget_wifi"}
+{"text": "ok D-Link_DIR615 ka profile delete kar do", "target": "forget_wifi ssid=\"d-link_dir615\"", "action": "forget_wifi"}
+{"text": "jaldi Sharma Ji Home ka profile delete kar do abhi", "target": "forget_wifi ssid=\"sharma ji home\"", "action": "forget_wifi"}
+{"text": "please BSNL-FTTH-2291 ka profile delete kar do", "target": "forget_wifi ssid=\"bsnl-ftth-2291\"", "action": "forget_wifi"}
+{"text": "bhai Mehta_Family ka profile delete kar do", "target": "forget_wifi ssid=\"mehta_family\"", "action": "forget_wifi"}
+{"text": "zara Airtel_5G ka profile delete kar do abhi", "target": "forget_wifi ssid=\"airtel_5g\"", "action": "forget_wifi"}
+{"text": "TP-Link_A1B2 ka profile delete kar do abhi", "target": "forget_wifi ssid=\"tp-link_a1b2\"", "action": "forget_wifi"}
+{"text": "HomeNet ka profile delete kar do na", "target": "forget_wifi ssid=\"homenet\"", "action": "forget_wifi"}
+{"text": "hey assistant Airtel_5G ka profile delete kar do abhi", "target": "forget_wifi ssid=\"airtel_5g\"", "action": "forget_wifi"}
+{"text": "ok Sharma Ji Home ka profile delete kar do thanks", "target": "forget_wifi ssid=\"sharma ji home\"", "action": "forget_wifi"}
+{"text": "zara PiLab ka profile delete kar do please", "target": "forget_wifi ssid=\"pilab\"", "action": "forget_wifi"}
+{"text": "Room 204 ka profile delete kar do abhi", "target": "forget_wifi ssid=\"room 204\"", "action": "forget_wifi"}
+{"text": "Classroom WiFi ka profile delete kar do please", "target": "forget_wifi ssid=\"classroom wifi\"", "action": "forget_wifi"}
+{"text": "Vi_Home ka profile delete kar do thanks", "target": "forget_wifi ssid=\"vi_home\"", "action": "forget_wifi"}
+{"text": "Sharma Ji Home ka profile delete kar do na", "target": "forget_wifi ssid=\"sharma ji home\"", "action": "forget_wifi"}
+{"text": "D-Link_DIR615 ka profile delete kar do yaar", "target": "forget_wifi ssid=\"d-link_dir615\"", "action": "forget_wifi"}
+{"text": "Mehta_Family ka profile delete kar do thanks", "target": "forget_wifi ssid=\"mehta_family\"", "action": "forget_wifi"}
+{"text": "PiLab ka profile delete kar do", "target": "forget_wifi ssid=\"pilab\"", "action": "forget_wifi"}
+{"text": "ok Airtel_5G ka profile delete kar do thanks", "target": "forget_wifi ssid=\"airtel_5g\"", "action": "forget_wifi"}
+{"text": "hey assistant Mehta_Family ka profile delete kar do na", "target": "forget_wifi ssid=\"mehta_family\"", "action": "forget_wifi"}
+{"text": "zara D-Link_DIR615 ka profile delete kar do", "target": "forget_wifi ssid=\"d-link_dir615\"", "action": "forget_wifi"}
+{"text": "BSNL-FTTH-2291 ka profile delete kar do jaldi", "target": "forget_wifi ssid=\"bsnl-ftth-2291\"", "action": "forget_wifi"}
+{"text": "hey assistant Tenda_8C21F0 ka profile delete kar do jaldi", "target": "forget_wifi ssid=\"tenda_8c21f0\"", "action": "forget_wifi"}
+{"text": "NETGEAR42 ka profile delete kar do thanks", "target": "forget_wifi ssid=\"netgear42\"", "action": "forget_wifi"}
+{"text": "Studio Wifi ka profile delete kar do", "target": "forget_wifi ssid=\"studio wifi\"", "action": "forget_wifi"}
+{"text": "zara ACT_Fibernet_7 ka profile delete kar do abhi", "target": "forget_wifi ssid=\"act_fibernet_7\"", "action": "forget_wifi"}
+{"text": "hey assistant Sharma Ji Home ka profile delete kar do please", "target": "forget_wifi ssid=\"sharma ji home\"", "action": "forget_wifi"}
+{"text": "zara Guest_Network ka profile delete kar do", "target": "forget_wifi ssid=\"guest_network\"", "action": "forget_wifi"}
+{"text": "ok Galaxy M31 ka profile delete kar do abhi", "target": "forget_wifi ssid=\"galaxy m31\"", "action": "forget_wifi"}
+{"text": "iPhone of Ravi ka profile delete kar do", "target": "forget_wifi ssid=\"iphone of ravi\"", "action": "forget_wifi"}
+{"text": "Mehta_Family ka profile delete kar do jaldi", "target": "forget_wifi ssid=\"mehta_family\"", "action": "forget_wifi"}
+{"text": "Hathway_3F9C ka profile delete kar do abhi", "target": "forget_wifi ssid=\"hathway_3f9c\"", "action": "forget_wifi"}
+{"text": "Home 2.4G ka profile delete kar do", "target": "forget_wifi ssid=\"home 2.4g\"", "action": "forget_wifi"}
+{"text": "hey assistant MyNet ka profile delete kar do jaldi", "target": "forget_wifi ssid=\"mynet\"", "action": "forget_wifi"}
+{"text": "please Office WiFi 5G ka profile delete kar do please", "target": "forget_wifi ssid=\"office wifi 5g\"", "action": "forget_wifi"}
+{"text": "bhai Redmi Note 12 ka profile delete kar do thanks", "target": "forget_wifi ssid=\"redmi note 12\"", "action": "forget_wifi"}
+{"text": "please Library-Guest ka profile delete kar do", "target": "forget_wifi ssid=\"library-guest\"", "action": "forget_wifi"}
+{"text": "please D-Link_DIR615 ka profile delete kar do abhi", "target": "forget_wifi ssid=\"d-link_dir615\"", "action": "forget_wifi"}
+{"text": "hey assistant TP-Link_A1B2 ka profile delete kar do na", "target": "forget_wifi ssid=\"tp-link_a1b2\"", "action": "forget_wifi"}
+{"text": "hey assistant HomeNet ka profile delete kar do na", "target": "forget_wifi ssid=\"homenet\"", "action": "forget_wifi"}
+{"text": "HomeNet ka profile delete kar do", "target": "forget_wifi ssid=\"homenet\"", "action": "forget_wifi"}
+{"text": "please Mehta_Family ka profile delete kar do jaldi", "target": "forget_wifi ssid=\"mehta_family\"", "action": "forget_wifi"}
+{"text": "jaldi Hostel Block B ka profile delete kar do yaar", "target": "forget_wifi ssid=\"hostel block b\"", "action": "forget_wifi"}
+{"text": "please Vi_Home ka profile delete kar do abhi", "target": "forget_wifi ssid=\"vi_home\"", "action": "forget_wifi"}
+{"text": "hey assistant Room 204 ka profile delete kar do na", "target": "forget_wifi ssid=\"room 204\"", "action": "forget_wifi"}
+{"text": "ok ACT_Fibernet_7 ka password kya hai abhi", "target": "show_wifi_password ssid=\"act_fibernet_7\"", "action": "show_wifi_password"}
+{"text": "zara Hathway_3F9C ka password kya hai", "target": "show_wifi_password ssid=\"hathway_3f9c\"", "action": "show_wifi_password"}
+{"text": "jaldi Guest_Network ka password kya hai na", "target": "show_wifi_password ssid=\"guest_network\"", "action": "show_wifi_password"}
+{"text": "ok NETGEAR42 ka password kya hai abhi", "target": "show_wifi_password ssid=\"netgear42\"", "action": "show_wifi_password"}
+{"text": "ok Mehta_Family ka password kya hai jaldi", "target": "show_wifi_password ssid=\"mehta_family\"", "action": "show_wifi_password"}
+{"text": "bhai Redmi Note 12 ka password kya hai abhi", "target": "show_wifi_password ssid=\"redmi note 12\"", "action": "show_wifi_password"}
+{"text": "Cafe Coffee Day ka password kya hai abhi", "target": "show_wifi_password ssid=\"cafe coffee day\"", "action": "show_wifi_password"}
+{"text": "jaldi Redmi Note 12 ka password kya hai jaldi", "target": "show_wifi_password ssid=\"redmi note 12\"", "action": "show_wifi_password"}
+{"text": "Cafe Coffee Day ka password kya hai", "target": "show_wifi_password ssid=\"cafe coffee day\"", "action": "show_wifi_password"}
+{"text": "ok Airtel_5G ka password kya hai na", "target": "show_wifi_password ssid=\"airtel_5g\"", "action": "show_wifi_password"}
+{"text": "ok JioFiber-Home ka password kya hai jaldi", "target": "show_wifi_password ssid=\"jiofiber-home\"", "action": "show_wifi_password"}
+{"text": "Library-Guest ka password kya hai", "target": "show_wifi_password ssid=\"library-guest\"", "action": "show_wifi_password"}
+{"text": "MyNet ka password kya hai thanks", "target": "show_wifi_password ssid=\"mynet\"", "action": "show_wifi_password"}
+{"text": "Home 2.4G ka password kya hai abhi", "target": "show_wifi_password ssid=\"home 2.4g\"", "action": "show_wifi_password"}
+{"text": "ok Studio Wifi ka password kya hai", "target": "show_wifi_password ssid=\"studio wifi\"", "action": "show_wifi_password"}
+{"text": "jaldi Kumar_House_2 ka password kya hai thanks", "target": "show_wifi_password ssid=\"kumar_house_2\"", "action": "show_wifi_password"}
+{"text": "hey assistant Kumar_House_2 ka password kya hai", "target": "show_wifi_password ssid=\"kumar_house_2\"", "action": "show_wifi_password"}
+{"text": "ok Redmi Note 12 ka password kya hai abhi", "target": "show_wifi_password ssid=\"redmi note 12\"", "action": "show_wifi_password"}
+{"text": "zara Room 204 ka password kya hai jaldi", "target": "show_wifi_password ssid=\"room 204\"", "action": "show_wifi_password"}
+{"text": "bhai Office WiFi 5G ka password kya hai jaldi", "target": "show_wifi_password ssid=\"office wifi 5g\"", "action": "show_wifi_password"}
+{"text": "OnePlus Nord ka password kya hai", "target": "show_wifi_password ssid=\"oneplus nord\"", "action": "show_wifi_password"}
+{"text": "Airtel_5G ka password kya hai thanks", "target": "show_wifi_password ssid=\"airtel_5g\"", "action": "show_wifi_password"}
+{"text": "hey assistant MyNet ka password kya hai thanks", "target": "show_wifi_password ssid=\"mynet\"", "action": "show_wifi_password"}
+{"text": "jaldi OnePlus Nord ka password kya hai", "target": "show_wifi_password ssid=\"oneplus nord\"", "action": "show_wifi_password"}
+{"text": "bhai Home 2.4G ka password kya hai", "target": "show_wifi_password ssid=\"home 2.4g\"", "action": "show_wifi_password"}
+{"text": "please Cafe Coffee Day ka password kya hai", "target": "show_wifi_password ssid=\"cafe coffee day\"", "action": "show_wifi_password"}
+{"text": "jaldi D-Link_DIR615 ka password kya hai abhi", "target": "show_wifi_password ssid=\"d-link_dir615\"", "action": "show_wifi_password"}
+{"text": "Studio Wifi ka password kya hai abhi", "target": "show_wifi_password ssid=\"studio wifi\"", "action": "show_wifi_password"}
+{"text": "Guest_Network ka password kya hai", "target": "show_wifi_password ssid=\"guest_network\"", "action": "show_wifi_password"}
+{"text": "D-Link_DIR615 ka password kya hai", "target": "show_wifi_password ssid=\"d-link_dir615\"", "action": "show_wifi_password"}
+{"text": "Redmi Note 12 ka password kya hai abhi", "target": "show_wifi_password ssid=\"redmi note 12\"", "action": "show_wifi_password"}
+{"text": "bhai Classroom WiFi ka password kya hai abhi", "target": "show_wifi_password ssid=\"classroom wifi\"", "action": "show_wifi_password"}
+{"text": "please BSNL-FTTH-2291 ka password kya hai thanks", "target": "show_wifi_password ssid=\"bsnl-ftth-2291\"", "action": "show_wifi_password"}
+{"text": "Home 2.4G ka password kya hai", "target": "show_wifi_password ssid=\"home 2.4g\"", "action": "show_wifi_password"}
+{"text": "zara NETGEAR42 ka password kya hai abhi", "target": "show_wifi_password ssid=\"netgear42\"", "action": "show_wifi_password"}

executor/commands.py

@@ -0,0 +1,346 @@
+"""Command templates for every union action.  CMD[action] = {"win": "<kind>:<template>", "pi": "<kind>:<template>"}
+kind: ps (PowerShell) | cmd (cmd.exe) | sh (bash) | key (key combo) | open (URL/file via default handler) | py (executor builtin)
+None = not available on that platform.
+Placeholders are slot names ({pin}, {path}, {query} ...) plus derived ones the executor fills in:
+  {seconds} {minutes} (from amount+unit) {step} (default 10) {sudo} ('sudo ' when needed_sudo) {home}
+  {app_win} {app_pi} {site_url} {folder_win} {folder_pi} {page_uri} {svc_unit} {svc_win} {mode_cmd} {gpio} (bcm number after board->bcm)
+Values are shell-quoted by the executor before substitution; templates must not add their own quotes around {…}.
+"""
+from tables import WIN_AUDIO as _A, WIN_KEYS as _K, WIN_BT as _B, WIN_SCREENSHOT as _S
+def _esc(x): return x.replace('{', '{{').replace('}', '}}')   # embedded PowerShell/C# braces must survive str.format
+WIN_AUDIO, WIN_KEYS, WIN_BT, WIN_SCREENSHOT = _esc(_A), _esc(_K), _esc(_B), _esc(_S)
+
+def K(win, pi): return {"win": win, "pi": pi}
+PS_BRIGHT = "$m=Get-CimInstance -Namespace root/WMI -ClassName WmiMonitorBrightnessMethods; if(-not $m){{throw 'No controllable backlight'}}; "
+PI_BRIGHT = "B=$(ls /sys/class/backlight | head -1); M=$(cat /sys/class/backlight/$B/max_brightness); "
+CMD = {}
+# ------------------------------------------------------------------ audio
+CMD["set_volume"] = K("ps:" + WIN_AUDIO + "[Audio]::Mute=$false; [Audio]::Volume={value}/100", "sh:wpctl set-volume -l 1.0 @DEFAULT_AUDIO_SINK@ {value}% || amixer -q sset Master {value}%")
+CMD["volume_up"] = K("ps:" + WIN_AUDIO + "$v=[Audio]::Volume+{step}/100; [Audio]::Volume=[Math]::Min(1,$v); [int]([Audio]::Volume*100)", "sh:wpctl set-volume -l 1.0 @DEFAULT_AUDIO_SINK@ {step}%+")
+CMD["volume_down"] = K("ps:" + WIN_AUDIO + "$v=[Audio]::Volume-{step}/100; [Audio]::Volume=[Math]::Max(0,$v); [int]([Audio]::Volume*100)", "sh:wpctl set-volume @DEFAULT_AUDIO_SINK@ {step}%-")
+CMD["mute"] = K("ps:" + WIN_AUDIO + "[Audio]::Mute=$true", "sh:wpctl set-mute @DEFAULT_AUDIO_SINK@ 1")
+CMD["unmute"] = K("ps:" + WIN_AUDIO + "[Audio]::Mute=$false", "sh:wpctl set-mute @DEFAULT_AUDIO_SINK@ 0")
+CMD["get_volume"] = K("ps:" + WIN_AUDIO + "[int]([Audio]::Volume*100)", "sh:wpctl get-volume @DEFAULT_AUDIO_SINK@")
+CMD["mic_mute"] = K("ps:" + WIN_AUDIO.replace("GetDefaultAudioEndpoint(0, 1", "GetDefaultAudioEndpoint(1, 1") + "[Audio]::Mute=$true", "sh:wpctl set-mute @DEFAULT_AUDIO_SOURCE@ 1")
+CMD["mic_unmute"] = K("ps:" + WIN_AUDIO.replace("GetDefaultAudioEndpoint(0, 1", "GetDefaultAudioEndpoint(1, 1") + "[Audio]::Mute=$false", "sh:wpctl set-mute @DEFAULT_AUDIO_SOURCE@ 0")
+CMD["set_audio_output"] = K("ps:Get-PnpDevice -Class AudioEndpoint | Where-Object FriendlyName -match {output} | Select-Object -First 1 FriendlyName; Write-Output 'select this device in Settings > Sound (no CLI default-switch API)'", "sh:wpctl status | grep -iA3 sinks; ID=$(wpctl status | grep -i {output} | grep -o '[0-9]*\\.' | head -1 | tr -d .); [ -n \"$ID\" ] && wpctl set-default $ID")
+CMD["list_audio_devices"] = K("ps:Get-PnpDevice -Class AudioEndpoint,MEDIA | Where-Object Status -eq OK | Select-Object FriendlyName,Class", "sh:aplay -l; arecord -l; wpctl status")
+CMD["record_audio"] = K("ps:Write-Output 'use: ffmpeg -f dshow -i audio=<mic> -t {seconds} rec.wav'; ffmpeg -f dshow -i audio=default -t {seconds} $env:USERPROFILE\\rec.wav", "sh:arecord -f S16_LE -r 16000 -c1 -d {seconds} ~/rec_$(date +%s).wav && echo saved")
+# ------------------------------------------------------------------ display
+CMD["set_brightness"] = K("ps:" + PS_BRIGHT + "$m | Invoke-CimMethod -MethodName WmiSetBrightness -Arguments @{{Timeout=1;Brightness=[byte]{value}}}", "sh:brightnessctl set {value}% 2>/dev/null || (" + PI_BRIGHT + "echo $(( {value} * M / 100 )) | sudo tee /sys/class/backlight/$B/brightness)")
+CMD["brightness_up"] = K("ps:$c=(Get-CimInstance -Namespace root/WMI -ClassName WmiMonitorBrightness).CurrentBrightness; $n=[Math]::Min(100,$c+{step}); " + PS_BRIGHT + "$m | Invoke-CimMethod -MethodName WmiSetBrightness -Arguments @{{Timeout=1;Brightness=[byte]$n}}; $n", "sh:brightnessctl set +{step}%")
+CMD["brightness_down"] = K("ps:$c=(Get-CimInstance -Namespace root/WMI -ClassName WmiMonitorBrightness).CurrentBrightness; $n=[Math]::Max(0,$c-{step}); " + PS_BRIGHT + "$m | Invoke-CimMethod -MethodName WmiSetBrightness -Arguments @{{Timeout=1;Brightness=[byte]$n}}; $n", "sh:brightnessctl set {step}%-")
+CMD["get_brightness"] = K("ps:(Get-CimInstance -Namespace root/WMI -ClassName WmiMonitorBrightness).CurrentBrightness", "sh:brightnessctl get 2>/dev/null || cat /sys/class/backlight/*/brightness")
+CMD["night_light_on"] = K("cmd:start ms-settings:nightlight", "sh:command -v wlsunset >/dev/null && (wlsunset -t 4000 -T 4001 &) || echo 'install wlsunset / redshift'")
+CMD["night_light_off"] = K("cmd:start ms-settings:nightlight", "sh:pkill wlsunset; pkill redshift; echo 'night light off'")
+CMD["dark_mode_on"] = K("ps:Set-ItemProperty HKCU:\\Software\\Microsoft\\Windows\\CurrentVersion\\Themes\\Personalize AppsUseLightTheme 0; Set-ItemProperty HKCU:\\Software\\Microsoft\\Windows\\CurrentVersion\\Themes\\Personalize SystemUsesLightTheme 0", "sh:gsettings set org.gnome.desktop.interface color-scheme prefer-dark 2>/dev/null || echo 'set dark theme in Appearance settings'")
+CMD["dark_mode_off"] = K("ps:Set-ItemProperty HKCU:\\Software\\Microsoft\\Windows\\CurrentVersion\\Themes\\Personalize AppsUseLightTheme 1; Set-ItemProperty HKCU:\\Software\\Microsoft\\Windows\\CurrentVersion\\Themes\\Personalize SystemUsesLightTheme 1", "sh:gsettings set org.gnome.desktop.interface color-scheme prefer-light 2>/dev/null || echo 'set light theme in Appearance settings'")
+CMD["screen_off"] = K("ps:(Add-Type '[DllImport(\"user32.dll\")]public static extern int SendMessage(int hWnd,int hMsg,int wParam,int lParam);' -Name a -Pas)::SendMessage(-1,0x0112,0xF170,2)", "sh:wlr-randr --output HDMI-A-1 --off 2>/dev/null || xset dpms force off")
+CMD["display_mode"] = K("cmd:{mode_cmd}", None)
+CMD["list_displays"] = K("ps:Get-CimInstance Win32_VideoController | Select-Object Name,CurrentHorizontalResolution,CurrentVerticalResolution,CurrentRefreshRate", "sh:kmsprint 2>/dev/null || wlr-randr 2>/dev/null || xrandr")
+CMD["set_resolution"] = K("ps:Write-Output 'Windows has no built-in CLI for resolution; opening Display settings'; start ms-settings:display", "sh:wlr-randr --output $(wlr-randr | head -1 | cut -d' ' -f1) --mode {resolution} 2>/dev/null || xrandr -s {resolution}")
+CMD["set_display_scale"] = K("ps:start ms-settings:display; Write-Output 'set scale to {value}% in Display settings'", "sh:wlr-randr --output $(wlr-randr | head -1 | cut -d' ' -f1) --scale $(echo 'scale=2; {value}/100' | bc)")
+CMD["set_refresh_rate"] = K("ps:start ms-settings:display-advanced; Write-Output 'choose {value} Hz'", "sh:M=$(wlr-randr | grep -m1 current | awk '{{print $1}}'); wlr-randr --output $(wlr-randr | head -1 | cut -d' ' -f1) --mode ${{M}}@{value}")
+CMD["rotate_screen"] = K("ps:start ms-settings:display; Write-Output 'orientation {orientation}'", "sh:wlr-randr --output $(wlr-randr | head -1 | cut -d' ' -f1) --transform {orientation_wl}")
+CMD["high_contrast_on"] = K("key:shift+alt+printscreen", "sh:gsettings set org.gnome.desktop.a11y.interface high-contrast true 2>/dev/null || echo 'enable High Contrast in Accessibility'")
+CMD["high_contrast_off"] = K("key:shift+alt+printscreen", "sh:gsettings set org.gnome.desktop.a11y.interface high-contrast false 2>/dev/null || echo 'disable High Contrast in Accessibility'")
+CMD["set_wallpaper"] = K("ps:Add-Type -TypeDefinition 'using System.Runtime.InteropServices; public class W {{ [DllImport(\"user32.dll\")] public static extern int SystemParametersInfo(int a,int b,string c,int d); }}'; [W]::SystemParametersInfo(20,0,(Resolve-Path {path}),3)", "sh:pcmanfm --set-wallpaper {path} 2>/dev/null || gsettings set org.gnome.desktop.background picture-uri file://$(realpath {path})")
+CMD["screenshot"] = K("ps:" + WIN_SCREENSHOT, "sh:grim ~/Pictures/shot_$(date +%s).png 2>/dev/null || scrot ~/Pictures/shot_$(date +%s).png; echo saved")
+CMD["screen_record_start"] = K("key:win+alt+r", "sh:(wf-recorder -f ~/Videos/rec_$(date +%s).mp4 >/dev/null 2>&1 &) && echo recording")
+CMD["screen_record_stop"] = K("key:win+alt+r", "sh:pkill -INT wf-recorder && echo stopped")
+CMD["fullscreen"] = K("key:f11", "key:F11")
+CMD["magnifier_on"] = K("key:win+plus", "sh:echo 'no magnifier on Pi OS; use zoom'")
+CMD["magnifier_off"] = K("key:win+escape", "sh:echo 'no magnifier on Pi OS'")
+CMD["narrator_on"] = K("key:win+ctrl+enter", "sh:orca & 2>/dev/null || echo 'install orca'")
+CMD["narrator_off"] = K("key:win+ctrl+enter", "sh:pkill orca")
+CMD["onscreen_keyboard"] = K("cmd:start osk", "sh:onboard & 2>/dev/null || matchbox-keyboard &")
+# ------------------------------------------------------------------ power / session
+CMD["shutdown"] = K("cmd:shutdown /s /t {seconds}", "sh:{sudo}shutdown -h +{minutes}")
+CMD["restart"] = K("cmd:shutdown /r /t {seconds}", "sh:{sudo}shutdown -r +{minutes}")
+CMD["cancel_shutdown"] = K("cmd:shutdown /a", "sh:{sudo}shutdown -c")
+CMD["sleep"] = K("cmd:rundll32.exe powrprof.dll,SetSuspendState 0,1,0", "sh:{sudo}systemctl suspend")
+CMD["hibernate"] = K("cmd:shutdown /h", "sh:{sudo}systemctl hibernate")
+CMD["lock_screen"] = K("cmd:rundll32.exe user32.dll,LockWorkStation", "sh:loginctl lock-session 2>/dev/null || xdg-screensaver lock")
+CMD["sign_out"] = K("cmd:shutdown /l", "sh:loginctl terminate-user $USER")
+CMD["switch_user"] = K("cmd:tsdiscon", "sh:dm-tool switch-to-greeter 2>/dev/null || echo 'no display manager switch'")
+CMD["battery_saver_on"] = K("cmd:powercfg /setactive a1841308-3541-4fab-bc81-f71556f20b4a", "sh:echo powersave | {sudo}tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor")
+CMD["battery_saver_off"] = K("cmd:powercfg /setactive 381b4222-f694-41f0-9685-ff5bb260df2e", "sh:echo ondemand | {sudo}tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor")
+CMD["get_battery"] = K("ps:Get-CimInstance Win32_Battery | Select-Object EstimatedChargeRemaining,BatteryStatus", "sh:cat /sys/class/power_supply/BAT*/capacity 2>/dev/null || echo 'no battery (mains powered)'")
+CMD["power_mode"] = K("cmd:powercfg /setactive {power_guid}", "sh:echo {governor_for_mode} | {sudo}tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor")
+CMD["set_cpu_governor"] = K(None, "sh:echo {governor} | {sudo}tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor")
+CMD["get_cpu_governor"] = K("cmd:powercfg /getactivescheme", "sh:cat /sys/devices/system/cpu/cpu0/cpufreq/scaling_governor")
+# ------------------------------------------------------------------ network
+CMD["wifi_on"] = K("cmd:netsh interface set interface Wi-Fi enabled", "sh:{sudo}nmcli radio wifi on")
+CMD["wifi_off"] = K("cmd:netsh interface set interface Wi-Fi disabled", "sh:{sudo}nmcli radio wifi off")
+CMD["bluetooth_on"] = K("ps:" + WIN_BT.replace("STATE", "On"), "sh:{sudo}rfkill unblock bluetooth; bluetoothctl power on")
+CMD["bluetooth_off"] = K("ps:" + WIN_BT.replace("STATE", "Off"), "sh:bluetoothctl power off")
+CMD["bluetooth_connect"] = K("cmd:start ms-settings:bluetooth", "sh:MAC=$(bluetoothctl devices | grep -i {device} | awk '{{print $2}}' | head -1); [ -n \"$MAC\" ] && bluetoothctl connect $MAC || echo 'device not paired'")
+CMD["list_bluetooth_devices"] = K("ps:Get-PnpDevice -Class Bluetooth | Where-Object Status -eq OK | Select-Object FriendlyName", "sh:bluetoothctl devices; timeout 5 bluetoothctl scan on 2>/dev/null")
+CMD["airplane_mode_on"] = K("cmd:start ms-settings:network-airplanemode", "sh:{sudo}rfkill block all")
+CMD["airplane_mode_off"] = K("cmd:start ms-settings:network-airplanemode", "sh:{sudo}rfkill unblock all")
+CMD["hotspot_on"] = K("cmd:start ms-settings:network-mobilehotspot", "sh:{sudo}nmcli dev wifi hotspot ssid {ssid}{pw_arg}")
+CMD["hotspot_off"] = K("cmd:start ms-settings:network-mobilehotspot", "sh:{sudo}nmcli con down Hotspot")
+CMD["connect_wifi"] = K('ps:$s={ssid}; $p={password}; $e=[Security.SecurityElement]::Escape($s); $known=(netsh wlan show profiles) -match (\':\\s*\'+[regex]::Escape($s)+\'\\s*$\'); if ($p -or -not $known) {{ if ($p) {{ $sec=\'<authEncryption><authentication>WPA2PSK</authentication><encryption>AES</encryption><useOneX>false</useOneX></authEncryption><sharedKey><keyType>passPhrase</keyType><protected>false</protected><keyMaterial>\'+[Security.SecurityElement]::Escape($p)+\'</keyMaterial></sharedKey>\' }} else {{ $sec=\'<authEncryption><authentication>open</authentication><encryption>none</encryption><useOneX>false</useOneX></authEncryption>\' }}; $x=\'<?xml version="1.0"?><WLANProfile xmlns="http://www.microsoft.com/networking/WLAN/profile/v1"><name>\'+$e+\'</name><SSIDConfig><SSID><name>\'+$e+\'</name></SSID></SSIDConfig><connectionType>ESS</connectionType><connectionMode>auto</connectionMode><MSM><security>\'+$sec+\'</security></MSM></WLANProfile>\'; $f=Join-Path $env:TEMP (\'wifi_\'+[guid]::NewGuid()+\'.xml\'); [IO.File]::WriteAllText($f,$x); netsh wlan add profile filename="$f" user=current; Remove-Item $f }}; netsh wlan connect name="$s" ssid="$s"', 'sh:{sudo}nmcli dev wifi connect {ssid}{pw_arg} || {sudo}nmcli con up id {ssid}')
+CMD["disconnect_wifi"] = K("cmd:netsh wlan disconnect", "sh:{sudo}nmcli dev disconnect wlan0")
+CMD["forget_wifi"] = K("cmd:netsh wlan delete profile name={ssid}", "sh:{sudo}nmcli con delete {ssid}")
+CMD["show_wifi_password"] = K("cmd:netsh wlan show profile name={ssid} key=clear", "sh:{sudo}nmcli -s -g 802-11-wireless-security.psk con show {ssid}")
+CMD["list_wifi"] = K("cmd:netsh wlan show networks mode=bssid", "sh:nmcli dev wifi rescan; nmcli dev wifi list")
+CMD["get_wifi_signal"] = K("cmd:netsh wlan show interfaces", "sh:iw dev wlan0 link")
+CMD["network_status"] = K("cmd:netsh interface show interface & ping -n 1 8.8.8.8", "sh:nmcli dev status; nmcli networking connectivity")
+CMD["get_ip"] = K("cmd:ipconfig", "sh:hostname -I; ip -br a")
+CMD["get_public_ip"] = K("ps:(Invoke-RestMethod https://api.ipify.org)", "sh:curl -s https://api.ipify.org; echo")
+CMD["get_mac_address"] = K("cmd:getmac /v", "sh:ip -br link")
+CMD["get_default_gateway"] = K("cmd:route print 0.0.0.0", "sh:ip r")
+CMD["list_arp"] = K("cmd:arp -a", "sh:ip neigh")
+CMD["list_connections"] = K("cmd:netstat -an", "sh:ss -tun")
+CMD["list_open_ports"] = K("cmd:netstat -ano | findstr LISTENING", "sh:{sudo}ss -tulnp")
+CMD["ping"] = K("cmd:ping -n 3 {host}", "sh:ping -c 3 -W 1 -- {host}")
+CMD["traceroute"] = K("cmd:tracert -d {host}", "sh:mtr -r -c 10 {host} 2>/dev/null || traceroute {host}")
+CMD["dns_lookup"] = K("cmd:nslookup {host}", "sh:dig +short {host} || nslookup {host}")
+CMD["flush_dns"] = K("cmd:ipconfig /flushdns", "sh:{sudo}resolvectl flush-caches 2>/dev/null || {sudo}systemd-resolve --flush-caches")
+CMD["speed_test"] = K("ps:Write-Output 'requires speedtest-cli'; speedtest-cli --simple", "sh:speedtest-cli --simple")
+CMD["check_port"] = K("ps:Test-NetConnection {host} -Port {port}", "sh:nc -zv -w 3 {host} {port}")
+CMD["scan_lan"] = K("cmd:arp -a", "sh:nmap -sn $(ip -o -f inet addr show | awk '/wlan0|eth0/ {{print $4; exit}}')")
+CMD["scan_ports"] = K("ps:1..1024 | ForEach-Object {{ if((Test-NetConnection {host} -Port $_ -InformationLevel Quiet)){{$_}} }}", "sh:nmap -p 1-1024 {host}")
+CMD["discover_devices"] = K("cmd:arp -a", "sh:avahi-browse -art | grep -E 'hostname|address' | sort -u")
+CMD["get_ethernet_status"] = K("cmd:netsh interface show interface", "sh:ethtool eth0 | grep -E 'Speed|Duplex|Link'")
+CMD["get_bandwidth_usage"] = K("ps:Get-NetAdapterStatistics | Select-Object Name,ReceivedBytes,SentBytes", "sh:vnstat 2>/dev/null || {sudo}iftop -t -s 5 -i wlan0")
+CMD["get_radio_status"] = K("cmd:netsh interface show interface", "sh:rfkill list")
+CMD["run_network_benchmark"] = K("ps:iperf3 -c {host} -t 10", "sh:iperf3 -c {host} -t 10")
+CMD["packet_capture"] = K("ps:pktmon start --capture; Start-Sleep 10; pktmon stop", "sh:{sudo}timeout 15 tcpdump -i {iface} -c 100")
+CMD["vpn_connect"] = K("cmd:rasdial", "sh:{sudo}nmcli con up $(nmcli -t -f NAME,TYPE con show | grep vpn | cut -d: -f1 | head -1)")
+CMD["vpn_disconnect"] = K("cmd:rasdial /disconnect", "sh:{sudo}nmcli con down $(nmcli -t -f NAME,TYPE con show --active | grep vpn | cut -d: -f1 | head -1)")
+CMD["firewall_on"] = K("cmd:netsh advfirewall set allprofiles state on", "sh:{sudo}ufw --force enable")
+CMD["firewall_off"] = K("cmd:netsh advfirewall set allprofiles state off", "sh:{sudo}ufw disable")
+CMD["firewall_status"] = K("cmd:netsh advfirewall show allprofiles state", "sh:{sudo}ufw status verbose")
+CMD["firewall_allow"] = K("cmd:netsh advfirewall firewall add rule name=allow_{port} dir=in action=allow protocol=TCP localport={port}", "sh:{sudo}ufw allow {port}")
+CMD["firewall_deny"] = K("cmd:netsh advfirewall firewall add rule name=deny_{port} dir=in action=block protocol=TCP localport={port}", "sh:{sudo}ufw deny {port}")
+CMD["list_banned_ips"] = K(None, "sh:{sudo}fail2ban-client status sshd")
+CMD["unban_ip"] = K(None, "sh:{sudo}fail2ban-client set sshd unbanip {ip}")
+CMD["remote_shell"] = K("cmd:start ssh {user}@{host}", "sh:x-terminal-emulator -e ssh {user}@{host} &")
+CMD["copy_ssh_key"] = K("ps:type $env:USERPROFILE\\.ssh\\id_ed25519.pub | ssh {host} 'cat >> .ssh/authorized_keys'", "sh:ssh-copy-id {host}")
+CMD["port_forward"] = K("cmd:start ssh -L {port}:localhost:{port} {host}", "sh:(ssh -N -L {port}:localhost:{port} {host} &) && echo 'tunnel up'")
+CMD["transfer_files"] = K("cmd:scp -r {file} {host}:~/", "sh:rsync -avz --progress {file} {host}:~/ 2>/dev/null || scp -r {file} {host}:~/")
+CMD["download_file"] = K("ps:Invoke-WebRequest {url} -OutFile (Split-Path -Leaf {url})", "sh:cd ~/Downloads 2>/dev/null; wget -c {url}")
+# ------------------------------------------------------------------ apps / windows / browser / keys
+CMD["open_app"] = K("cmd:{app_win}", "sh:{app_pi}")
+CMD["close_app"] = K("cmd:taskkill /im {proc_win}", "sh:pkill -f {proc_pi}")
+CMD["switch_to_app"] = K("ps:(New-Object -ComObject WScript.Shell).AppActivate({app})", "sh:wmctrl -a {app} 2>/dev/null || xdotool search --name {app} windowactivate")
+CMD["uninstall_app"] = K("cmd:winget uninstall {app}", "sh:{sudo}apt remove -y {app}")
+CMD["list_installed_apps"] = K("cmd:winget list", "sh:dpkg-query -W -f='${{Package}}\\n' | head -200")
+CMD["minimize_window"] = K("key:win+down", "key:super+h")
+CMD["maximize_window"] = K("key:win+up", "key:super+Up")
+CMD["close_window"] = K("key:alt+f4", "key:alt+F4")
+CMD["show_desktop"] = K("key:win+d", "key:super+d")
+CMD["switch_window"] = K("key:alt+tab", "key:alt+Tab")
+CMD["snap_left"] = K("key:win+left", "key:super+Left")
+CMD["snap_right"] = K("key:win+right", "key:super+Right")
+CMD["task_view"] = K("key:win+tab", "key:super+Tab")
+CMD["new_virtual_desktop"] = K("key:win+ctrl+d", "sh:echo 'no virtual desktops on Pi OS Wayfire'")
+CMD["open_site"] = K("open:{site_url}", "open:{site_url}")
+CMD["open_url"] = K("open:{url_full}", "open:{url_full}")
+CMD["web_search"] = K("open:https://www.google.com/search?q={query_url}", "open:https://www.google.com/search?q={query_url}")
+CMD["youtube_search"] = K("open:https://www.youtube.com/results?search_query={query_url}", "open:https://www.youtube.com/results?search_query={query_url}")
+CMD["web_login"] = K("py:web_login", "py:web_login")
+CMD["new_tab"] = K("key:ctrl+t", "key:ctrl+t"); CMD["close_tab"] = K("key:ctrl+w", "key:ctrl+w"); CMD["reopen_tab"] = K("key:ctrl+shift+t", "key:ctrl+shift+t")
+CMD["next_tab"] = K("key:ctrl+tab", "key:ctrl+Tab"); CMD["prev_tab"] = K("key:ctrl+shift+tab", "key:ctrl+shift+Tab")
+CMD["refresh"] = K("key:f5", "key:F5"); CMD["browser_back"] = K("key:alt+left", "key:alt+Left"); CMD["browser_forward"] = K("key:alt+right", "key:alt+Right")
+CMD["zoom_in"] = K("key:ctrl+plus", "key:ctrl+plus"); CMD["zoom_out"] = K("key:ctrl+minus", "key:ctrl+minus"); CMD["zoom_reset"] = K("key:ctrl+0", "key:ctrl+0")
+CMD["incognito_window"] = K("cmd:start msedge --inprivate", "sh:chromium-browser --incognito &")
+CMD["bookmark_page"] = K("key:ctrl+d", "key:ctrl+d"); CMD["find_in_page"] = K("py:find_in_page", "py:find_in_page")
+CMD["print_page"] = K("key:ctrl+p", "key:ctrl+p"); CMD["scroll_down"] = K("key:pagedown", "key:Page_Down"); CMD["scroll_up"] = K("key:pageup", "key:Page_Up")
+CMD["media_play"] = K("key:media_play_pause", "sh:playerctl play 2>/dev/null || xdotool key XF86AudioPlay")
+CMD["media_pause"] = K("key:media_play_pause", "sh:playerctl pause 2>/dev/null || xdotool key XF86AudioPause")
+CMD["media_play_pause"] = K("key:media_play_pause", "sh:playerctl play-pause 2>/dev/null || xdotool key XF86AudioPlay")
+CMD["media_next"] = K("key:media_next", "sh:playerctl next 2>/dev/null || xdotool key XF86AudioNext")
+CMD["media_prev"] = K("key:media_prev", "sh:playerctl previous 2>/dev/null || xdotool key XF86AudioPrev")
+CMD["copy"] = K("key:ctrl+c", "key:ctrl+c"); CMD["paste"] = K("key:ctrl+v", "key:ctrl+v"); CMD["cut"] = K("key:ctrl+x", "key:ctrl+x")
+CMD["undo"] = K("key:ctrl+z", "key:ctrl+z"); CMD["redo"] = K("key:ctrl+y", "key:ctrl+y"); CMD["select_all"] = K("key:ctrl+a", "key:ctrl+a"); CMD["save_file"] = K("key:ctrl+s", "key:ctrl+s")
+CMD["type_text"] = K("ps:Add-Type -AssemblyName System.Windows.Forms; [System.Windows.Forms.SendKeys]::SendWait({text_sendkeys})", "sh:xdotool type --delay 20 {text} 2>/dev/null || wtype {text}")
+CMD["press_key"] = K("key:{key}", "key:{key_x}")
+CMD["emoji_panel"] = K("key:win+period", "sh:echo 'no emoji panel on Pi OS'")
+CMD["switch_input_language"] = K("key:win+space", "sh:setxkbmap -query")
+CMD["clipboard_history"] = K("key:win+v", "sh:echo 'install clipman / copyq for clipboard history'")
+CMD["repeat_last"] = K("py:repeat_last", "py:repeat_last")
+CMD["help"] = K("py:help", "py:help")
+CMD["unknown"] = K("py:noop", "py:noop")
+CMD["clarify"] = K("py:clarify", "py:clarify")
+# ------------------------------------------------------------------ files
+CMD["open_folder"] = K("cmd:explorer {folder_win}", "sh:xdg-open {folder_pi} &")
+CMD["open_file"] = K("cmd:start \"\" {path}", "sh:xdg-open {path} &")
+CMD["create_folder"] = K("ps:New-Item -ItemType Directory -Force -Path {path} | Out-Null; 'created'", "sh:mkdir -p -- {path} && echo created")
+CMD["create_file"] = K("ps:New-Item -ItemType File -Force -Path {path} | Out-Null; 'created'", "sh:mkdir -p \"$(dirname {path})\" && touch -- {path} && echo created")
+CMD["delete_file"] = K("ps:Remove-Item -LiteralPath {path} -Confirm:$false", "sh:rm -f -- {path} && echo deleted")
+CMD["read_file"] = K("ps:Get-Content -LiteralPath {path} -TotalCount 200", "sh:head -n 200 -- {path}")
+CMD["hash_file"] = K("ps:(Get-FileHash -LiteralPath {path} -Algorithm SHA256).Hash", "sh:sha256sum -- {path}")
+CMD["list_files"] = K("ps:Get-ChildItem -LiteralPath {path} | Select-Object Mode,Length,Name", "sh:ls -la -- {path}")
+CMD["copy_file"] = K("ps:Copy-Item -LiteralPath {src} -Destination {dst}; 'copied'", "sh:cp -r -- {src} {dst} && echo copied")
+CMD["move_file"] = K("ps:Move-Item -LiteralPath {src} -Destination {dst}; 'moved'", "sh:mv -- {src} {dst} && echo moved")
+CMD["rename_file"] = K("ps:Rename-Item -LiteralPath {src} -NewName {dst}; 'renamed'", "sh:mv -- {src} {dst} && echo renamed")
+CMD["search_files"] = K("ps:Get-ChildItem $env:USERPROFILE -Recurse -Filter *{query}* -ErrorAction SilentlyContinue | Select-Object -First 50 FullName", "sh:find ~ -iname '*'{query}'*' 2>/dev/null | head -50")
+CMD["search_in_files"] = K("ps:Get-ChildItem $env:USERPROFILE -Recurse -File -ErrorAction SilentlyContinue | Select-String -Pattern {query} -List | Select-Object -First 50 Path", "sh:grep -rIl -- {query} ~ 2>/dev/null | head -50")
+CMD["recent_files"] = K("cmd:explorer shell:recent", "sh:ls -lt ~ ~/Documents ~/Downloads 2>/dev/null | head -30")
+CMD["compress_file"] = K("ps:Compress-Archive -LiteralPath {path} -DestinationPath ({path}+'.zip') -Force; 'zipped'", "sh:zip -r -- {path}.zip {path} && echo zipped")
+CMD["extract_archive"] = K("ps:Expand-Archive -LiteralPath {path} -DestinationPath . -Force; 'extracted'", "sh:case {path} in *.zip) unzip -o -- {path};; *.tar.gz|*.tgz) tar -xzvf {path};; *) 7z x -- {path};; esac")
+CMD["open_recycle_bin"] = K("cmd:explorer shell:RecycleBinFolder", "sh:xdg-open trash:/// &")
+CMD["empty_recycle_bin"] = K("ps:Clear-RecycleBin -Force", "sh:rm -rf ~/.local/share/Trash/files/* ~/.local/share/Trash/info/* && echo emptied")
+CMD["clear_temp_files"] = K("ps:Remove-Item $env:TEMP\\* -Recurse -Force -ErrorAction SilentlyContinue; 'temp cleared'", "sh:{sudo}apt clean; rm -rf ~/.cache/thumbnails/*; echo cleared")
+CMD["get_folder_sizes"] = K("ps:Get-ChildItem $env:USERPROFILE -Directory | ForEach-Object {{ [pscustomobject]@{{Folder=$_.Name; MB=[int]((Get-ChildItem $_.FullName -Recurse -File -ErrorAction SilentlyContinue | Measure-Object Length -Sum).Sum/1MB)}} }} | Sort-Object MB -Descending", "sh:du -h --max-depth=1 ~ 2>/dev/null | sort -h | tail -20")
+CMD["create_symlink"] = K("cmd:mklink /D {link} {path}", "sh:ln -s -- {path} {link} && echo linked")
+CMD["set_permissions"] = K("cmd:icacls {path} /grant %USERNAME%:F", "sh:chmod +x -- {path} && ls -l -- {path}")
+CMD["set_owner"] = K("cmd:icacls {path} /setowner {user}", "sh:{sudo}chown -R {user}:{user} -- {path}")
+CMD["print_file"] = K("ps:Start-Process -FilePath {path} -Verb Print", "sh:lp -- {path}")
+CMD["list_printers"] = K("ps:Get-Printer | Select-Object Name,DriverName,PortName", "sh:lpstat -p -d")
+CMD["set_default_printer"] = K("ps:(Get-CimInstance Win32_Printer | Where-Object Name -match {name}) | Invoke-CimMethod -MethodName SetDefaultPrinter", "sh:lpadmin -d {name}")
+# ------------------------------------------------------------------ system info
+CMD["get_system_info"] = K("cmd:systeminfo | findstr /B /C:\"OS Name\" /C:\"OS Version\" /C:\"System Model\" /C:\"Processor\" /C:\"Total Physical\"", "sh:cat /proc/device-tree/model; echo; uname -a; grep PRETTY /etc/os-release; lscpu | grep -E 'Model name|CPU\\(s\\)'; free -h | head -2")
+CMD["get_kernel_version"] = K("cmd:ver", "sh:uname -r; uname -m")
+CMD["get_hostname"] = K("cmd:hostname", "sh:hostname")
+CMD["get_current_user"] = K("cmd:whoami", "sh:whoami; id")
+CMD["list_logged_in_users"] = K("cmd:query user", "sh:w")
+CMD["get_time"] = K("cmd:echo %time%", "sh:date +%T")
+CMD["get_date"] = K("cmd:echo %date%", "sh:date '+%A %d %B %Y'")
+CMD["get_uptime"] = K("ps:(Get-Date) - (Get-CimInstance Win32_OperatingSystem).LastBootUpTime", "sh:uptime -p")
+CMD["get_load_average"] = K("ps:Get-CimInstance Win32_Processor | Select-Object LoadPercentage", "sh:cat /proc/loadavg")
+CMD["get_cpu_usage"] = K("ps:Get-CimInstance Win32_Processor | Select-Object Name,LoadPercentage", "sh:top -bn1 | head -5")
+CMD["get_per_core_usage"] = K("ps:Get-Counter '\\Processor(*)\\% Processor Time' | Select-Object -Expand CounterSamples | Select-Object InstanceName,CookedValue", "sh:mpstat -P ALL 1 1 2>/dev/null || cat /proc/stat | head -6")
+CMD["get_ram_usage"] = K("ps:Get-CimInstance Win32_OperatingSystem | Select-Object FreePhysicalMemory,TotalVisibleMemorySize", "sh:free -h")
+CMD["get_swap_usage"] = K("ps:Get-CimInstance Win32_PageFileUsage | Select-Object Name,AllocatedBaseSize,CurrentUsage", "sh:swapon --show; free -h | grep -i swap")
+CMD["get_gpu_memory"] = K("ps:Get-CimInstance Win32_VideoController | Select-Object Name,AdapterRAM", "sh:vcgencmd get_mem arm; vcgencmd get_mem gpu")
+CMD["get_gpu_usage"] = K("cmd:nvidia-smi 2>nul || echo use Task Manager > Performance > GPU", "sh:cat /sys/kernel/debug/dri/*/gpu_usage 2>/dev/null || vcgencmd measure_clock v3d")
+CMD["get_disk_space"] = K("ps:Get-PSDrive -PSProvider FileSystem | Select-Object Name,@{{n='UsedGB';e={{[int]($_.Used/1GB)}}}},@{{n='FreeGB';e={{[int]($_.Free/1GB)}}}}", "sh:df -h / /boot/firmware 2>/dev/null || df -h")
+CMD["list_disks"] = K("ps:Get-Disk | Select-Object Number,FriendlyName,Size,HealthStatus", "sh:lsblk -o NAME,SIZE,TYPE,FSTYPE,MOUNTPOINT,MODEL")
+CMD["list_partitions"] = K("ps:Get-Partition | Select-Object DiskNumber,PartitionNumber,DriveLetter,Size,Type", "sh:lsblk -f")
+CMD["get_disk_health"] = K("ps:Get-PhysicalDisk | Select-Object FriendlyName,HealthStatus,OperationalStatus,Size", "sh:{sudo}smartctl -H /dev/mmcblk0 2>/dev/null; {sudo}smartctl -a /dev/nvme0 2>/dev/null | head -40 || echo 'install smartmontools'")
+CMD["get_disk_io"] = K("ps:Get-Counter '\\PhysicalDisk(_Total)\\Disk Bytes/sec'", "sh:{sudo}iotop -b -o -n 3 2>/dev/null || cat /proc/diskstats")
+CMD["disk_read_speed"] = K("ps:winsat disk -ran -read -drive c", "sh:{sudo}hdparm -tT /dev/mmcblk0 2>/dev/null || {sudo}hdparm -tT /dev/nvme0n1")
+CMD["disk_write_speed"] = K("ps:winsat disk -seq -write -drive c", "sh:dd if=/dev/zero of=~/test.img bs=1M count=256 conv=fsync oflag=direct 2>&1 | tail -1; rm -f ~/test.img")
+CMD["get_sdcard_info"] = K(None, "sh:echo -n 'cid='; cat /sys/block/mmcblk0/device/cid; echo -n 'name='; cat /sys/block/mmcblk0/device/name; echo -n 'oemid='; cat /sys/block/mmcblk0/device/oemid")
+CMD["list_processes"] = K("cmd:tasklist /FO TABLE", "sh:ps -eo pid,user,%cpu,%mem,comm --sort=-%cpu | head -30")
+CMD["kill_process"] = K("cmd:taskkill /PID {pid} /F", "sh:kill -15 {pid} && echo 'sent SIGTERM'")
+CMD["set_process_priority"] = K("ps:(Get-Process -Id {pid}).PriorityClass='BelowNormal'", "sh:{sudo}renice -n {priority_num} -p {pid}")
+CMD["set_cpu_affinity"] = K("ps:(Get-Process -Id {pid}).ProcessorAffinity={cores}", "sh:taskset -pc {cores} {pid}")
+CMD["list_open_files"] = K("ps:Get-Process | Where-Object {{$_.Modules.FileName -like '*{device}*'}} | Select-Object Id,ProcessName", "sh:{sudo}lsof {device} 2>/dev/null || {sudo}fuser -v {device}")
+CMD["show_command_history"] = K("cmd:doskey /history", "sh:tail -40 ~/.bash_history")
+CMD["find_command"] = K("cmd:where {name}", "sh:command -v {name} && {name} --version 2>/dev/null | head -1 || echo 'not installed'")
+CMD["list_services"] = K("cmd:sc query type=service state=all", "sh:systemctl list-units --type=service --state=running")
+CMD["list_failed_services"] = K("cmd:sc query type=service state=inactive", "sh:systemctl --failed")
+CMD["service_status"] = K("cmd:sc query {svc_win}", "sh:systemctl status {svc_unit} --no-pager | head -12")
+CMD["service_start"] = K("cmd:net start {svc_win}", "sh:{sudo}systemctl start {svc_unit} && systemctl is-active {svc_unit}")
+CMD["service_stop"] = K("cmd:net stop {svc_win}", "sh:{sudo}systemctl stop {svc_unit} && systemctl is-active {svc_unit}")
+CMD["service_restart"] = K("cmd:net stop {svc_win} & net start {svc_win}", "sh:{sudo}systemctl restart {svc_unit} && systemctl is-active {svc_unit}")
+CMD["service_enable"] = K("cmd:sc config {svc_win} start=auto", "sh:{sudo}systemctl enable --now {svc_unit}")
+CMD["service_disable"] = K("cmd:sc config {svc_win} start=disabled", "sh:{sudo}systemctl disable --now {svc_unit}")
+CMD["get_service_logs"] = K("ps:Get-EventLog -LogName System -Newest 30 | Where-Object Source -match {service}", "sh:journalctl -u {svc_unit} -n 40 --no-pager")
+CMD["get_kernel_log"] = K("ps:Get-EventLog -LogName System -Newest 40", "sh:{sudo}dmesg | tail -40")
+CMD["get_boot_logs"] = K("ps:Get-WinEvent -FilterHashtable @{{LogName='System'}} -MaxEvents 50", "sh:journalctl -b -1 -p err --no-pager | tail -40")
+CMD["get_boot_time"] = K("ps:(Get-CimInstance Win32_OperatingSystem).LastBootUpTime", "sh:systemd-analyze; systemd-analyze blame | head -10")
+CMD["get_reboot_history"] = K("ps:Get-WinEvent -FilterHashtable @{{LogName='System';Id=1074,6008}} -MaxEvents 15 | Select-Object TimeCreated,Id", "sh:last -x | head -15")
+CMD["get_diagnostics"] = K("cmd:msinfo32 /report %USERPROFILE%\\diag.txt & echo saved %USERPROFILE%\\diag.txt", "sh:raspinfo > ~/raspinfo.txt && echo 'saved ~/raspinfo.txt'")
+CMD["get_boot_config"] = K("cmd:bcdedit /enum", "sh:vcgencmd get_config int; grep -v '^#' /boot/firmware/config.txt | grep .")
+CMD["get_time_sync"] = K("cmd:w32tm /query /status", "sh:timedatectl")
+CMD["sync_time"] = K("cmd:w32tm /resync", "sh:{sudo}timedatectl set-ntp true && timedatectl timesync-status")
+CMD["set_timezone"] = K("cmd:tzutil /s {tz_win}", "sh:{sudo}timedatectl set-timezone {tz}")
+CMD["set_locale"] = K("ps:Set-WinSystemLocale {locale}", "sh:{sudo}raspi-config nonint do_change_locale {locale}")
+CMD["set_keyboard_layout"] = K("ps:Set-WinUserLanguageList {layout} -Force", "sh:{sudo}raspi-config nonint do_configure_keyboard {layout}")
+CMD["get_cpu_pressure"] = K(None, "sh:cat /proc/pressure/cpu"); CMD["get_memory_pressure"] = K(None, "sh:cat /proc/pressure/memory")
+CMD["get_slab_usage"] = K(None, "sh:{sudo}slabtop -o | head -20"); CMD["drop_caches"] = K(None, "sh:sync; echo 3 | {sudo}tee /proc/sys/vm/drop_caches")
+CMD["get_interrupts"] = K(None, "sh:head -30 /proc/interrupts"); CMD["list_kernel_modules"] = K("cmd:driverquery", "sh:lsmod | head -40")
+CMD["monitor_hotplug"] = K(None, "sh:timeout 20 udevadm monitor --udev"); CMD["monitor_health"] = K(None, "sh:for i in 1 2 3 4 5; do vcgencmd measure_temp; vcgencmd measure_clock arm; vcgencmd get_throttled; sleep 1; done")
+CMD["check_updates"] = K("cmd:winget upgrade", "sh:{sudo}apt update >/dev/null 2>&1; apt list --upgradable 2>/dev/null")
+CMD["install_updates"] = K("cmd:winget upgrade --all", "sh:{sudo}apt update && {sudo}apt full-upgrade -y")
+CMD["update_packages"] = K("cmd:winget source update", "sh:{sudo}apt update")
+CMD["install_package"] = K("cmd:winget install --accept-package-agreements --accept-source-agreements {name}", "sh:{sudo}apt install -y {name}")
+CMD["uninstall_package"] = K("cmd:winget uninstall {name}", "sh:{sudo}apt remove -y {name}")
+CMD["search_package"] = K("cmd:winget search {name}", "sh:apt search {name} 2>/dev/null | head -20")
+CMD["list_packages"] = K("cmd:winget list", "sh:dpkg -l | wc -l; dpkg -l | tail -30")
+CMD["repair_packages"] = K("cmd:sfc /scannow", "sh:{sudo}dpkg --configure -a; {sudo}apt install -f -y")
+CMD["install_python_package"] = K("cmd:pip install {name}", "sh:pip install {name} 2>/dev/null || pip install --break-system-packages {name}")
+CMD["create_virtualenv"] = K("cmd:python -m venv {path}", "sh:python3 -m venv --system-site-packages {path} && echo created")
+CMD["enable_auto_updates"] = K("ps:Set-ItemProperty HKLM:\\SOFTWARE\\Policies\\Microsoft\\Windows\\WindowsUpdate\\AU NoAutoUpdate 0", "sh:{sudo}apt install -y unattended-upgrades && {sudo}dpkg-reconfigure -plow unattended-upgrades")
+CMD["disable_auto_updates"] = K("ps:Set-ItemProperty HKLM:\\SOFTWARE\\Policies\\Microsoft\\Windows\\WindowsUpdate\\AU NoAutoUpdate 1", "sh:{sudo}systemctl disable --now unattended-upgrades")
+CMD["antivirus_scan"] = K("ps:Start-MpScan -ScanType QuickScan", "sh:clamscan -r ~ 2>/dev/null || echo 'install clamav'")
+CMD["open_settings"] = K("cmd:start {page_uri}", "sh:x-terminal-emulator -e sudo raspi-config &")
+CMD["open_config_tool"] = K("cmd:start ms-settings:", "sh:x-terminal-emulator -e sudo raspi-config &")
+CMD["open_notification_center"] = K("key:win+n", "sh:echo 'no notification center on Pi OS'"); CMD["clear_notifications"] = K("cmd:start ms-settings:notifications", "sh:echo 'no notification center on Pi OS'")
+CMD["dnd_on"] = K("cmd:start ms-settings:quiethours", "sh:echo 'no DND on Pi OS'"); CMD["dnd_off"] = K("cmd:start ms-settings:quiethours", "sh:echo 'no DND on Pi OS'")
+CMD["set_mouse_speed"] = K("cmd:start ms-settings:mousetouchpad", "sh:echo 'set pointer speed in Mouse and Touchpad settings'")
+CMD["touchpad_on"] = K("cmd:start ms-settings:devices-touchpad", "sh:xinput enable $(xinput list | grep -i touchpad | grep -o 'id=[0-9]*' | cut -d= -f2)")
+CMD["touchpad_off"] = K("cmd:start ms-settings:devices-touchpad", "sh:xinput disable $(xinput list | grep -i touchpad | grep -o 'id=[0-9]*' | cut -d= -f2)")
+CMD["set_timer"] = K("py:timer", "py:timer"); CMD["cancel_timer"] = K("py:cancel_timer", "py:cancel_timer")
+CMD["set_alarm"] = K("py:alarm", "py:alarm"); CMD["cancel_alarm"] = K("py:cancel_alarm", "py:cancel_alarm")
+CMD["set_reminder"] = K("py:reminder", "py:reminder"); CMD["stopwatch_start"] = K("py:stopwatch_start", "py:stopwatch_start"); CMD["stopwatch_stop"] = K("py:stopwatch_stop", "py:stopwatch_stop")
+CMD["calculate"] = K("py:calculate", "py:calculate")
+CMD["create_calendar_event"] = K("cmd:start outlookcal:", "sh:echo 'event: {title} at {time}' >> ~/calendar.txt && echo added")
+CMD["send_message"] = K("py:send_message", "py:send_message"); CMD["send_email"] = K("open:mailto:{to}?subject={subject_url}&body={text_url}", "open:mailto:{to}?subject={subject_url}&body={text_url}")
+CMD["camera_photo"] = K("cmd:start microsoft.windows.camera:", "sh:rpicam-still -o ~/photo_$(date +%s).jpg && echo saved")
+CMD["camera_video"] = K("cmd:start microsoft.windows.camera:", "sh:rpicam-vid -t {seconds}000 -o ~/video_$(date +%s).h264 && echo saved")
+CMD["list_cameras"] = K("ps:Get-PnpDevice -Class Camera,Image | Select-Object FriendlyName,Status", "sh:rpicam-hello --list-cameras 2>/dev/null; v4l2-ctl --list-devices 2>/dev/null")
+CMD["list_usb"] = K("ps:Get-PnpDevice -PresentOnly | Where-Object InstanceId -like 'USB*' | Select-Object FriendlyName", "sh:lsusb")
+CMD["list_pci"] = K("ps:Get-PnpDevice -PresentOnly | Where-Object InstanceId -like 'PCI*' | Select-Object FriendlyName", "sh:lspci")
+CMD["list_serial_ports"] = K("ps:[System.IO.Ports.SerialPort]::GetPortNames()", "sh:ls -l /dev/tty{{AMA,USB,ACM,S}}* 2>/dev/null")
+CMD["open_serial_terminal"] = K("cmd:start putty -serial {serial_port} -sercfg {baud}", "sh:x-terminal-emulator -e screen {serial_port} {baud} &")
+CMD["list_spi_devices"] = K(None, "sh:ls -l /dev/spidev* 2>/dev/null || echo 'SPI not enabled'"); CMD["list_1wire_sensors"] = K(None, "sh:ls /sys/bus/w1/devices/ 2>/dev/null; cat /sys/bus/w1/devices/28-*/temperature 2>/dev/null")
+CMD["load_overlay"] = K(None, "sh:{sudo}dtoverlay {overlay} && dtoverlay -l")
+CMD["get_temperature"] = K("ps:Get-CimInstance -Namespace root/WMI -ClassName MSAcpi_ThermalZoneTemperature | Select-Object @{{n='C';e={{($_.CurrentTemperature-2732)/10}}}}", "sh:vcgencmd measure_temp")
+CMD["get_throttle_status"] = K(None, "sh:vcgencmd get_throttled"); CMD["get_cpu_clock"] = K("ps:(Get-CimInstance Win32_Processor).CurrentClockSpeed", "sh:vcgencmd measure_clock arm")
+CMD["get_voltage"] = K(None, "sh:vcgencmd measure_volts core"); CMD["get_power_draw"] = K("ps:powercfg /batteryreport", "sh:vcgencmd pmic_read_adc")
+CMD["get_fan_speed"] = K(None, "sh:cat /sys/devices/platform/cooling_fan/hwmon/*/fan1_input 2>/dev/null || echo 'no fan'")
+CMD["get_firmware_version"] = K("ps:(Get-CimInstance Win32_BIOS).SMBIOSBIOSVersion", "sh:vcgencmd version; rpi-eeprom-update 2>/dev/null | head -3")
+CMD["get_firmware_log"] = K(None, "sh:{sudo}vclog --msg | tail -30"); CMD["flash_firmware"] = K("cmd:start ms-settings:windowsupdate", "sh:{sudo}rpi-eeprom-update -a")
+CMD["check_ai_accelerator"] = K("ps:Get-PnpDevice | Where-Object FriendlyName -match 'NPU|Neural'", "sh:hailortcli fw-control identify 2>/dev/null || (lspci | grep -i hailo) || echo 'no AI HAT detected'")
+CMD["run_stress_test"] = K("ps:Write-Output 'running CPU load for {seconds}s'; $j=1..4|%{{Start-Job {{ $e=(Get-Date).AddSeconds({seconds}); while((Get-Date) -lt $e){{}} }}}}; $j|Wait-Job|Out-Null; 'done'", "sh:stress-ng --cpu 4 --timeout {seconds}s --metrics-brief 2>/dev/null || echo 'install stress-ng'")
+CMD["run_benchmark"] = K("cmd:winsat cpu -encryption", "sh:sysbench {target} run 2>/dev/null || echo 'install sysbench'")
+CMD["set_boot_target"] = K(None, "sh:{sudo}systemctl set-default {boot_target}.target")
+CMD["set_boot_order"] = K("cmd:bcdedit /enum firmware", "sh:{sudo}rpi-eeprom-config | grep BOOT_ORDER; echo 'edit with: sudo rpi-eeprom-config --edit  (BOOT_ORDER=0xf416 = nvme,usb,sd)'")
+CMD["edit_system_config"] = K("cmd:notepad {file}", "sh:x-terminal-emulator -e sudo nano {file} &")
+CMD["expand_filesystem"] = K(None, "sh:{sudo}raspi-config nonint do_expand_rootfs && echo 'reboot to apply'")
+CMD["set_swap_size"] = K("ps:start ms-settings:about; Write-Output 'Advanced system settings > Performance > Virtual memory'", "sh:{sudo}sed -i 's/^CONF_SWAPSIZE=.*/CONF_SWAPSIZE={size}/' /etc/dphys-swapfile && {sudo}dphys-swapfile swapoff && {sudo}dphys-swapfile setup && {sudo}dphys-swapfile swapon && free -h")
+CMD["set_swappiness"] = K(None, "sh:{sudo}sysctl vm.swappiness={value}"); CMD["enable_zram"] = K(None, "sh:{sudo}apt install -y zram-tools && {sudo}systemctl restart zramswap && zramctl")
+CMD["partition_disk"] = K("cmd:diskmgmt.msc", "sh:{sudo}fdisk -l {device}; echo 'interactive partitioning: sudo fdisk {device}'")
+CMD["check_filesystem"] = K("cmd:chkdsk {device}", "sh:{sudo}umount {device} 2>/dev/null; {sudo}fsck -f -y {device}")
+CMD["backup_disk_image"] = K("cmd:wbadmin start backup -backupTarget:D: -include:C:", "sh:{sudo}dd if={device} bs=4M status=progress | gzip > ~/backup_$(date +%s).img.gz")
+CMD["clone_disk"] = K(None, "sh:{sudo}rpi-clone {device}")
+CMD["set_disk_label"] = K("cmd:label {device} {label}", "sh:{sudo}e2label {device} {label}")
+CMD["add_persistent_mount"] = K(None, "sh:U=$(sudo blkid -s UUID -o value {device}); echo \"UUID=$U /mnt/usb auto defaults,nofail 0 2\" | {sudo}tee -a /etc/fstab && {sudo}mount -a")
+CMD["mount_drive"] = K("cmd:mountvol", "sh:{sudo}mkdir -p /mnt/usb && {sudo}mount {device} /mnt/usb && df -h /mnt/usb")
+CMD["unmount_drive"] = K("ps:(New-Object -comObject Shell.Application).Namespace(17).ParseName({device}).InvokeVerb('Eject')", "sh:{sudo}umount {device} && echo unmounted")
+CMD["format_drive"] = K("cmd:diskmgmt.msc", "sh:lsblk; echo 'formatting needs an explicit device: sudo mkfs.ext4 /dev/sdX'")
+CMD["factory_reset"] = K("cmd:systemreset", "sh:echo 'no factory reset on Pi OS: re-flash the SD card with Raspberry Pi Imager'")
+CMD["manage_users"] = K("cmd:net user {user} /add", "sh:{sudo}adduser --gecos '' {user}")
+CMD["harden_ssh"] = K(None, "sh:{sudo}sed -i 's/^#\\?PasswordAuthentication.*/PasswordAuthentication no/;s/^#\\?PermitRootLogin.*/PermitRootLogin no/' /etc/ssh/sshd_config && {sudo}sshd -t && {sudo}systemctl restart ssh && echo hardened")
+CMD["fix_gpio_permissions"] = K(None, "sh:{sudo}usermod -aG gpio,i2c,spi,dialout $USER && echo 're-login to apply'")
+CMD["run_command"] = K("cmd:{command}", "sh:{command}"); CMD["run_script"] = K("cmd:start powershell", "sh:x-terminal-emulator &")
+CMD["run_background"] = K("cmd:start /b {command}", "sh:nohup {command} > ~/bg.log 2>&1 & echo started")
+CMD["schedule_task"] = K("cmd:schtasks /create /sc daily /tn union_task /tr {command}", "sh:(crontab -l 2>/dev/null; echo \"{cron_expr} {command}\") | crontab - && crontab -l")
+CMD["create_service"] = K("cmd:sc create {name} binPath= C:\\Scripts\\{name}.bat start= auto", "sh:printf '[Unit]\\nDescription={name}\\nAfter=network.target\\n[Service]\\nExecStart=/home/%s/{name}.sh\\nRestart=on-failure\\n[Install]\\nWantedBy=multi-user.target\\n' $USER | {sudo}tee /etc/systemd/system/{name}.service && {sudo}systemctl daemon-reload")
+CMD["start_session"] = K("cmd:start wt", "sh:tmux new -d -s {name} && tmux ls"); CMD["attach_session"] = K(None, "sh:x-terminal-emulator -e tmux a -t {name} &"); CMD["list_sessions"] = K("cmd:query session", "sh:tmux ls")
+CMD["watch_command"] = K("ps:while($true){{ cls; {command}; Start-Sleep {interval} }}", "sh:timeout 30 watch -n {interval} {command}")
+CMD["docker_run"] = K("cmd:docker run -d {image}", "sh:docker run -d {image}"); CMD["docker_list"] = K("cmd:docker ps -a", "sh:docker ps -a"); CMD["docker_stop"] = K("cmd:docker stop {container}", "sh:docker stop {container}")
+CMD["docker_compose_up"] = K("cmd:docker compose up -d", "sh:docker compose up -d"); CMD["docker_prune"] = K("cmd:docker system prune -af", "sh:docker system prune -af")
+CMD["run_llm"] = K("cmd:ollama run {model}", "sh:ollama run {model} 'Namaste' 2>&1 | head -20"); CMD["list_llm_models"] = K("cmd:ollama list", "sh:ollama list"); CMD["pull_llm_model"] = K("cmd:ollama pull {model}", "sh:ollama pull {model}")
+CMD["stop_llm"] = K("cmd:taskkill /im ollama.exe /f", "sh:ollama stop $(ollama ps | awk 'NR==2{{print $1}}') 2>/dev/null; pkill -f 'ollama runner'"); CMD["run_llm_benchmark"] = K(None, "sh:~/llama.cpp/build/bin/llama-bench -m {model} -t 4")
+CMD["transcribe_audio"] = K("cmd:whisper {file} --language hi", "sh:~/whisper.cpp/build/bin/whisper-cli -m ~/whisper.cpp/models/ggml-base.bin -f {file} -l hi -nt")
+CMD["convert_media"] = K("cmd:ffmpeg -i {file} out.{format_ext}", "sh:ffmpeg -y -i {file} -ar 16000 -ac 1 ~/converted.{format_ext}")
+CMD["build_project"] = K("cmd:cd {path} && cmake -B build && cmake --build build", "sh:cd {path} && cmake -B build && cmake --build build -j4")
+# ------------------------------------------------------------------ GPIO (Pi only) - pinctrl on Bookworm
+CMD["gpio_on"] = K(None, "sh:pinctrl set {gpio} op dh && pinctrl get {gpio}"); CMD["gpio_off"] = K(None, "sh:pinctrl set {gpio} op dl && pinctrl get {gpio}")
+CMD["gpio_toggle"] = K(None, "sh:L=$(pinctrl get {gpio} | grep -o ' hi\\| lo' | tr -d ' '); [ \"$L\" = hi ] && pinctrl set {gpio} op dl || pinctrl set {gpio} op dh; pinctrl get {gpio}")
+CMD["gpio_read"] = K(None, "sh:pinctrl get {gpio}"); CMD["gpio_info"] = K(None, "sh:pinctrl get {gpio}; pinctrl funcs {gpio}")
+CMD["gpio_set_mode"] = K(None, "sh:pinctrl set {gpio} {mode_pc} && pinctrl get {gpio}"); CMD["gpio_set_pull"] = K(None, "sh:pinctrl set {gpio} ip {pull_pc} && pinctrl get {gpio}")
+CMD["gpio_set_alt"] = K(None, "sh:pinctrl set {gpio} {alt} && pinctrl get {gpio}"); CMD["gpio_alt_functions"] = K(None, "sh:pinctrl funcs {gpio}")
+CMD["gpio_reset"] = K(None, "sh:pinctrl set {gpio} ip pn && pinctrl get {gpio}"); CMD["gpio_reset_all"] = K(None, "sh:for p in $(seq 2 27); do pinctrl set $p ip pn; done; pinctrl get 2-27")
+CMD["list_gpio"] = K(None, "sh:pinctrl get 2-27"); CMD["list_free_gpio"] = K(None, "sh:pinctrl get 2-27 | grep -E 'ip|no' | grep -v -E 'a[0-9]'")
+CMD["list_gpio_chips"] = K(None, "sh:gpiodetect 2>/dev/null || ls /dev/gpiochip*"); CMD["show_pinout"] = K(None, "sh:pinout 2>/dev/null || cat /usr/share/doc/python3-gpiozero/pinout.txt 2>/dev/null || echo 'sudo apt install python3-gpiozero'")
+CMD["gpio_pin_role"] = K(None, "py:gpio_pin_role"); CMD["bcm_to_board"] = K(None, "py:bcm_to_board"); CMD["board_to_bcm"] = K(None, "py:board_to_bcm")
+CMD["gpio_pwm"] = K(None, "sh:python3 -c \"from gpiozero import PWMOutputDevice; import time; p=PWMOutputDevice({gpio}, frequency={freq}); p.value={duty}/100; print('pwm {duty}% on gpio {gpio}'); time.sleep(5)\"")
+CMD["gpio_servo"] = K(None, "sh:python3 -c \"from gpiozero import AngularServo; import time; s=AngularServo({gpio}, min_angle=0, max_angle=180); s.angle={angle}; print('servo -> {angle}'); time.sleep(1.5)\"")
+CMD["gpio_blink"] = K(None, "sh:python3 -c \"from gpiozero import LED; import time; l=LED({gpio}); [ (l.on(), time.sleep({interval}/1000), l.off(), time.sleep({interval}/1000)) for _ in range({count}) ]; print('blinked {count}x')\"")
+CMD["gpio_pulse"] = K(None, "sh:pinctrl set {gpio} op dh && sleep {seconds} && pinctrl set {gpio} op dl && echo 'pulse done'")
+CMD["gpio_watch"] = K(None, "sh:timeout 20 gpiomon -e {edge_g} $(gpiodetect | awk 'NR==1{{print $1}}') {gpio} 2>/dev/null || (for i in $(seq 1 20); do pinctrl get {gpio}; sleep 1; done)")
+CMD["gpio_stop_watch"] = K(None, "sh:pkill gpiomon; echo stopped"); CMD["gpio_conflicts"] = K(None, "sh:dtoverlay -l; echo; pinctrl get 2-27 | grep -E 'a[0-9]'")
+CMD["gpio_debug"] = K(None, "sh:echo '== state'; pinctrl get {gpio}; echo '== functions'; pinctrl funcs {gpio}; echo '== overlays'; dtoverlay -l; echo '== chips'; gpiodetect 2>/dev/null; echo '== groups'; groups; echo '== who uses it'; {sudo}lsof /dev/gpiochip* 2>/dev/null | head")
+CMD["gpio_debug_all"] = K(None, "sh:echo '== all pins'; pinctrl get 2-27; echo '== overlays'; dtoverlay -l; echo '== chips'; gpiodetect 2>/dev/null; echo '== groups'; groups; echo '== throttle'; vcgencmd get_throttled")
+CMD["i2c_scan"] = K(None, "sh:i2cdetect -y 1"); CMD["i2c_read"] = K(None, "sh:i2cget -y 1 {address} {register}"); CMD["i2c_write"] = K(None, "sh:i2cset -y 1 {address} {register} {value}"); CMD["i2c_dump"] = K(None, "sh:i2cdump -y 1 {address}")
+CMD["interface_enable"] = K(None, "sh:{sudo}raspi-config nonint do_{iface_rc} 0 && echo 'enabled (reboot may be needed)'"); CMD["interface_disable"] = K(None, "sh:{sudo}raspi-config nonint do_{iface_rc} 1 && echo disabled")
+CMD["open_task_manager"] = K("cmd:taskmgr", None)

executor/executor.py

@@ -0,0 +1,304 @@
+"""Union executor: model JSON -> gated, whitelisted OS command.
+  plan(cmd, platform)          -> Plan (kind, command, note, risk, needs_sudo, supported)
+  gate(plan, allow_caution, confirm_text) -> (ok, reason)
+  run(plan, dry_run=True)      -> {"status": ok|error|timeout|dry_run|skipped, "output": ..., "command": ...}
+The model only produces text; nothing runs unless the catalog knows the action and the gate passes.
+"""
+import json, os, re, shlex, subprocess, sys, time, threading, urllib.parse, webbrowser
+HERE = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, HERE)
+from commands import CMD  # noqa
+import tables as T  # noqa
+CATALOG = json.load(open(os.path.join(HERE, "..", "model", "catalog.json")))["actions"]
+
+# ---------------------------------------------------------------- static tables
+BCM_TO_BOARD = {2: 3, 3: 5, 4: 7, 14: 8, 15: 10, 17: 11, 18: 12, 27: 13, 22: 15, 23: 16, 24: 18, 10: 19, 9: 21, 25: 22, 11: 23, 8: 24, 7: 26, 0: 27, 1: 28, 5: 29, 6: 31, 12: 32, 13: 33, 19: 35, 16: 36, 26: 37, 20: 38, 21: 40}
+BOARD_TO_BCM = {v: k for k, v in BCM_TO_BOARD.items()}
+BOARD_POWER = {1: "3.3V", 17: "3.3V", 2: "5V", 4: "5V", 6: "GND", 9: "GND", 14: "GND", 20: "GND", 25: "GND", 30: "GND", 34: "GND", 39: "GND"}
+BCM_ROLE = {2: "I2C1 SDA", 3: "I2C1 SCL", 14: "UART TXD", 15: "UART RXD", 18: "PCM CLK / PWM0", 19: "PCM FS / PWM1 / SPI1 MISO", 12: "PWM0", 13: "PWM1", 10: "SPI0 MOSI", 9: "SPI0 MISO", 11: "SPI0 SCLK", 8: "SPI0 CE0", 7: "SPI0 CE1", 0: "ID_SD (EEPROM)", 1: "ID_SC (EEPROM)", 4: "GPCLK0 / 1-Wire default", 20: "PCM DIN / SPI1 MOSI", 21: "PCM DOUT / SPI1 SCLK", 16: "SPI1 CE2", 17: "SPI1 CE1"}
+ROLE_TO_PIN = {"sda": "GPIO2 (board 3)", "scl": "GPIO3 (board 5)", "txd": "GPIO14 (board 8)", "rxd": "GPIO15 (board 10)", "ground": "board 6,9,14,20,25,30,34,39", "gnd": "board 6,9,14,20,25,30,34,39", "3.3v": "board 1,17", "3v3": "board 1,17", "5v": "board 2,4", "pwm": "GPIO12/13/18/19", "mosi": "GPIO10 (board 19)", "miso": "GPIO9 (board 21)", "sclk": "GPIO11 (board 23)", "ce0": "GPIO8 (board 24)", "i2c": "GPIO2 SDA / GPIO3 SCL (board 3/5)", "spi": "GPIO10/9/11/8/7 (board 19/21/23/24/26)", "uart": "GPIO14 TXD / GPIO15 RXD (board 8/10)", "pcm": "GPIO18/19/20/21 (board 12/35/38/40)"}
+POWER_GUID = {"performance": "8c5e7fda-e8bf-4a96-9a85-a6e23a8c635c", "balanced": "381b4222-f694-41f0-9685-ff5bb260df2e", "power_saver": "a1841308-3541-4fab-bc81-f71556f20b4a"}
+GOV_FOR_MODE = {"performance": "performance", "balanced": "ondemand", "power_saver": "powersave"}
+TZ_WIN = {"asia/kolkata": "India Standard Time", "utc": "UTC", "asia/dubai": "Arabian Standard Time", "america/new_york": "Eastern Standard Time", "europe/london": "GMT Standard Time", "asia/tokyo": "Tokyo Standard Time", "asia/singapore": "Singapore Standard Time", "australia/sydney": "AUS Eastern Standard Time"}
+VK = dict(T.VK, **{"escape": 0x1B, "esc": 0x1B, "enter": 0x0D, "return": 0x0D, "space": 0x20, "backspace": 0x08, "delete": 0x2E, "del": 0x2E, "home": 0x24, "end": 0x23, "pageup": 0x21, "pagedown": 0x22, "page_down": 0x22, "page_up": 0x21, "period": 0xBE, "n": 0x4E, "r": 0x52, "p": 0x50, "h": 0x48, "printscreen": 0x2C, "f11": 0x7A, "f1": 0x70, "f2": 0x71, "f3": 0x72, "f6": 0x75, "f10": 0x79, "f12": 0x7B})
+XKEY = {"escape": "Escape", "esc": "Escape", "enter": "Return", "return": "Return", "space": "space", "backspace": "BackSpace", "delete": "Delete", "del": "Delete", "home": "Home", "end": "End", "pageup": "Page_Up", "pagedown": "Page_Down", "page_down": "Page_Down", "page_up": "Page_Up", "tab": "Tab", "up": "Up", "down": "Down", "left": "Left", "right": "Right", "f5": "F5", "f11": "F11", "f4": "F4", "period": "period", "plus": "plus", "minus": "minus"}
+CRON = [("every 5 minutes", "*/5 * * * *"), ("every hour", "0 * * * *"), ("har ghante", "0 * * * *"), ("daily", "0 6 * * *"), ("roz subah", "0 6 * * *"), ("at 3 am", "0 3 * * *"), ("on reboot", "@reboot"), ("every monday", "0 9 * * 1"), ("at midnight", "0 0 * * *")]
+
+def platform_name():
+    return "win" if os.name == "nt" else "pi"
+
+def is_root():
+    return hasattr(os, "geteuid") and os.geteuid() == 0
+
+class Plan:
+    def __init__(self, action, kind, command, note="", supported=True, risk="safe", needs_sudo=False, platform="pi", meta=None):
+        self.action, self.kind, self.command, self.note = action, kind, command, note
+        self.supported, self.risk, self.needs_sudo, self.platform = supported, risk, needs_sudo, platform
+        self.meta = meta or {}
+    def to_dict(self):
+        return {"action": self.action, "kind": self.kind, "command": self.command, "note": self.note, "supported": self.supported,
+                "risk": self.risk, "needs_sudo": self.needs_sudo, "platform": self.platform, **self.meta}
+
+# ---------------------------------------------------------------- quoting
+def q_sh(v): return shlex.quote(str(v))
+def q_ps(v): return "'" + str(v).replace("'", "''") + "'"
+def q_cmd(v):
+    s = str(v).replace('"', "")
+    return f'"{s}"' if re.search(r"[\s&|<>^]", s) else s
+QUOTE = {"sh": q_sh, "ps": q_ps, "cmd": q_cmd}
+
+def derived(cmd, plat, action):
+    """Fill the derived placeholders. Raw slot values are quoted per shell by render()."""
+    d = {}
+    a, u = cmd.get("amount"), cmd.get("unit")
+    secs = (a or 0) * {"sec": 1, "min": 60, "hour": 3600}.get(u, 60) if a is not None else 0
+    d["seconds"] = secs; d["minutes"] = max(0, round(secs / 60)) if secs else 0
+    d["step"] = cmd.get("step", 10)
+    spec = CATALOG[action]
+    d["sudo"] = "sudo " if (spec.get("needs_sudo") and plat == "pi" and not is_root()) else ""
+    d["home"] = os.path.expanduser("~")
+    if "app" in cmd:
+        ap = T.APPS.get(cmd["app"], {}); d["app_win"] = ap.get("win") or ""; d["app_pi"] = ap.get("pi") or ""
+        d["proc_win"] = T.WIN_PROC.get(cmd["app"]) or cmd["app"]; d["proc_pi"] = T.PI_PROC.get(cmd["app"]) or cmd["app"]
+    if "site" in cmd and action != "web_login": d["site_url"] = T.SITES.get(cmd["site"], "https://" + cmd["site"])
+    if "url" in cmd: d["url_full"] = cmd["url"] if cmd["url"].startswith(("http://", "https://")) else "https://" + cmd["url"]
+    for k in ("query", "subject", "text"):
+        if k in cmd: d[k + "_url"] = urllib.parse.quote(str(cmd[k]))
+    if "folder" in cmd:
+        f = T.FOLDERS.get(cmd["folder"], {}); d["folder_win"] = f.get("win", "%USERPROFILE%"); d["folder_pi"] = f.get("pi", "~")
+    d["page_uri"] = T.SETTINGS_PAGES.get(cmd.get("page", ""), "ms-settings:")
+    if "service" in cmd: d["svc_unit"] = T.SERVICE_UNITS.get(cmd["service"], cmd["service"]); d["svc_win"] = T.WIN_SERVICES.get(cmd["service"], cmd["service"])
+    if "mode" in cmd:
+        d["mode_cmd"] = T.DISPLAY_MODES.get(cmd["mode"], "DisplaySwitch.exe /extend"); d["power_guid"] = POWER_GUID.get(cmd["mode"], POWER_GUID["balanced"])
+        d["governor_for_mode"] = GOV_FOR_MODE.get(cmd["mode"], "ondemand"); d["mode_pc"] = {"input": "ip", "output": "op"}.get(cmd["mode"], "ip")
+    if "pull" in cmd: d["pull_pc"] = {"up": "pu", "down": "pd", "none": "pn"}.get(cmd["pull"], "pn")
+    if "edge" in cmd: d["edge_g"] = {"rising": "rising", "falling": "falling", "both": "both"}.get(cmd["edge"], "both")
+    else: d["edge_g"] = "both"
+    if "pin" in cmd:
+        pin = int(cmd["pin"])
+        if cmd.get("numbering") == "board": pin = BOARD_TO_BCM.get(pin, -1)
+        d["gpio"] = pin
+    if "interface" in cmd: d["iface_rc"] = {"i2c": "i2c", "spi": "spi", "serial": "serial_hw", "onewire": "onewire", "camera": "legacy"}.get(cmd["interface"], cmd["interface"])
+    if "orientation" in cmd: d["orientation_wl"] = {"landscape": "normal", "portrait": "90", "landscape_flipped": "180"}.get(cmd["orientation"], "normal")
+    if "key" in cmd: d["key_x"] = XKEY.get(cmd["key"], cmd["key"])
+    if "text" in cmd: d["text_sendkeys"] = q_ps(re.sub(r"([+^%~(){}\[\]])", r"{\1}", str(cmd["text"])))
+    if "tz" in cmd: d["tz_win"] = TZ_WIN.get(str(cmd["tz"]).lower(), "UTC")
+    if "target" in cmd: d["boot_target"] = "graphical" if cmd["target"] in ("desktop", "graphical") else "multi-user"
+    if "priority" in cmd: p = str(cmd["priority"]); d["priority_num"] = {"low": 10, "high": -5}.get(p, p if p.lstrip("-").isdigit() else 5)
+    if "schedule" in cmd:
+        s = str(cmd["schedule"]).lower(); d["cron_expr"] = next((c for k, c in CRON if k in s), "0 * * * *")
+    if "format" in cmd: f = str(cmd["format"]).lower(); d["format_ext"] = "wav" if "wav" in f else "txt" if f == "text" else f.split()[-1]
+    if "freq" not in cmd: d["freq"] = 1000
+    if "interval" not in cmd: d["interval"] = 500 if action == "gpio_blink" else 2
+    if "count" not in cmd: d["count"] = 5
+    if "user" not in cmd: d["user"] = "pi"
+    if "baud" not in cmd: d["baud"] = 115200
+    if "password" not in cmd: d["password"] = ""
+    d["pw_arg"] = (" password " + q_sh(cmd["password"])) if cmd.get("password") else ""
+    if action == "hotspot_on" and "ssid" not in cmd: d["ssid"] = "PiHotspot"
+    return d
+
+def render(action, cmd, plat):
+    spec = CATALOG.get(action)
+    if not spec: return Plan(action, "py", "", "unknown action", supported=False)
+    tmpl = CMD.get(action, {}).get(plat)
+    risk, sudo = spec["risk"], spec.get("needs_sudo", False)
+    plat_name = "windows" if plat == "win" else "pi"
+    if plat_name not in spec["platforms"] or not tmpl:
+        return Plan(action, "none", "", f"'{action}' is not available on {'Windows' if plat == 'win' else 'Raspberry Pi'}", supported=False, risk=risk, needs_sudo=sudo, platform=plat)
+    kind, _, body = tmpl.partition(":")
+    quote = QUOTE.get(kind, lambda v: str(v))
+    vals = {}
+    RAW = {"run_command", "run_script", "run_background", "watch_command", "schedule_task", "create_service"}
+    for k, v in cmd.items():
+        if k == "action": continue
+        raw = isinstance(v, int) or kind in ("open", "key", "py") or (k == "command" and action in RAW)
+        vals[k] = v if raw else quote(v)
+    d = derived(cmd, plat, action)
+    for k, v in d.items():
+        if k not in vals: vals[k] = quote(v) if k == "password" else v
+    if "pin" in cmd and kind != "py":
+        g = d.get("gpio", -1)
+        if cmd.get("numbering") == "board" and int(cmd["pin"]) in BOARD_POWER:
+            return Plan(action, kind, "", f"physical pin {cmd['pin']} is a {BOARD_POWER[int(cmd['pin'])]} pin, not a GPIO - refused", supported=False, risk=risk, needs_sudo=sudo, platform=plat)
+        if not (isinstance(g, int) and 0 <= g <= 27):
+            return Plan(action, kind, "", f"pin {cmd['pin']} ({cmd.get('numbering', 'bcm')}) is not a usable GPIO (BCM 0-27) - refused", supported=False, risk=risk, needs_sudo=sudo, platform=plat)
+    try:
+        command = body.format(**vals)
+    except KeyError as e:
+        return Plan(action, kind, body, f"missing value for {e}", supported=False, risk=risk, needs_sudo=sudo, platform=plat)
+    note = spec.get("desc", "")
+    if kind == "sh" and d.get("sudo") and "sudo" not in command and sudo: command = "sudo " + command
+    return Plan(action, kind, command, note, True, risk, sudo, plat, {"gpio": d.get("gpio")})
+
+def plan(cmd, plat=None, text=None):
+    """text = the user's original sentence; when given, GPIO writes that name a bare 'pin N' ask board vs BCM."""
+    plat = plat or platform_name()
+    a = cmd.get("action", "unknown")
+    if a == "clarify":
+        return Plan("clarify", "py", "", f"need more information for '{cmd.get('action_ref', cmd.get('target', ''))}'".strip(), True, "safe", False, plat)
+    bad = suspicious_credentials(cmd) or ambiguous_pin(cmd, text)
+    if bad:
+        return Plan("clarify", "py", "", bad, True, "safe", False, plat, {"clarify_for": a})
+    return render(a, cmd, plat)
+
+# 'pin no 11' is labelled board in some training rows and BCM in others, so the model's numbering for a bare pin is a
+# guess. For anything that drives a pin (risk above safe) the user must say which numbering they mean.
+_PIN_QUALIFIER = re.compile(r"\b(gpio|bcm|board|physical|phys|header)", re.I)
+
+def ambiguous_pin(cmd, text):
+    """Return a clarification message when a pin-driving action came from text with no gpio/bcm/board qualifier, else ''."""
+    a = cmd.get("action"); spec = CATALOG.get(a, {})
+    if text is None or "pin" not in cmd or "pin" not in spec.get("slots", []) or spec.get("risk") == "safe": return ""
+    if _PIN_QUALIFIER.search(text): return ""
+    n = int(cmd["pin"]); as_board = BOARD_TO_BCM.get(n); as_bcm = BCM_TO_BOARD.get(n)
+    board = f"physical/board pin {n}" + (f" (= GPIO {as_board})" if as_board is not None else " (not a GPIO)")
+    bcm = f"GPIO/BCM {n}" + (f" (= board pin {as_bcm})" if as_bcm is not None else " (not on the header)")
+    return f"pin {n} is ambiguous: {board} or {bcm}? Say 'board pin {n}' or 'gpio {n}'"
+
+# words that are never a real password/ssid on their own: a model slip that copied a filler instead of the value
+_FILLER = {"hai", "hain", "he", "h", "ka", "ki", "ke", "ko", "se", "pe", "par", "aur", "and", "is", "was", "to", "the", "please", "plz",
+           "password", "pass", "pwd", "passwd", "key", "naam", "name", "ssid", "wifi", "wi-fi", "network", "uska", "iska", "mera", "mere",
+           "ghar", "connect", "karo", "kar", "do", "jodo", "jod", "lagao", "yaar", "abhi", "jaldi", "pehle", "baad", "mein", "phir"}
+# words that should never be inside a network name: seeing one means the model's copy span slipped
+_NOT_IN_SSID = {"hai", "hain", "password", "pass", "pwd", "passwd", "key", "connect", "karo", "kar", "jodo", "ka", "ki", "ke", "se", "ghar", "mere", "naam",
+                "pehle", "baad", "mein", "phir"}
+_CRED_ACTIONS = {"connect_wifi", "hotspot_on", "web_login", "forget_wifi", "show_wifi_password"}
+
+def suspicious_credentials(cmd):
+    """Return a clarification message when the parsed credential slots look like a mis-copy, else ''."""
+    a = cmd.get("action")
+    if a not in _CRED_ACTIONS: return ""
+    name = str(cmd.get("ssid") or cmd.get("username") or "").strip()
+    pw = cmd.get("password")
+    if pw is not None:
+        pws = str(pw).strip(); words = [w.strip(":,.;") for w in re.split(r"\s+", pws.lower())]
+        if not pws or all(w in _FILLER for w in words): return f"password looks wrong ('{pws}'), please say the password again"
+        if len(words) > 1 and any(w in _FILLER for w in words): return f"password '{pws}' looks like part of the sentence, please say the password again"
+        if name and pws.lower() == name.lower(): return "password came out the same as the network/user name, please repeat both"
+    if "ssid" in cmd and name:
+        words = [w.strip(":,.;") for w in re.split(r"\s+", name.lower())]
+        if all(w in _FILLER for w in words) or any(w in _NOT_IN_SSID for w in words):
+            return f"network name '{name}' looks wrong, please give the network name (and password) again"
+    return ""
+
+# ---------------------------------------------------------------- gating
+def gate(p, allow_caution=False, confirm_text=None):
+    if not p.supported: return False, p.note
+    if p.risk == "critical":
+        return (confirm_text == p.action), f"critical action: type the action name '{p.action}' to confirm"
+    if p.risk == "caution" and not allow_caution: return False, "caution action: enable 'allow caution actions' or confirm"
+    return True, "ok"
+
+# ---------------------------------------------------------------- execution
+_timers = {}
+_last = {"plan": None}
+def _open(target):
+    try:
+        if os.name == "nt": os.startfile(target); return "opened " + target
+        r = subprocess.run(["xdg-open", target], capture_output=True, text=True, timeout=10)
+        return ("opened " if r.returncode == 0 else "could not open (no desktop session): ") + target
+    except Exception as e:
+        return f"open failed: {e}"
+
+def _key(combo, plat):
+    keys = [k.strip().lower() for k in combo.split("+")]
+    if plat == "win":
+        vks = [VK.get(k) for k in keys]
+        if None in vks: return "cmd_fail", f"unknown key in {combo}"
+        ps = T.WIN_KEYS + f"[K]::Press([byte[]]@({','.join(hex(v) for v in vks)}))"
+        return _shell("ps", ps)
+    x = "+".join(XKEY.get(k, k) for k in keys).replace("win+", "super+")
+    return _shell("sh", f"xdotool key {x} 2>/dev/null || wtype -k {x.split('+')[-1]}")
+
+def _powershell():
+    """PATH may not include PowerShell (e.g. started from Git Bash or a Store Python); fall back to the system copy."""
+    import shutil
+    return shutil.which("powershell") or os.path.join(os.environ.get("SystemRoot", r"C:\Windows"), "System32", "WindowsPowerShell", "v1.0", "powershell.exe")
+
+def _shell(kind, command, timeout=25):
+    try:
+        if kind == "ps":
+            exe = _powershell() if os.name == "nt" else "pwsh"
+            import base64
+            enc = base64.b64encode(("$ProgressPreference='SilentlyContinue'; " + command).encode("utf-16-le")).decode()
+            argv = [exe, "-NoProfile", "-NonInteractive", "-ExecutionPolicy", "Bypass", "-EncodedCommand", enc]
+            r = subprocess.run(argv, capture_output=True, text=True, timeout=timeout)
+        elif kind == "cmd":
+            if os.name != "nt": return "unsupported", "cmd.exe command - not runnable on Linux"
+            r = subprocess.run(f'cmd.exe /d /s /c "{command}"', capture_output=True, text=True, timeout=timeout, shell=False)
+        else:
+            if os.name == "nt": return "unsupported", "bash command - not runnable on Windows"
+            r = subprocess.run(["bash", "-lc", command], capture_output=True, text=True, timeout=timeout)
+        out = (r.stdout + ("\n" + r.stderr if r.stderr.strip() else "")).strip()
+        return ("ok" if r.returncode == 0 else "error"), out[-4000:] or f"(exit {r.returncode})"
+    except subprocess.TimeoutExpired:
+        return "timeout", f"no answer in {timeout}s"
+    except FileNotFoundError as e:
+        return "error", f"shell not found: {e}"
+
+def _builtin(name, cmd, plat):
+    if name == "noop": return "ok", "not a device command - nothing done"
+    if name == "clarify": return "ok", "asked user for the missing value"
+    if name == "help":
+        groups = {}
+        for a, s in CATALOG.items(): groups.setdefault(s["risk"], []).append(a)
+        return "ok", f"{len(CATALOG)} actions. safe: {len(groups.get('safe', []))}, caution: {len(groups.get('caution', []))}, critical: {len(groups.get('critical', []))}. Try: 'volume 60 karo', 'gpio 17 high karo', 'wifi Airtel_5G se connect karo password xyz'"
+    if name in ("timer", "reminder"):
+        secs = (cmd.get("amount", 0)) * {"sec": 1, "min": 60, "hour": 3600}.get(cmd.get("unit", "min"), 60)
+        msg = cmd.get("text", "timer done")
+        t = threading.Timer(secs, lambda: print(f"\a[{name}] {msg}")); t.daemon = True; t.start(); _timers[name] = t
+        return "ok", f"{name} set for {secs}s" + (f": {msg}" if name == "reminder" else "")
+    if name == "cancel_timer":
+        t = _timers.pop("timer", None); return "ok", "timer cancelled" if t and not t.cancel() else "no active timer"
+    if name == "alarm": return "ok", f"alarm registered for {cmd.get('time')} (in-process; use the OS clock app for persistence)"
+    if name == "cancel_alarm": return "ok", "alarm cancelled"
+    if name == "stopwatch_start": _timers["sw"] = time.time(); return "ok", "stopwatch started"
+    if name == "stopwatch_stop": s = _timers.pop("sw", None); return "ok", f"stopwatch: {time.time() - s:.1f}s" if s else "stopwatch was not running"
+    if name == "calculate":
+        e = str(cmd.get("expression", "")).lower()
+        e = re.sub(r"\bplus\b|\bjod\w*", "+", e); e = re.sub(r"\bminus\b", "-", e); e = re.sub(r"\btimes\b|\binto\b|\bx\b|\bguna\b", "*", e)
+        e = re.sub(r"\bdivided by\b|\bbhaag\b", "/", e); e = re.sub(r"(\d+(?:\.\d+)?)\s*(?:ka|of)?\s*(\d+(?:\.\d+)?)\s*percent(?: of)?", r"(\1*\2/100)", e)
+        e = re.sub(r"(\d+(?:\.\d+)?)\s*percent of\s*(\d+(?:\.\d+)?)", r"(\1*\2/100)", e); e = re.sub(r"sqrt of\s*(\d+)", r"(\1**0.5)", e)
+        e = re.sub(r"(\d+)\s*(?:ki|to the)\s*power\s*(\d+)", r"(\1**\2)", e); e = re.sub(r"(\d+)\s*se\s*(\d+)\s*ghatao", r"(\1-\2)", e)
+        if not re.fullmatch(r"[\d\s+\-*/().]+", e): return "error", f"could not parse expression: {cmd.get('expression')}"
+        try: return "ok", f"{cmd.get('expression')} = {eval(e, {'__builtins__': {}}, {})}"
+        except Exception as ex: return "error", str(ex)
+    if name == "gpio_pin_role":
+        if "role" in cmd: return "ok", f"{cmd['role']}: {ROLE_TO_PIN.get(str(cmd['role']).lower(), 'not a header role')}"
+        pin = int(cmd.get("pin", -1)); board = cmd.get("numbering") == "board"
+        if board and pin in BOARD_POWER: return "ok", f"board pin {pin} = {BOARD_POWER[pin]}"
+        bcm = BOARD_TO_BCM.get(pin, -1) if board else pin
+        return "ok", f"GPIO{bcm} (board {BCM_TO_BOARD.get(bcm, '?')}): {BCM_ROLE.get(bcm, 'general purpose I/O')}"
+    if name == "bcm_to_board": p = int(cmd["pin"]); return "ok", f"GPIO{p} is physical pin {BCM_TO_BOARD.get(p, 'n/a (not on header)')}"
+    if name == "board_to_bcm":
+        p = int(cmd["pin"])
+        if p in BOARD_POWER: return "ok", f"board pin {p} is {BOARD_POWER[p]} (not a GPIO)"
+        return "ok", f"physical pin {p} is GPIO{BOARD_TO_BCM.get(p, 'n/a')}"
+    if name == "web_login":
+        site = cmd.get("site", ""); url = site if site.startswith("http") else ("http://" + site if re.match(r"^(localhost|\d+\.\d+)", site) else "https://" + (site if "." in site else site + ".com"))
+        msg = _open(url)
+        return "ok", f"{msg}; login handler received username='{cmd.get('username')}' (password hidden) - form fill needs the browser-automation add-on"
+    if name == "send_message":
+        app, text = cmd.get("app", "sms"), urllib.parse.quote(str(cmd.get("text", "")))
+        url = {"whatsapp": f"https://web.whatsapp.com/send?text={text}", "telegram": f"tg://msg?text={text}", "sms": f"sms:?body={text}", "teams": "msteams:", "slack": "slack://open", "signal": "signal://"}.get(app, "")
+        return "ok", (_open(url) if url else "unknown app") + f" -> to {cmd.get('contact')}: {cmd.get('text')}"
+    if name == "find_in_page":
+        st, o = _key("ctrl+f", plat)
+        if st == "ok": _shell("sh" if plat != "win" else "ps", (f"xdotool type {q_sh(cmd.get('query',''))}" if plat != "win" else f"Add-Type -AssemblyName System.Windows.Forms; [System.Windows.Forms.SendKeys]::SendWait({q_ps(cmd.get('query',''))})"))
+        return st, f"find: {cmd.get('query')} ({o})"
+    if name == "repeat_last":
+        lp = _last["plan"]
+        return ("ok", "repeated: " + lp.command) if lp else ("error", "nothing to repeat")
+    return "error", f"unknown builtin {name}"
+
+def run(p, cmd=None, dry_run=True):
+    if not p.supported: return {"status": "unsupported", "output": p.note, "command": p.command}
+    if p.action == "clarify": return {"status": "clarify", "output": "ask the user: " + (p.note or "need more information"), "command": ""}
+    if dry_run: return {"status": "dry_run", "output": "not executed (dry run)", "command": p.command}
+    cmd = cmd or {}
+    if p.kind == "py": st, out = _builtin(p.command or CMD[p.action][p.platform].split(":", 1)[1], cmd, p.platform)
+    elif p.kind == "open": st, out = "ok", _open(p.command)
+    elif p.kind == "key": st, out = _key(p.command, p.platform)
+    else: st, out = _shell(p.kind, p.command)
+    if st == "ok" and p.action != "repeat_last": _last["plan"] = p
+    return {"status": st, "output": out, "command": p.command}

executor/tables.py

@@ -0,0 +1,333 @@
+'''Tables reused from laptop-agent (B) plus union extensions. Edit here to add apps / sites / folders / services.'''
+
+WIN_AUDIO = r'''Add-Type -TypeDefinition @"
+using System.Runtime.InteropServices;
+[Guid("5CDF2C82-841E-4546-9722-0CF74078229A"), InterfaceType(ComInterfaceType.InterfaceIsIUnknown)]
+interface IAudioEndpointVolume { int f(); int g(); int h(); int i();
+ int SetMasterVolumeLevelScalar(float fLevel, System.Guid pguidEventContext); int j();
+ int GetMasterVolumeLevelScalar(out float pfLevel); int k(); int l(); int m(); int n();
+ int SetMute([MarshalAs(UnmanagedType.Bool)] bool bMute, System.Guid pguidEventContext); int GetMute(out bool pbMute); }
+[Guid("D666063F-1587-4E43-81F1-B948E807363F"), InterfaceType(ComInterfaceType.InterfaceIsIUnknown)]
+interface IMMDevice { int Activate(ref System.Guid id, int clsCtx, int activationParams, out IAudioEndpointVolume aev); }
+[Guid("A95664D2-9614-4F35-A746-DE8DB63617E6"), InterfaceType(ComInterfaceType.InterfaceIsIUnknown)]
+interface IMMDeviceEnumerator { int f(); int GetDefaultAudioEndpoint(int dataFlow, int role, out IMMDevice endpoint); }
+[ComImport, Guid("BCDE0395-E52F-467C-8E3D-C4579291692E")] class MMDeviceEnumeratorComObject { }
+public class Audio {
+ static IAudioEndpointVolume Vol() { var enumerator = new MMDeviceEnumeratorComObject() as IMMDeviceEnumerator;
+  IMMDevice dev = null; Marshal.ThrowExceptionForHR(enumerator.GetDefaultAudioEndpoint(0, 1, out dev));
+  IAudioEndpointVolume epv = null; var epvid = typeof(IAudioEndpointVolume).GUID;
+  Marshal.ThrowExceptionForHR(dev.Activate(ref epvid, 23, 0, out epv)); return epv; }
+ public static float Volume { get { float v = -1; Marshal.ThrowExceptionForHR(Vol().GetMasterVolumeLevelScalar(out v)); return v; }
+  set { Marshal.ThrowExceptionForHR(Vol().SetMasterVolumeLevelScalar(value, System.Guid.Empty)); } }
+ public static bool Mute { get { bool m = false; Marshal.ThrowExceptionForHR(Vol().GetMute(out m)); return m; }
+  set { Marshal.ThrowExceptionForHR(Vol().SetMute(value, System.Guid.Empty)); } }
+}
+"@; '''
+
+WIN_KEYS = r'''Add-Type -TypeDefinition @"
+using System; using System.Runtime.InteropServices;
+public class K { [DllImport("user32.dll")] public static extern void keybd_event(byte vk, byte scan, int flags, int extra);
+ public static void Press(byte[] vks){ foreach(var v in vks) keybd_event(v,0,0,0); Array.Reverse(vks); foreach(var v in vks) keybd_event(v,0,2,0);} }
+"@; '''
+
+WIN_BT = r'''Add-Type -AssemblyName System.Runtime.WindowsRuntime
+$asTask = ([System.WindowsRuntimeSystemExtensions].GetMethods() | ? { $_.Name -eq 'AsTask' -and $_.GetParameters().Count -eq 1 -and $_.GetParameters()[0].ParameterType.Name -eq 'IAsyncOperation`1' })[0]
+Function Await($t, $rt) { $n = $asTask.MakeGenericMethod($rt).Invoke($null, @($t)); $n.Wait(-1) | Out-Null; $n.Result }
+[Windows.Devices.Radios.Radio,Windows.System.Devices,ContentType=WindowsRuntime] | Out-Null
+[Windows.Devices.Radios.RadioAccessStatus,Windows.System.Devices,ContentType=WindowsRuntime] | Out-Null
+Await ([Windows.Devices.Radios.Radio]::RequestAccessAsync()) ([Windows.Devices.Radios.RadioAccessStatus]) | Out-Null
+$radios = Await ([Windows.Devices.Radios.Radio]::GetRadiosAsync()) ([System.Collections.Generic.IReadOnlyList[Windows.Devices.Radios.Radio]])
+$bt = $radios | ? { $_.Kind -eq 'Bluetooth' }
+[Windows.Devices.Radios.RadioState,Windows.System.Devices,ContentType=WindowsRuntime] | Out-Null
+Await ($bt.SetStateAsync('STATE')) ([Windows.Devices.Radios.RadioAccessStatus]) | Out-Null'''
+
+WIN_SCREENSHOT = r'''Add-Type -AssemblyName System.Windows.Forms,System.Drawing;
+$b=[System.Windows.Forms.SystemInformation]::VirtualScreen; $bmp=New-Object System.Drawing.Bitmap $b.Width,$b.Height;
+$g=[System.Drawing.Graphics]::FromImage($bmp); $g.CopyFromScreen($b.Left,$b.Top,0,0,$bmp.Size);
+$p="$env:USERPROFILE\Pictures\screenshot_$(Get-Date -f yyyyMMdd_HHmmss).png"; $bmp.Save($p); "saved $p"'''
+
+VK = {"ctrl": 0x11, "alt": 0x12, "shift": 0x10, "win": 0x5B, "tab": 0x09, "f4": 0x73, "f5": 0x74, "up": 0x26, "down": 0x28,
+      "left": 0x25, "right": 0x27, "plus": 0xBB, "minus": 0xBD, "0": 0x30, "a": 0x41, "c": 0x43, "d": 0x44, "s": 0x53,
+      "t": 0x54, "v": 0x56, "w": 0x57, "x": 0x58, "y": 0x59, "z": 0x5A, "media_play_pause": 0xB3, "media_next": 0xB0,
+      "media_prev": 0xB1, "vol_up": 0xAF, "vol_down": 0xAE, "vol_mute": 0xAD}
+
+XDO = {"ctrl": "ctrl", "alt": "alt", "shift": "shift", "super": "super", "win": "super", "tab": "Tab", "f4": "F4", "f5": "F5",
+       "up": "Up", "down": "Down", "left": "Left", "right": "Right", "plus": "plus", "minus": "minus", "h": "h", "d": "d"}
+
+WIN_PROC = {"chrome": "chrome.exe", "firefox": "firefox.exe", "edge": "msedge.exe", "notepad": "notepad.exe",
+            "calculator": "CalculatorApp.exe", "paint": "mspaint.exe", "word": "WINWORD.EXE", "excel": "EXCEL.EXE",
+            "powerpoint": "POWERPNT.EXE", "outlook": "OUTLOOK.EXE", "teams": "ms-teams.exe", "vscode": "Code.exe",
+            "terminal": "WindowsTerminal.exe", "cmd": "cmd.exe", "powershell": "powershell.exe", "file_explorer": None,
+            "task_manager": "Taskmgr.exe", "control_panel": None, "spotify": "Spotify.exe", "vlc": "vlc.exe",
+            "media_player": "wmplayer.exe", "whatsapp": "WhatsApp.exe", "telegram": "Telegram.exe", "zoom": "Zoom.exe",
+            "discord": "Discord.exe", "slack": "slack.exe", "camera": "WindowsCamera.exe", "photos": "Photos.exe",
+            "calendar": "HxOutlook.exe", "clock": "Time.exe", "snipping_tool": "SnippingTool.exe", "store": "WinStore.App.exe",
+            "obs": "obs64.exe", "steam": "steam.exe", "onenote": "ONENOTE.EXE", "sticky_notes": "Microsoft.Notes.exe"}
+
+PI_PROC = {"chrome": "chromium", "chromium": "chromium", "firefox": "firefox", "notepad": "mousepad", "calculator": "galculator",
+           "word": "soffice", "excel": "soffice", "powerpoint": "soffice", "vscode": "code", "terminal": "lxterminal",
+           "cmd": "lxterminal", "file_explorer": "pcmanfm", "task_manager": "lxtask", "vlc": "vlc", "media_player": "vlc",
+           "telegram": "telegram-desktop", "camera": "rpicam-hello", "photos": "gpicview", "obs": "obs", "thonny": "thonny"}
+
+APPS = {
+"chrome": {
+"win": "start chrome",
+"pi": "chromium-browser &"
+},
+"firefox": {
+"win": "start firefox",
+"pi": "firefox &"
+},
+"edge": {
+"win": "start msedge",
+"pi": None
+},
+"chromium": {
+"win": None,
+"pi": "chromium-browser &"
+},
+"notepad": {
+"win": "notepad",
+"pi": "mousepad &"
+},
+"calculator": {
+"win": "calc",
+"pi": "galculator &"
+},
+"paint": {
+"win": "start mspaint",
+"pi": None
+},
+"word": {
+"win": "start winword",
+"pi": "libreoffice --writer &"
+},
+"excel": {
+"win": "start excel",
+"pi": "libreoffice --calc &"
+},
+"powerpoint": {
+"win": "start powerpnt",
+"pi": "libreoffice --impress &"
+},
+"outlook": {
+"win": "start outlook",
+"pi": None
+},
+"teams": {
+"win": "start msteams:",
+"pi": None
+},
+"vscode": {
+"win": "code",
+"pi": "code &"
+},
+"terminal": {
+"win": "start wt || start cmd",
+"pi": "x-terminal-emulator &"
+},
+"cmd": {
+"win": "start cmd",
+"pi": "lxterminal &"
+},
+"powershell": {
+"win": "start powershell",
+"pi": None
+},
+"file_explorer": {
+"win": "explorer.exe",
+"pi": "xdg-open ~ &"
+},
+"task_manager": {
+"win": "taskmgr",
+"pi": "x-terminal-emulator -e htop &"
+},
+"control_panel": {
+"win": "start control",
+"pi": None
+},
+"spotify": {
+"win": "start spotify:",
+"pi": None
+},
+"vlc": {
+"win": "start vlc",
+"pi": "vlc &"
+},
+"media_player": {
+"win": "start wmplayer",
+"pi": "vlc &"
+},
+"whatsapp": {
+"win": "start whatsapp:",
+"pi": None
+},
+"telegram": {
+"win": "start tg:",
+"pi": "telegram-desktop &"
+},
+"zoom": {
+"win": "start zoommtg:",
+"pi": None
+},
+"discord": {
+"win": "start discord:",
+"pi": None
+},
+"slack": {
+"win": "start slack:",
+"pi": None
+},
+"camera": {
+"win": "start microsoft.windows.camera:",
+"pi": "rpicam-hello -t 0 &"
+},
+"photos": {
+"win": "start ms-photos:",
+"pi": "gpicview &"
+},
+"calendar": {
+"win": "start outlookcal:",
+"pi": None
+},
+"clock": {
+"win": "start ms-clock:",
+"pi": None
+},
+"snipping_tool": {
+"win": "start ms-screenclip:",
+"pi": None
+},
+"store": {
+"win": "start ms-windows-store:",
+"pi": None
+},
+"obs": {
+"win": "start obs64",
+"pi": "obs &"
+},
+"steam": {
+"win": "start steam:",
+"pi": None
+},
+"onenote": {
+"win": "start onenote:",
+"pi": None
+},
+"thonny": {
+"win": None,
+"pi": "thonny &"
+},
+"sticky_notes": {
+"win": "start ms-stickynotes:",
+"pi": None
+},
+"browser": {
+"win": "start msedge",
+"pi": "chromium-browser &"
+},
+"disk_management": {
+"win": "diskmgmt.msc",
+"pi": "gparted &"
+},
+"signal": {
+"win": "start signal://",
+"pi": "signal-desktop &"
+},
+"sms": {
+"win": None,
+"pi": None
+}
+}
+
+SITES = {
+"youtube": "https://www.youtube.com",
+"google": "https://www.google.com",
+"gmail": "https://mail.google.com",
+"facebook": "https://www.facebook.com",
+"instagram": "https://www.instagram.com",
+"twitter": "https://x.com",
+"linkedin": "https://www.linkedin.com",
+"github": "https://github.com",
+"wikipedia": "https://www.wikipedia.org",
+"amazon": "https://www.amazon.in",
+"flipkart": "https://www.flipkart.com",
+"netflix": "https://www.netflix.com",
+"hotstar": "https://www.hotstar.com",
+"chatgpt": "https://chatgpt.com",
+"claude": "https://claude.ai",
+"whatsapp_web": "https://web.whatsapp.com",
+"stackoverflow": "https://stackoverflow.com",
+"google_maps": "https://maps.google.com",
+"google_drive": "https://drive.google.com",
+"irctc": "https://www.irctc.co.in"
+}
+
+FOLDERS = {
+"downloads": {
+"win": "$env:USERPROFILE\\Downloads",
+"pi": "~/Downloads"
+},
+"documents": {
+"win": "$env:USERPROFILE\\Documents",
+"pi": "~/Documents"
+},
+"desktop": {
+"win": "$env:USERPROFILE\\Desktop",
+"pi": "~/Desktop"
+},
+"pictures": {
+"win": "$env:USERPROFILE\\Pictures",
+"pi": "~/Pictures"
+},
+"music": {
+"win": "$env:USERPROFILE\\Music",
+"pi": "~/Music"
+},
+"videos": {
+"win": "$env:USERPROFILE\\Videos",
+"pi": "~/Videos"
+},
+"home": {
+"win": "$env:USERPROFILE",
+"pi": "~"
+},
+"c_drive": {
+"win": "C:\\",
+"pi": "/"
+},
+"d_drive": {
+"win": "D:\\",
+"pi": "/mnt"
+}
+}
+
+SETTINGS_PAGES = {
+"display": "ms-settings:display",
+"sound": "ms-settings:sound",
+"bluetooth": "ms-settings:bluetooth",
+"wifi": "ms-settings:network-wifi",
+"network": "ms-settings:network",
+"battery": "ms-settings:batterysaver",
+"power": "ms-settings:powersleep",
+"update": "ms-settings:windowsupdate",
+"apps": "ms-settings:appsfeatures",
+"privacy": "ms-settings:privacy",
+"notifications": "ms-settings:notifications",
+"personalization": "ms-settings:personalization",
+"date_time": "ms-settings:dateandtime",
+"language": "ms-settings:regionlanguage",
+"keyboard": "ms-settings:typing",
+"mouse": "ms-settings:mousetouchpad",
+"storage": "ms-settings:storagesense",
+"accounts": "ms-settings:yourinfo",
+"about": "ms-settings:about",
+"default_apps": "ms-settings:defaultapps",
+"printers": "ms-settings:printers"
+}
+
+SERVICE_UNITS = {"ssh": "ssh", "vnc": "vncserver-x11-serviced", "apache": "apache2", "nginx": "nginx", "docker": "docker", "bluetooth": "bluetooth", "cron": "cron", "mysql": "mariadb", "samba": "smbd", "mosquitto": "mosquitto", "nodered": "nodered", "pihole": "pihole-FTL", "spooler": "cups", "w32time": "systemd-timesyncd", "sshd": "ssh"}
+
+WIN_SERVICES = {"spooler": "Spooler", "w32time": "W32Time", "ssh": "sshd", "docker": "com.docker.service", "mysql": "MySQL", "apache": "Apache2.4", "nginx": "nginx", "bluetooth": "bthserv", "cron": "Schedule", "vnc": "tvnserver", "samba": "LanmanServer", "mosquitto": "mosquitto", "nodered": "nodered", "pihole": "pihole"}
+
+DISPLAY_MODES = {"pc_only": "DisplaySwitch.exe /internal", "duplicate": "DisplaySwitch.exe /clone", "extend": "DisplaySwitch.exe /extend", "second_only": "DisplaySwitch.exe /external"}

model/catalog.json

@@ -0,0 +1,5539 @@
+{
+ "actions": {
+  "add_persistent_mount": {
+   "slots": [
+    "device"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Add an fstab mount",
+   "executable": true
+  },
+  "airplane_mode_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Airplane mode off",
+   "executable": true
+  },
+  "airplane_mode_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Airplane mode on (all radios off)",
+   "executable": true
+  },
+  "antivirus_scan": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Run a quick antivirus scan",
+   "executable": true
+  },
+  "attach_session": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Attach to a session",
+   "executable": true
+  },
+  "backup_disk_image": {
+   "slots": [
+    "device"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Image-backup a disk",
+   "executable": true
+  },
+  "battery_saver_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn off battery saver",
+   "executable": true
+  },
+  "battery_saver_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn on battery saver",
+   "executable": true
+  },
+  "bcm_to_board": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Convert BCM GPIO number to physical header pin",
+   "executable": true
+  },
+  "bluetooth_connect": {
+   "slots": [
+    "device"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Connect a paired Bluetooth device",
+   "executable": true
+  },
+  "bluetooth_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn Bluetooth off",
+   "executable": true
+  },
+  "bluetooth_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn Bluetooth on",
+   "executable": true
+  },
+  "board_to_bcm": {
+   "slots": [
+    "pin",
+    "numbering"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Convert physical header pin to BCM GPIO number",
+   "executable": true
+  },
+  "bookmark_page": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Bookmark current page",
+   "executable": true
+  },
+  "brightness_down": {
+   "slots": [],
+   "optional": [
+    "step"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Decrease brightness (default step 10)",
+   "executable": true
+  },
+  "brightness_up": {
+   "slots": [],
+   "optional": [
+    "step"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Increase brightness (default step 10)",
+   "executable": true
+  },
+  "browser_back": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Browser back",
+   "executable": true
+  },
+  "browser_forward": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Browser forward",
+   "executable": true
+  },
+  "build_project": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Build/compile a project",
+   "executable": true
+  },
+  "calculate": {
+   "slots": [
+    "expression"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Evaluate an arithmetic expression",
+   "executable": true
+  },
+  "camera_photo": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Take a photo with the camera",
+   "executable": true
+  },
+  "camera_video": {
+   "slots": [
+    "amount",
+    "unit"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Record video for a duration",
+   "executable": true
+  },
+  "cancel_alarm": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Cancel alarm",
+   "executable": true
+  },
+  "cancel_shutdown": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Cancel a scheduled shutdown/restart",
+   "executable": true
+  },
+  "cancel_timer": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Cancel timer",
+   "executable": true
+  },
+  "check_ai_accelerator": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Detect AI HAT / Hailo NPU",
+   "executable": true
+  },
+  "check_filesystem": {
+   "slots": [
+    "device"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "fsck a filesystem",
+   "executable": true
+  },
+  "check_port": {
+   "slots": [
+    "host",
+    "port"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Check if a TCP port is open on a host",
+   "executable": true
+  },
+  "check_updates": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Check for OS updates",
+   "executable": true
+  },
+  "clarify": {
+   "slots": [],
+   "optional": [
+    "action"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Recognised request but a required value is missing/invalid or the target is ambiguous; ask the user",
+   "executable": true
+  },
+  "clear_notifications": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Clear notifications",
+   "executable": true
+  },
+  "clear_temp_files": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Delete temporary files",
+   "executable": true
+  },
+  "clipboard_history": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open clipboard history",
+   "executable": true
+  },
+  "clone_disk": {
+   "slots": [
+    "device"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Clone the system to another disk",
+   "executable": true
+  },
+  "close_app": {
+   "slots": [
+    "app"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Close an application (may lose unsaved work)",
+   "executable": true
+  },
+  "close_tab": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Close current tab",
+   "executable": true
+  },
+  "close_window": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Close current window (Alt+F4)",
+   "executable": true
+  },
+  "compress_file": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Zip a file/folder",
+   "executable": true
+  },
+  "connect_wifi": {
+   "slots": [
+    "ssid"
+   ],
+   "optional": [
+    "password"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Connect to a Wi-Fi network (optional password)",
+   "executable": true
+  },
+  "convert_media": {
+   "slots": [
+    "file",
+    "format"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Convert/transcode media",
+   "executable": true
+  },
+  "copy": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Copy (Ctrl+C)",
+   "executable": true
+  },
+  "copy_file": {
+   "slots": [
+    "src",
+    "dst"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "copy file \"{src}\" to \"{dst}\"",
+   "executable": true
+  },
+  "copy_ssh_key": {
+   "slots": [
+    "host"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Install SSH key on a host",
+   "executable": true
+  },
+  "create_calendar_event": {
+   "slots": [
+    "title",
+    "time"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Create a calendar event",
+   "executable": true
+  },
+  "create_file": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "create empty file \"{path}\"",
+   "executable": true
+  },
+  "create_folder": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Create a new folder on the desktop",
+   "executable": true
+  },
+  "create_service": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Create a systemd service",
+   "executable": true
+  },
+  "create_symlink": {
+   "slots": [
+    "path",
+    "link"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Create a symbolic link",
+   "executable": true
+  },
+  "create_virtualenv": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Create a Python virtualenv",
+   "executable": true
+  },
+  "cut": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Cut (Ctrl+X)",
+   "executable": true
+  },
+  "dark_mode_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Switch to light theme",
+   "executable": true
+  },
+  "dark_mode_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Switch to dark theme",
+   "executable": true
+  },
+  "delete_file": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Delete a file/folder by name (to recycle bin on Windows)",
+   "executable": true
+  },
+  "disable_auto_updates": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Disable unattended updates",
+   "executable": true
+  },
+  "discover_devices": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Discover mDNS/LAN devices",
+   "executable": true
+  },
+  "display_mode": {
+   "slots": [
+    "mode"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Projection mode: pc_only / duplicate / extend / second_only",
+   "executable": true
+  },
+  "dnd_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Do not disturb / focus mode off",
+   "executable": true
+  },
+  "dnd_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Do not disturb / focus mode on",
+   "executable": true
+  },
+  "dns_lookup": {
+   "slots": [
+    "host"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "dns lookup {host}",
+   "executable": true
+  },
+  "docker_compose_up": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Bring up a compose stack",
+   "executable": true
+  },
+  "docker_list": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List containers",
+   "executable": true
+  },
+  "docker_prune": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Prune unused docker data",
+   "executable": true
+  },
+  "docker_run": {
+   "slots": [
+    "image"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Run a container from an image",
+   "executable": true
+  },
+  "docker_stop": {
+   "slots": [
+    "container"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Stop a container",
+   "executable": true
+  },
+  "download_file": {
+   "slots": [
+    "url"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Download a file from a URL",
+   "executable": true
+  },
+  "drop_caches": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Drop page caches",
+   "executable": true
+  },
+  "edit_system_config": {
+   "slots": [],
+   "optional": [
+    "file"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Edit a system/boot config file",
+   "executable": true
+  },
+  "emoji_panel": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open emoji panel",
+   "executable": true
+  },
+  "empty_recycle_bin": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Permanently empty recycle bin / trash",
+   "executable": true
+  },
+  "enable_auto_updates": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Enable unattended security updates",
+   "executable": true
+  },
+  "enable_zram": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Enable compressed RAM swap",
+   "executable": true
+  },
+  "expand_filesystem": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Expand root filesystem",
+   "executable": true
+  },
+  "extract_archive": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Extract an archive",
+   "executable": true
+  },
+  "factory_reset": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "factory reset computer",
+   "executable": true
+  },
+  "find_command": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Is a command installed / where",
+   "executable": true
+  },
+  "find_in_page": {
+   "slots": [
+    "query"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Find text on page",
+   "executable": true
+  },
+  "firewall_allow": {
+   "slots": [
+    "port"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Allow a port",
+   "executable": true
+  },
+  "firewall_deny": {
+   "slots": [
+    "port"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Block a port",
+   "executable": true
+  },
+  "firewall_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn firewall OFF (security risk)",
+   "executable": true
+  },
+  "firewall_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn firewall on",
+   "executable": true
+  },
+  "firewall_status": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "show firewall status",
+   "executable": true
+  },
+  "fix_gpio_permissions": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Add user to gpio group / fix udev rules",
+   "executable": true
+  },
+  "flash_firmware": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Flash firmware / bootloader EEPROM",
+   "executable": true
+  },
+  "flush_dns": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Flush DNS cache",
+   "executable": true
+  },
+  "forget_wifi": {
+   "slots": [
+    "ssid"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Forget a saved Wi-Fi network",
+   "executable": true
+  },
+  "format_drive": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "format drive",
+   "executable": true
+  },
+  "fullscreen": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Toggle full screen (F11)",
+   "executable": true
+  },
+  "get_bandwidth_usage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Live/historical bandwidth usage",
+   "executable": true
+  },
+  "get_battery": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Tell battery percentage / charging state",
+   "executable": true
+  },
+  "get_boot_config": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Active boot/firmware config",
+   "executable": true
+  },
+  "get_boot_logs": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Previous-boot logs",
+   "executable": true
+  },
+  "get_boot_time": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Boot time and slowest units",
+   "executable": true
+  },
+  "get_brightness": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "show brightness",
+   "executable": true
+  },
+  "get_cpu_clock": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "show cpu clock",
+   "executable": true
+  },
+  "get_cpu_governor": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Show CPU frequency governor",
+   "executable": true
+  },
+  "get_cpu_pressure": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "CPU pressure (PSI)",
+   "executable": true
+  },
+  "get_cpu_usage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show CPU usage",
+   "executable": true
+  },
+  "get_current_user": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "show current user",
+   "executable": true
+  },
+  "get_date": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Tell today's date / day",
+   "executable": true
+  },
+  "get_default_gateway": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Default gateway/routing",
+   "executable": true
+  },
+  "get_diagnostics": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Collect a full diagnostics/bug-report dump",
+   "executable": true
+  },
+  "get_disk_health": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Disk/SSD/NVMe SMART health",
+   "executable": true
+  },
+  "get_disk_io": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Live disk I/O by process",
+   "executable": true
+  },
+  "get_disk_space": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show disk / storage space",
+   "executable": true
+  },
+  "get_ethernet_status": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Ethernet link speed/duplex",
+   "executable": true
+  },
+  "get_fan_speed": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Fan RPM",
+   "executable": true
+  },
+  "get_firmware_log": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "VideoCore firmware log",
+   "executable": true
+  },
+  "get_firmware_version": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "show firmware version",
+   "executable": true
+  },
+  "get_folder_sizes": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Which folders use the most space",
+   "executable": true
+  },
+  "get_gpu_memory": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "GPU/VideoCore memory split",
+   "executable": true
+  },
+  "get_gpu_usage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "GPU usage",
+   "executable": true
+  },
+  "get_hostname": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "show hostname",
+   "executable": true
+  },
+  "get_interrupts": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "IRQ counts",
+   "executable": true
+  },
+  "get_ip": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show IP address",
+   "executable": true
+  },
+  "get_kernel_log": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show kernel ring-buffer (dmesg)",
+   "executable": true
+  },
+  "get_kernel_version": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show kernel version",
+   "executable": true
+  },
+  "get_load_average": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show system load average",
+   "executable": true
+  },
+  "get_mac_address": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show MAC address",
+   "executable": true
+  },
+  "get_memory_pressure": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Memory pressure (PSI)",
+   "executable": true
+  },
+  "get_per_core_usage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Per-core CPU usage",
+   "executable": true
+  },
+  "get_power_draw": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Show board power draw (Pi5 PMIC)",
+   "executable": true
+  },
+  "get_public_ip": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show public IP",
+   "executable": true
+  },
+  "get_radio_status": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Is Wi-Fi/BT blocked (rfkill)",
+   "executable": true
+  },
+  "get_ram_usage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show RAM / memory usage",
+   "executable": true
+  },
+  "get_reboot_history": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Reboot/shutdown history",
+   "executable": true
+  },
+  "get_sdcard_info": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "SD card manufacturer/model",
+   "executable": true
+  },
+  "get_service_logs": {
+   "slots": [
+    "service"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show a service's logs",
+   "executable": true
+  },
+  "get_slab_usage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Kernel slab cache usage",
+   "executable": true
+  },
+  "get_swap_usage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Swap usage",
+   "executable": true
+  },
+  "get_system_info": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show system information (OS, CPU, model)",
+   "executable": true
+  },
+  "get_temperature": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "CPU / SoC temperature",
+   "executable": true
+  },
+  "get_throttle_status": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Under-voltage / throttling status",
+   "executable": true
+  },
+  "get_time": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Tell the current time",
+   "executable": true
+  },
+  "get_time_sync": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "NTP/time sync status",
+   "executable": true
+  },
+  "get_uptime": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show how long the system has been running",
+   "executable": true
+  },
+  "get_voltage": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "show core voltage",
+   "executable": true
+  },
+  "get_volume": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Tell current volume",
+   "executable": true
+  },
+  "get_wifi_signal": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Wi-Fi signal strength",
+   "executable": true
+  },
+  "gpio_alt_functions": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "List ALT functions of a pin",
+   "executable": true
+  },
+  "gpio_blink": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering",
+    "interval",
+    "count"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Blink a pin (optional interval ms, count)",
+   "executable": true
+  },
+  "gpio_conflicts": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Which pins are reserved by overlays / I2C / SPI / UART",
+   "executable": true
+  },
+  "gpio_debug": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Diagnose one pin: mode, level, pull, overlay conflicts, chip, permissions",
+   "executable": true
+  },
+  "gpio_debug_all": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Diagnose the whole GPIO subsystem",
+   "executable": true
+  },
+  "gpio_info": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Live mode/level/pull of a pin (pinctrl get)",
+   "executable": true
+  },
+  "gpio_off": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set a GPIO pin LOW",
+   "executable": true
+  },
+  "gpio_on": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set a GPIO pin HIGH (e.g. relay / LED on)",
+   "executable": true
+  },
+  "gpio_pin_role": {
+   "slots": [],
+   "optional": [
+    "pin",
+    "numbering",
+    "role"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "What a pin is for (SDA/SCL/TXD/GND...) or where a role is",
+   "executable": true
+  },
+  "gpio_pulse": {
+   "slots": [
+    "pin",
+    "amount",
+    "unit"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Set a pin high for a duration then low",
+   "executable": true
+  },
+  "gpio_pwm": {
+   "slots": [
+    "pin",
+    "duty"
+   ],
+   "optional": [
+    "numbering",
+    "freq"
+   ],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "PWM on a pin (duty %, optional Hz)",
+   "executable": true
+  },
+  "gpio_read": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Read GPIO pin state",
+   "executable": true
+  },
+  "gpio_reset": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Reset a pin to default input",
+   "executable": true
+  },
+  "gpio_reset_all": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Reset all GPIO pins",
+   "executable": true
+  },
+  "gpio_servo": {
+   "slots": [
+    "pin",
+    "angle"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Move a servo on a pin to an angle",
+   "executable": true
+  },
+  "gpio_set_alt": {
+   "slots": [
+    "pin",
+    "alt"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Set a pin to an ALT function",
+   "executable": true
+  },
+  "gpio_set_mode": {
+   "slots": [
+    "pin",
+    "mode"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Set a GPIO pin as input or output",
+   "executable": true
+  },
+  "gpio_set_pull": {
+   "slots": [
+    "pin",
+    "pull"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Set internal pull-up/down/none on a pin",
+   "executable": true
+  },
+  "gpio_stop_watch": {
+   "slots": [],
+   "optional": [
+    "pin",
+    "numbering"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Stop GPIO monitoring",
+   "executable": true
+  },
+  "gpio_toggle": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering"
+   ],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Toggle GPIO pin",
+   "executable": true
+  },
+  "gpio_watch": {
+   "slots": [
+    "pin"
+   ],
+   "optional": [
+    "numbering",
+    "edge"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Monitor a pin for edges / button presses",
+   "executable": true
+  },
+  "harden_ssh": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Harden sshd (key-only, no root)",
+   "executable": true
+  },
+  "hash_file": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "hash file \"{path}\"",
+   "executable": true
+  },
+  "help": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "help",
+   "executable": true
+  },
+  "hibernate": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Hibernate",
+   "executable": true
+  },
+  "high_contrast_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "High contrast off",
+   "executable": true
+  },
+  "high_contrast_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "High contrast on",
+   "executable": true
+  },
+  "hotspot_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn mobile hotspot off",
+   "executable": true
+  },
+  "hotspot_on": {
+   "slots": [],
+   "optional": [
+    "ssid",
+    "password"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn on hotspot (optional ssid/password)",
+   "executable": true
+  },
+  "i2c_dump": {
+   "slots": [
+    "address"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Dump all registers of an I2C device",
+   "executable": true
+  },
+  "i2c_read": {
+   "slots": [
+    "address",
+    "register"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Read a register from an I2C device",
+   "executable": true
+  },
+  "i2c_scan": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Scan I2C bus",
+   "executable": true
+  },
+  "i2c_write": {
+   "slots": [
+    "address",
+    "register",
+    "value"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Write a value to an I2C register",
+   "executable": true
+  },
+  "incognito_window": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Private/incognito window",
+   "executable": true
+  },
+  "install_package": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Install a package/application by name",
+   "executable": true
+  },
+  "install_python_package": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "pip-install a Python package",
+   "executable": true
+  },
+  "install_updates": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Install OS updates (may reboot)",
+   "executable": true
+  },
+  "interface_disable": {
+   "slots": [
+    "interface"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Disable Pi interface",
+   "executable": true
+  },
+  "interface_enable": {
+   "slots": [
+    "interface"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Enable Pi interface (i2c/spi/serial/onewire/camera)",
+   "executable": true
+  },
+  "kill_process": {
+   "slots": [
+    "pid"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "kill process {pid}",
+   "executable": true
+  },
+  "list_1wire_sensors": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "List 1-Wire sensors",
+   "executable": true
+  },
+  "list_arp": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "ARP table (IP to MAC)",
+   "executable": true
+  },
+  "list_audio_devices": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List audio capture/playback devices",
+   "executable": true
+  },
+  "list_banned_ips": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List fail2ban bans",
+   "executable": true
+  },
+  "list_bluetooth_devices": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List Bluetooth devices",
+   "executable": true
+  },
+  "list_cameras": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "list cameras",
+   "executable": true
+  },
+  "list_connections": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "show network connections",
+   "executable": true
+  },
+  "list_disks": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "list disk devices",
+   "executable": true
+  },
+  "list_displays": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List connected displays and resolution",
+   "executable": true
+  },
+  "list_failed_services": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List failed services",
+   "executable": true
+  },
+  "list_files": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "list files in \"{path}\"",
+   "executable": true
+  },
+  "list_free_gpio": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "List unused GPIO pins",
+   "executable": true
+  },
+  "list_gpio": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Read all GPIO pin states",
+   "executable": true
+  },
+  "list_gpio_chips": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "List gpiochips (gpiodetect)",
+   "executable": true
+  },
+  "list_installed_apps": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List installed apps",
+   "executable": true
+  },
+  "list_kernel_modules": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List loaded kernel modules",
+   "executable": true
+  },
+  "list_llm_models": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List local LLM models",
+   "executable": true
+  },
+  "list_logged_in_users": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Who is logged in",
+   "executable": true
+  },
+  "list_open_files": {
+   "slots": [],
+   "optional": [
+    "device"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "What holds a device/port/file open",
+   "executable": true
+  },
+  "list_open_ports": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List open/listening ports",
+   "executable": true
+  },
+  "list_packages": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List installed packages",
+   "executable": true
+  },
+  "list_partitions": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List disks/partitions/filesystems",
+   "executable": true
+  },
+  "list_pci": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "list pci devices",
+   "executable": true
+  },
+  "list_printers": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List printers",
+   "executable": true
+  },
+  "list_processes": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "list running processes",
+   "executable": true
+  },
+  "list_serial_ports": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "List serial/UART ports",
+   "executable": true
+  },
+  "list_services": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "list services",
+   "executable": true
+  },
+  "list_sessions": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List sessions",
+   "executable": true
+  },
+  "list_spi_devices": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "List SPI devices",
+   "executable": true
+  },
+  "list_usb": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "list usb devices",
+   "executable": true
+  },
+  "list_wifi": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "List available Wi-Fi networks",
+   "executable": true
+  },
+  "load_overlay": {
+   "slots": [
+    "overlay"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Load a device-tree overlay",
+   "executable": true
+  },
+  "lock_screen": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Lock the screen",
+   "executable": true
+  },
+  "magnifier_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Close magnifier",
+   "executable": true
+  },
+  "magnifier_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open magnifier",
+   "executable": true
+  },
+  "manage_users": {
+   "slots": [],
+   "optional": [
+    "user"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Add/remove/modify a user or sudo access",
+   "executable": true
+  },
+  "maximize_window": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Maximize current window",
+   "executable": true
+  },
+  "media_next": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Next track / video",
+   "executable": true
+  },
+  "media_pause": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Pause / stop media",
+   "executable": true
+  },
+  "media_play": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Play / resume media",
+   "executable": true
+  },
+  "media_play_pause": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "play pause media",
+   "executable": true
+  },
+  "media_prev": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Previous track / video",
+   "executable": true
+  },
+  "mic_mute": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Mute microphone",
+   "executable": true
+  },
+  "mic_unmute": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Unmute microphone",
+   "executable": true
+  },
+  "minimize_window": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Minimize current window",
+   "executable": true
+  },
+  "monitor_health": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Live temp/clock/throttle monitor",
+   "executable": true
+  },
+  "monitor_hotplug": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Watch udev hotplug events",
+   "executable": true
+  },
+  "mount_drive": {
+   "slots": [
+    "device"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Mount a drive",
+   "executable": true
+  },
+  "move_file": {
+   "slots": [
+    "src",
+    "dst"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "move file \"{src}\" to \"{dst}\"",
+   "executable": true
+  },
+  "mute": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Mute audio",
+   "executable": true
+  },
+  "narrator_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn narrator / screen reader off",
+   "executable": true
+  },
+  "narrator_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn narrator / screen reader on",
+   "executable": true
+  },
+  "network_status": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Is internet connected? Show connection status",
+   "executable": true
+  },
+  "new_tab": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open a new browser tab",
+   "executable": true
+  },
+  "new_virtual_desktop": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "New virtual desktop",
+   "executable": true
+  },
+  "next_tab": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Next tab",
+   "executable": true
+  },
+  "night_light_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn off night light",
+   "executable": true
+  },
+  "night_light_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn on night light / blue light filter",
+   "executable": true
+  },
+  "onscreen_keyboard": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open on-screen keyboard",
+   "executable": true
+  },
+  "open_app": {
+   "slots": [
+    "app"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open / launch an application",
+   "executable": true
+  },
+  "open_config_tool": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Open raspi-config",
+   "executable": true
+  },
+  "open_file": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open a file by name",
+   "executable": true
+  },
+  "open_folder": {
+   "slots": [
+    "folder"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open a well-known folder",
+   "executable": true
+  },
+  "open_notification_center": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open notification centre",
+   "executable": true
+  },
+  "open_recycle_bin": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open recycle bin / trash",
+   "executable": true
+  },
+  "open_serial_terminal": {
+   "slots": [
+    "serial_port"
+   ],
+   "optional": [
+    "baud"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Open a serial console",
+   "executable": true
+  },
+  "open_settings": {
+   "slots": [],
+   "optional": [
+    "page"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open settings (optionally a specific page)",
+   "executable": true
+  },
+  "open_site": {
+   "slots": [
+    "site"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open a known website",
+   "executable": true
+  },
+  "open_url": {
+   "slots": [
+    "url"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open an arbitrary URL / domain the user typed",
+   "executable": true
+  },
+  "packet_capture": {
+   "slots": [],
+   "optional": [
+    "iface"
+   ],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Capture packets on an interface",
+   "executable": true
+  },
+  "partition_disk": {
+   "slots": [],
+   "optional": [
+    "device"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Partition or format a disk",
+   "executable": true
+  },
+  "paste": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Paste (Ctrl+V)",
+   "executable": true
+  },
+  "ping": {
+   "slots": [
+    "host"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Ping a host",
+   "executable": true
+  },
+  "port_forward": {
+   "slots": [
+    "port"
+   ],
+   "optional": [
+    "host"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "SSH port-forward",
+   "executable": true
+  },
+  "power_mode": {
+   "slots": [
+    "mode"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Power plan: performance / balanced",
+   "executable": true
+  },
+  "press_key": {
+   "slots": [
+    "key"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Press a single named key",
+   "executable": true
+  },
+  "prev_tab": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Previous tab",
+   "executable": true
+  },
+  "print_file": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Print a file",
+   "executable": true
+  },
+  "print_page": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Print (Ctrl+P)",
+   "executable": true
+  },
+  "pull_llm_model": {
+   "slots": [
+    "model"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Download an LLM model",
+   "executable": true
+  },
+  "read_file": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "read file \"{path}\"",
+   "executable": true
+  },
+  "recent_files": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show recent files",
+   "executable": true
+  },
+  "record_audio": {
+   "slots": [
+    "amount",
+    "unit"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Record audio from the mic for a duration",
+   "executable": true
+  },
+  "redo": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Redo (Ctrl+Y)",
+   "executable": true
+  },
+  "refresh": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Refresh / reload page",
+   "executable": true
+  },
+  "remote_shell": {
+   "slots": [
+    "host"
+   ],
+   "optional": [
+    "user"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open an SSH shell to a host",
+   "executable": true
+  },
+  "rename_file": {
+   "slots": [
+    "src",
+    "dst"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "rename file \"{src}\" to \"{dst}\"",
+   "executable": true
+  },
+  "reopen_tab": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Reopen last closed tab",
+   "executable": true
+  },
+  "repair_packages": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Fix broken package state",
+   "executable": true
+  },
+  "repeat_last": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Repeat the previous command",
+   "executable": true
+  },
+  "restart": {
+   "slots": [],
+   "optional": [
+    "amount",
+    "unit",
+    "at"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Restart / reboot (optional delay)",
+   "executable": true
+  },
+  "rotate_screen": {
+   "slots": [
+    "orientation"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set display orientation",
+   "executable": true
+  },
+  "run_background": {
+   "slots": [
+    "command"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Run a command detached",
+   "executable": true
+  },
+  "run_benchmark": {
+   "slots": [
+    "target"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Run a cpu/memory/disk benchmark",
+   "executable": true
+  },
+  "run_command": {
+   "slots": [
+    "command"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Run an arbitrary shell command",
+   "executable": true
+  },
+  "run_llm": {
+   "slots": [
+    "model"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Run a local LLM",
+   "executable": true
+  },
+  "run_llm_benchmark": {
+   "slots": [
+    "model"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Benchmark an LLM",
+   "executable": true
+  },
+  "run_network_benchmark": {
+   "slots": [
+    "host"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "iperf LAN throughput test",
+   "executable": true
+  },
+  "run_script": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "run shell script",
+   "executable": true
+  },
+  "run_stress_test": {
+   "slots": [
+    "amount",
+    "unit"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Stress-test the CPU for a duration",
+   "executable": true
+  },
+  "save_file": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Save current file (Ctrl+S)",
+   "executable": true
+  },
+  "scan_lan": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Scan the LAN for devices",
+   "executable": true
+  },
+  "scan_ports": {
+   "slots": [
+    "host"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Port-scan a host",
+   "executable": true
+  },
+  "schedule_task": {
+   "slots": [
+    "command",
+    "schedule"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Schedule a command (cron)",
+   "executable": true
+  },
+  "screen_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn the display off (system keeps running)",
+   "executable": true
+  },
+  "screen_record_start": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Start screen recording",
+   "executable": true
+  },
+  "screen_record_stop": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Stop screen recording",
+   "executable": true
+  },
+  "screenshot": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Take a screenshot",
+   "executable": true
+  },
+  "scroll_down": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Scroll down",
+   "executable": true
+  },
+  "scroll_up": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Scroll up",
+   "executable": true
+  },
+  "search_files": {
+   "slots": [
+    "query"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Search files by name",
+   "executable": true
+  },
+  "search_in_files": {
+   "slots": [
+    "query"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Search text inside files",
+   "executable": true
+  },
+  "search_package": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Search available packages",
+   "executable": true
+  },
+  "select_all": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Select all (Ctrl+A)",
+   "executable": true
+  },
+  "send_email": {
+   "slots": [
+    "to",
+    "text"
+   ],
+   "optional": [
+    "subject"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Send an email",
+   "executable": true
+  },
+  "send_message": {
+   "slots": [
+    "app",
+    "contact",
+    "text"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Send a chat/SMS message to a contact",
+   "executable": true
+  },
+  "service_disable": {
+   "slots": [
+    "service"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Disable a service at boot (and stop)",
+   "executable": true
+  },
+  "service_enable": {
+   "slots": [
+    "service"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Enable a service at boot (and start)",
+   "executable": true
+  },
+  "service_restart": {
+   "slots": [
+    "service"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Restart a system service",
+   "executable": true
+  },
+  "service_start": {
+   "slots": [
+    "service"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Start a system service",
+   "executable": true
+  },
+  "service_status": {
+   "slots": [
+    "service"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show a service's status",
+   "executable": true
+  },
+  "service_stop": {
+   "slots": [
+    "service"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Stop a system service",
+   "executable": true
+  },
+  "set_alarm": {
+   "slots": [
+    "time"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set alarm at clock time (time=HH:MM 24h)",
+   "executable": true
+  },
+  "set_audio_output": {
+   "slots": [
+    "output"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Switch audio output device",
+   "executable": true
+  },
+  "set_boot_order": {
+   "slots": [],
+   "optional": [
+    "order"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Set bootloader boot order",
+   "executable": true
+  },
+  "set_boot_target": {
+   "slots": [
+    "target"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Boot to desktop or console",
+   "executable": true
+  },
+  "set_brightness": {
+   "slots": [
+    "value"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set screen brightness percent",
+   "executable": true
+  },
+  "set_cpu_affinity": {
+   "slots": [
+    "pid",
+    "cores"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Pin a process to cores",
+   "executable": true
+  },
+  "set_cpu_governor": {
+   "slots": [
+    "governor"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Set CPU frequency governor",
+   "executable": true
+  },
+  "set_default_printer": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set default printer",
+   "executable": true
+  },
+  "set_disk_label": {
+   "slots": [
+    "device",
+    "label"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set a volume label",
+   "executable": true
+  },
+  "set_display_scale": {
+   "slots": [
+    "value"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set display scaling percent",
+   "executable": true
+  },
+  "set_keyboard_layout": {
+   "slots": [
+    "layout"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set keyboard layout",
+   "executable": true
+  },
+  "set_locale": {
+   "slots": [
+    "locale"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set system locale",
+   "executable": true
+  },
+  "set_mouse_speed": {
+   "slots": [
+    "value"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set mouse/pointer speed",
+   "executable": true
+  },
+  "set_owner": {
+   "slots": [
+    "path",
+    "user"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Change file ownership",
+   "executable": true
+  },
+  "set_permissions": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Change file permissions",
+   "executable": true
+  },
+  "set_process_priority": {
+   "slots": [
+    "pid"
+   ],
+   "optional": [
+    "priority"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "renice a process",
+   "executable": true
+  },
+  "set_refresh_rate": {
+   "slots": [
+    "value"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set monitor refresh rate (Hz)",
+   "executable": true
+  },
+  "set_reminder": {
+   "slots": [
+    "amount",
+    "text",
+    "unit"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Reminder after a duration",
+   "executable": true
+  },
+  "set_resolution": {
+   "slots": [
+    "resolution"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set display resolution",
+   "executable": true
+  },
+  "set_swap_size": {
+   "slots": [
+    "size"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Resize the swap file",
+   "executable": true
+  },
+  "set_swappiness": {
+   "slots": [
+    "value"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set vm.swappiness",
+   "executable": true
+  },
+  "set_timer": {
+   "slots": [
+    "amount",
+    "unit"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set a countdown timer",
+   "executable": true
+  },
+  "set_timezone": {
+   "slots": [
+    "tz"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set the system timezone",
+   "executable": true
+  },
+  "set_volume": {
+   "slots": [
+    "value"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set master volume to an exact percent",
+   "executable": true
+  },
+  "set_wallpaper": {
+   "slots": [
+    "path"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Set desktop wallpaper",
+   "executable": true
+  },
+  "show_command_history": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show command history",
+   "executable": true
+  },
+  "show_desktop": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Minimize everything / show desktop",
+   "executable": true
+  },
+  "show_pinout": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi"
+   ],
+   "desc": "Show GPIO pinout",
+   "executable": true
+  },
+  "show_wifi_password": {
+   "slots": [],
+   "optional": [
+    "ssid"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Show a saved Wi-Fi password",
+   "executable": true
+  },
+  "shutdown": {
+   "slots": [],
+   "optional": [
+    "amount",
+    "unit",
+    "at"
+   ],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Shut down the machine (optional delay)",
+   "executable": true
+  },
+  "sign_out": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Sign out / log off the current user",
+   "executable": true
+  },
+  "sleep": {
+   "slots": [],
+   "optional": [
+    "amount",
+    "unit"
+   ],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Put the machine to sleep (optional delay)",
+   "executable": true
+  },
+  "snap_left": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Snap window to left half",
+   "executable": true
+  },
+  "snap_right": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Snap window to right half",
+   "executable": true
+  },
+  "speed_test": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Internet speed test",
+   "executable": true
+  },
+  "start_session": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Start a tmux/screen session",
+   "executable": true
+  },
+  "stop_llm": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Stop the local LLM",
+   "executable": true
+  },
+  "stopwatch_start": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Start stopwatch",
+   "executable": true
+  },
+  "stopwatch_stop": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Stop stopwatch",
+   "executable": true
+  },
+  "switch_input_language": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Switch keyboard layout",
+   "executable": true
+  },
+  "switch_user": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Switch user",
+   "executable": true
+  },
+  "switch_window": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Switch to the next window (Alt+Tab)",
+   "executable": true
+  },
+  "sync_time": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Force NTP time sync",
+   "executable": true
+  },
+  "task_view": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open task view / all windows",
+   "executable": true
+  },
+  "touchpad_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Disable touchpad",
+   "executable": true
+  },
+  "touchpad_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Enable touchpad",
+   "executable": true
+  },
+  "traceroute": {
+   "slots": [
+    "host"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Traceroute to a host",
+   "executable": true
+  },
+  "transcribe_audio": {
+   "slots": [
+    "file"
+   ],
+   "optional": [
+    "language"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Speech-to-text a file",
+   "executable": true
+  },
+  "transfer_files": {
+   "slots": [
+    "file",
+    "host"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Copy/rsync/scp files to a host",
+   "executable": true
+  },
+  "type_text": {
+   "slots": [
+    "text"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Type the given text at the cursor",
+   "executable": true
+  },
+  "unban_ip": {
+   "slots": [
+    "ip"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Unban an IP",
+   "executable": true
+  },
+  "undo": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Undo (Ctrl+Z)",
+   "executable": true
+  },
+  "uninstall_app": {
+   "slots": [
+    "app"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Uninstall an app",
+   "executable": true
+  },
+  "uninstall_package": {
+   "slots": [
+    "name"
+   ],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Remove a package",
+   "executable": true
+  },
+  "unknown": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Not a laptop command / not understood - do nothing",
+   "executable": true
+  },
+  "unmount_drive": {
+   "slots": [
+    "device"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Unmount/eject a drive",
+   "executable": true
+  },
+  "unmute": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Unmute audio",
+   "executable": true
+  },
+  "update_packages": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": true,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Refresh package lists",
+   "executable": true
+  },
+  "volume_down": {
+   "slots": [],
+   "optional": [
+    "step"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Decrease volume (default step 10)",
+   "executable": true
+  },
+  "volume_up": {
+   "slots": [],
+   "optional": [
+    "step"
+   ],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Increase volume (default step 10)",
+   "executable": true
+  },
+  "vpn_connect": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Connect VPN",
+   "executable": true
+  },
+  "vpn_disconnect": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Disconnect VPN",
+   "executable": true
+  },
+  "watch_command": {
+   "slots": [
+    "command"
+   ],
+   "optional": [
+    "interval"
+   ],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Re-run a command on an interval",
+   "executable": true
+  },
+  "web_login": {
+   "slots": [
+    "site",
+    "username",
+    "password"
+   ],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Open a website and log in with supplied credentials",
+   "executable": true
+  },
+  "web_search": {
+   "slots": [
+    "query"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Google search for a query",
+   "executable": true
+  },
+  "wifi_off": {
+   "slots": [],
+   "optional": [],
+   "risk": "critical",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn Wi-Fi off",
+   "executable": true
+  },
+  "wifi_on": {
+   "slots": [],
+   "optional": [],
+   "risk": "caution",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Turn Wi-Fi on",
+   "executable": true
+  },
+  "youtube_search": {
+   "slots": [
+    "query"
+   ],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Search / play something on YouTube",
+   "executable": true
+  },
+  "zoom_in": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Zoom in",
+   "executable": true
+  },
+  "zoom_out": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Zoom out",
+   "executable": true
+  },
+  "zoom_reset": {
+   "slots": [],
+   "optional": [],
+   "risk": "safe",
+   "needs_sudo": false,
+   "platforms": [
+    "pi",
+    "windows"
+   ],
+   "desc": "Reset zoom to 100%",
+   "executable": true
+  }
+ },
+ "slot_types": {
+  "action": "enum",
+  "address": "text",
+  "alt": "enum",
+  "amount": "int",
+  "angle": "int",
+  "app": "enum",
+  "at": "time",
+  "baud": "int",
+  "command": "text",
+  "contact": "text",
+  "container": "text",
+  "cores": "text",
+  "count": "int",
+  "device": "text",
+  "dst": "text",
+  "duty": "int",
+  "edge": "enum",
+  "expression": "text",
+  "file": "text",
+  "folder": "enum",
+  "format": "text",
+  "freq": "int",
+  "governor": "enum",
+  "host": "text",
+  "iface": "text",
+  "image": "text",
+  "interface": "enum",
+  "interval": "int",
+  "ip": "text",
+  "key": "enum",
+  "label": "text",
+  "language": "text",
+  "layout": "text",
+  "link": "text",
+  "locale": "text",
+  "mode": "enum",
+  "model": "text",
+  "name": "text",
+  "numbering": "enum",
+  "order": "text",
+  "orientation": "enum",
+  "output": "enum",
+  "overlay": "text",
+  "page": "enum",
+  "password": "text",
+  "path": "text",
+  "pid": "int",
+  "pin": "int",
+  "port": "int",
+  "priority": "text",
+  "pull": "enum",
+  "query": "text",
+  "register": "text",
+  "resolution": "text",
+  "role": "text",
+  "schedule": "text",
+  "serial_port": "text",
+  "service": "enum",
+  "site": "enum",
+  "size": "int",
+  "src": "text",
+  "ssid": "text",
+  "step": "int",
+  "subject": "text",
+  "target": "enum",
+  "text": "text",
+  "time": "time",
+  "title": "text",
+  "to": "text",
+  "tz": "text",
+  "unit": "enum",
+  "url": "text",
+  "user": "text",
+  "username": "text",
+  "value": "int"
+ },
+ "action_slot_types": {
+  "web_login.site": "text",
+  "create_calendar_event.time": "text",
+  "set_mouse_speed.value": "text"
+ },
+ "enums": {
+  "action": [
+   "add_persistent_mount",
+   "airplane_mode_off",
+   "airplane_mode_on",
+   "antivirus_scan",
+   "attach_session",
+   "backup_disk_image",
+   "battery_saver_off",
+   "battery_saver_on",
+   "bcm_to_board",
+   "bluetooth_connect",
+   "bluetooth_off",
+   "bluetooth_on",
+   "board_to_bcm",
+   "bookmark_page",
+   "brightness_down",
+   "brightness_up",
+   "browser_back",
+   "browser_forward",
+   "build_project",
+   "calculate",
+   "camera_photo",
+   "camera_video",
+   "cancel_alarm",
+   "cancel_shutdown",
+   "cancel_timer",
+   "check_ai_accelerator",
+   "check_filesystem",
+   "check_port",
+   "check_updates",
+   "clarify",
+   "clear_notifications",
+   "clear_temp_files",
+   "clipboard_history",
+   "clone_disk",
+   "close_app",
+   "close_tab",
+   "close_window",
+   "compress_file",
+   "connect_wifi",
+   "convert_media",
+   "copy",
+   "copy_file",
+   "copy_ssh_key",
+   "create_calendar_event",
+   "create_file",
+   "create_folder",
+   "create_service",
+   "create_symlink",
+   "create_virtualenv",
+   "cut",
+   "dark_mode_off",
+   "dark_mode_on",
+   "delete_file",
+   "disable_auto_updates",
+   "discover_devices",
+   "display_mode",
+   "dnd_off",
+   "dnd_on",
+   "dns_lookup",
+   "docker_compose_up",
+   "docker_list",
+   "docker_prune",
+   "docker_run",
+   "docker_stop",
+   "download_file",
+   "drop_caches",
+   "edit_system_config",
+   "emoji_panel",
+   "empty_recycle_bin",
+   "enable_auto_updates",
+   "enable_zram",
+   "expand_filesystem",
+   "extract_archive",
+   "factory_reset",
+   "find_command",
+   "find_in_page",
+   "firewall_allow",
+   "firewall_deny",
+   "firewall_off",
+   "firewall_on",
+   "firewall_status",
+   "fix_gpio_permissions",
+   "flash_firmware",
+   "flush_dns",
+   "forget_wifi",
+   "format_drive",
+   "fullscreen",
+   "get_bandwidth_usage",
+   "get_battery",
+   "get_boot_config",
+   "get_boot_logs",
+   "get_boot_time",
+   "get_brightness",
+   "get_cpu_clock",
+   "get_cpu_governor",
+   "get_cpu_pressure",
+   "get_cpu_usage",
+   "get_current_user",
+   "get_date",
+   "get_default_gateway",
+   "get_diagnostics",
+   "get_disk_health",
+   "get_disk_io",
+   "get_disk_space",
+   "get_ethernet_status",
+   "get_fan_speed",
+   "get_firmware_log",
+   "get_firmware_version",
+   "get_folder_sizes",
+   "get_gpu_memory",
+   "get_gpu_usage",
+   "get_hostname",
+   "get_interrupts",
+   "get_ip",
+   "get_kernel_log",
+   "get_kernel_version",
+   "get_load_average",
+   "get_mac_address",
+   "get_memory_pressure",
+   "get_per_core_usage",
+   "get_power_draw",
+   "get_public_ip",
+   "get_radio_status",
+   "get_ram_usage",
+   "get_reboot_history",
+   "get_sdcard_info",
+   "get_service_logs",
+   "get_slab_usage",
+   "get_swap_usage",
+   "get_system_info",
+   "get_temperature",
+   "get_throttle_status",
+   "get_time",
+   "get_time_sync",
+   "get_uptime",
+   "get_voltage",
+   "get_volume",
+   "get_wifi_signal",
+   "gpio_alt_functions",
+   "gpio_blink",
+   "gpio_conflicts",
+   "gpio_debug",
+   "gpio_debug_all",
+   "gpio_info",
+   "gpio_off",
+   "gpio_on",
+   "gpio_pin_role",
+   "gpio_pulse",
+   "gpio_pwm",
+   "gpio_read",
+   "gpio_reset",
+   "gpio_reset_all",
+   "gpio_servo",
+   "gpio_set_alt",
+   "gpio_set_mode",
+   "gpio_set_pull",
+   "gpio_stop_watch",
+   "gpio_toggle",
+   "gpio_watch",
+   "harden_ssh",
+   "hash_file",
+   "help",
+   "hibernate",
+   "high_contrast_off",
+   "high_contrast_on",
+   "hotspot_off",
+   "hotspot_on",
+   "i2c_dump",
+   "i2c_read",
+   "i2c_scan",
+   "i2c_write",
+   "incognito_window",
+   "install_package",
+   "install_python_package",
+   "install_updates",
+   "interface_disable",
+   "interface_enable",
+   "kill_process",
+   "list_1wire_sensors",
+   "list_arp",
+   "list_audio_devices",
+   "list_banned_ips",
+   "list_bluetooth_devices",
+   "list_cameras",
+   "list_connections",
+   "list_disks",
+   "list_displays",
+   "list_failed_services",
+   "list_files",
+   "list_free_gpio",
+   "list_gpio",
+   "list_gpio_chips",
+   "list_installed_apps",
+   "list_kernel_modules",
+   "list_llm_models",
+   "list_logged_in_users",
+   "list_open_files",
+   "list_open_ports",
+   "list_packages",
+   "list_partitions",
+   "list_pci",
+   "list_printers",
+   "list_processes",
+   "list_serial_ports",
+   "list_services",
+   "list_sessions",
+   "list_spi_devices",
+   "list_usb",
+   "list_wifi",
+   "load_overlay",
+   "lock_screen",
+   "magnifier_off",
+   "magnifier_on",
+   "manage_users",
+   "maximize_window",
+   "media_next",
+   "media_pause",
+   "media_play",
+   "media_play_pause",
+   "media_prev",
+   "mic_mute",
+   "mic_unmute",
+   "minimize_window",
+   "monitor_health",
+   "monitor_hotplug",
+   "mount_drive",
+   "move_file",
+   "mute",
+   "narrator_off",
+   "narrator_on",
+   "network_status",
+   "new_tab",
+   "new_virtual_desktop",
+   "next_tab",
+   "night_light_off",
+   "night_light_on",
+   "onscreen_keyboard",
+   "open_app",
+   "open_config_tool",
+   "open_file",
+   "open_folder",
+   "open_notification_center",
+   "open_recycle_bin",
+   "open_serial_terminal",
+   "open_settings",
+   "open_site",
+   "open_url",
+   "packet_capture",
+   "partition_disk",
+   "paste",
+   "ping",
+   "port_forward",
+   "power_mode",
+   "press_key",
+   "prev_tab",
+   "print_file",
+   "print_page",
+   "pull_llm_model",
+   "read_file",
+   "recent_files",
+   "record_audio",
+   "redo",
+   "refresh",
+   "remote_shell",
+   "rename_file",
+   "reopen_tab",
+   "repair_packages",
+   "repeat_last",
+   "restart",
+   "rotate_screen",
+   "run_background",
+   "run_benchmark",
+   "run_command",
+   "run_llm",
+   "run_llm_benchmark",
+   "run_network_benchmark",
+   "run_script",
+   "run_stress_test",
+   "save_file",
+   "scan_lan",
+   "scan_ports",
+   "schedule_task",
+   "screen_off",
+   "screen_record_start",
+   "screen_record_stop",
+   "screenshot",
+   "scroll_down",
+   "scroll_up",
+   "search_files",
+   "search_in_files",
+   "search_package",
+   "select_all",
+   "send_email",
+   "send_message",
+   "service_disable",
+   "service_enable",
+   "service_restart",
+   "service_start",
+   "service_status",
+   "service_stop",
+   "set_alarm",
+   "set_audio_output",
+   "set_boot_order",
+   "set_boot_target",
+   "set_brightness",
+   "set_cpu_affinity",
+   "set_cpu_governor",
+   "set_default_printer",
+   "set_disk_label",
+   "set_display_scale",
+   "set_keyboard_layout",
+   "set_locale",
+   "set_mouse_speed",
+   "set_owner",
+   "set_permissions",
+   "set_process_priority",
+   "set_refresh_rate",
+   "set_reminder",
+   "set_resolution",
+   "set_swap_size",
+   "set_swappiness",
+   "set_timer",
+   "set_timezone",
+   "set_volume",
+   "set_wallpaper",
+   "show_command_history",
+   "show_desktop",
+   "show_pinout",
+   "show_wifi_password",
+   "shutdown",
+   "sign_out",
+   "sleep",
+   "snap_left",
+   "snap_right",
+   "speed_test",
+   "start_session",
+   "stop_llm",
+   "stopwatch_start",
+   "stopwatch_stop",
+   "switch_input_language",
+   "switch_user",
+   "switch_window",
+   "sync_time",
+   "task_view",
+   "touchpad_off",
+   "touchpad_on",
+   "traceroute",
+   "transcribe_audio",
+   "transfer_files",
+   "type_text",
+   "unban_ip",
+   "undo",
+   "uninstall_app",
+   "uninstall_package",
+   "unknown",
+   "unmount_drive",
+   "unmute",
+   "update_packages",
+   "volume_down",
+   "volume_up",
+   "vpn_connect",
+   "vpn_disconnect",
+   "watch_command",
+   "web_login",
+   "web_search",
+   "wifi_off",
+   "wifi_on",
+   "youtube_search",
+   "zoom_in",
+   "zoom_out",
+   "zoom_reset"
+  ],
+  "alt": [
+   "a0",
+   "a1",
+   "a2",
+   "a3",
+   "a4",
+   "a5"
+  ],
+  "app": [
+   "browser",
+   "calculator",
+   "calendar",
+   "camera",
+   "chrome",
+   "chromium",
+   "clock",
+   "cmd",
+   "control_panel",
+   "discord",
+   "disk_management",
+   "edge",
+   "excel",
+   "file_explorer",
+   "firefox",
+   "media_player",
+   "notepad",
+   "obs",
+   "onenote",
+   "outlook",
+   "paint",
+   "photos",
+   "powerpoint",
+   "powershell",
+   "signal",
+   "slack",
+   "sms",
+   "snipping_tool",
+   "spotify",
+   "steam",
+   "sticky_notes",
+   "store",
+   "task_manager",
+   "teams",
+   "telegram",
+   "terminal",
+   "thonny",
+   "vlc",
+   "vscode",
+   "whatsapp",
+   "word",
+   "zoom"
+  ],
+  "edge": [
+   "both",
+   "falling",
+   "rising"
+  ],
+  "folder": [
+   "c_drive",
+   "d_drive",
+   "desktop",
+   "documents",
+   "downloads",
+   "home",
+   "music",
+   "pictures",
+   "videos"
+  ],
+  "governor": [
+   "conservative",
+   "ondemand",
+   "performance",
+   "powersave",
+   "schedutil"
+  ],
+  "interface": [
+   "camera",
+   "i2c",
+   "onewire",
+   "serial",
+   "spi"
+  ],
+  "key": [
+   "backspace",
+   "delete",
+   "down",
+   "end",
+   "enter",
+   "escape",
+   "f11",
+   "f5",
+   "home",
+   "left",
+   "page_down",
+   "right",
+   "space",
+   "tab",
+   "up"
+  ],
+  "mode": [
+   "balanced",
+   "duplicate",
+   "extend",
+   "input",
+   "output",
+   "pc_only",
+   "performance",
+   "second_only"
+  ],
+  "numbering": [
+   "board"
+  ],
+  "orientation": [
+   "landscape",
+   "landscape_flipped",
+   "portrait"
+  ],
+  "output": [
+   "bluetooth",
+   "hdmi",
+   "headphones",
+   "speakers"
+  ],
+  "page": [
+   "about",
+   "accounts",
+   "apps",
+   "battery",
+   "bluetooth",
+   "date_time",
+   "default_apps",
+   "display",
+   "keyboard",
+   "language",
+   "mouse",
+   "network",
+   "notifications",
+   "personalization",
+   "power",
+   "printers",
+   "privacy",
+   "sound",
+   "storage",
+   "update",
+   "wifi"
+  ],
+  "pull": [
+   "down",
+   "none",
+   "up"
+  ],
+  "service": [
+   "abhi",
+   "apache",
+   "bhai",
+   "bluetooth",
+   "cron",
+   "diijye",
+   "dijie",
+   "dijiye",
+   "docker",
+   "kijiye",
+   "mosquitto",
+   "mysql",
+   "nginx",
+   "nodered",
+   "pihole",
+   "plase",
+   "please",
+   "samba",
+   "spooler",
+   "ssh",
+   "thanks",
+   "vnc",
+   "w32time",
+   "zara"
+  ],
+  "site": [
+   "amazon",
+   "chatgpt",
+   "claude",
+   "facebook",
+   "flipkart",
+   "github",
+   "gmail",
+   "google",
+   "google_drive",
+   "google_maps",
+   "hotstar",
+   "instagram",
+   "irctc",
+   "linkedin",
+   "netflix",
+   "stackoverflow",
+   "twitter",
+   "whatsapp_web",
+   "wikipedia",
+   "youtube"
+  ],
+  "target": [
+   "console",
+   "cpu",
+   "desktop",
+   "disk",
+   "graphical",
+   "headless",
+   "memory",
+   "text"
+  ],
+  "unit": [
+   "hour",
+   "min",
+   "sec"
+  ]
+ },
+ "int_ranges": {
+  "amount": [
+   0,
+   999
+  ],
+  "angle": [
+   0,
+   180
+  ],
+  "baud": [
+   1,
+   999999
+  ],
+  "count": [
+   1,
+   99
+  ],
+  "duty": [
+   0,
+   100
+  ],
+  "freq": [
+   1,
+   99999
+  ],
+  "interval": [
+   1,
+   9999
+  ],
+  "pid": [
+   1,
+   999999
+  ],
+  "pin": [
+   0,
+   40
+  ],
+  "port": [
+   1,
+   65535
+  ],
+  "size": [
+   1,
+   99999
+  ],
+  "step": [
+   1,
+   100
+  ],
+  "value": [
+   0,
+   255
+  ]
+ }
+}

model/catalog.py

@@ -0,0 +1,23 @@
+"""Union catalog (371 actions) in the shape the tokenizer/grammar expect.
+Slot types: enum (closed set, canonical value), int (digits within range), time (HH:MM), text (verbatim substring of input).
+A slot's type is global (SLOT_TYPES) unless ACTION_SLOT_TYPES overrides it for one action, e.g. web_login.site is text
+while open_site.site is enum; create_calendar_event.time is text while set_alarm.time is HH:MM.
+"""
+import json, os
+HERE = os.path.dirname(os.path.abspath(__file__))
+_C = json.load(open(os.path.join(HERE, "catalog.json")))
+ACTIONS = _C["actions"]
+SLOT_TYPES = _C["slot_types"]
+ACTION_SLOT_TYPES = _C["action_slot_types"]
+ENUMS = _C["enums"]
+INT_RANGES = {k: tuple(v) for k, v in _C["int_ranges"].items()}
+ACTION_NAMES = list(ACTIONS)
+
+
+def slot_type(action, slot):
+    return ACTION_SLOT_TYPES.get(f"{action}.{slot}", SLOT_TYPES[slot])
+
+
+def slot_order(action):
+    a = ACTIONS[action]
+    return a["slots"] + a["optional"]

model/config.json

@@ -0,0 +1,11 @@
+{
+ "max_out": 112,
+ "n_dec": 3,
+ "h": 8,
+ "n_enc": 5,
+ "d": 256,
+ "n_out": 1052,
+ "n_in": 200,
+ "max_in": 128,
+ "f": 768
+}

model/grammar.py

@@ -0,0 +1,100 @@
+"""
+Grammar-constrained decoding: every output is schema-valid.
+  action -> required slots (catalog order) -> optional slots (catalog order) -> <eos>
+  enum: only listed values | int: digits within the slot's range | time: HH:MM | text: verbatim substring of the input
+"""
+import os, sys
+HERE = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, HERE)
+from catalog import ACTIONS, SLOT_TYPES, INT_RANGES, slot_type, slot_order  # noqa
+from tokenizer import EOS  # noqa
+
+
+class Grammar:
+    def __init__(self, tok):
+        self.tok = tok
+        self.action_ids = [tok.out_idx[a] for a in ACTIONS]
+        self.enum_start = {}      # slot -> enum token ids
+        for t, (s, _) in tok.enum_tokens.items():
+            self.enum_start.setdefault(s, []).append(tok.out_idx[t])
+        self.key_id = {k[:-1]: tok.out_idx[k] for k in tok.key_tokens}
+        self.id2slot = {}
+        for s, ids in self.enum_start.items():
+            for i in ids: self.id2slot[i] = s
+        for s, i in self.key_id.items(): self.id2slot[i] = s
+        self.char_of = {v: k for k, v in tok.char_id.items()}
+        self.digit = {d: tok.char_id[str(d)] for d in range(10)}
+        self.colon = tok.char_id[":"]
+
+    def starts(self, action, slot):
+        return self.enum_start.get(slot, []) if slot_type(action, slot) == "enum" else [self.key_id[slot]]
+
+    def _parse(self, prefix):
+        if not prefix:
+            return None, [], None, "", False
+        action = self.tok.out_vocab[prefix[0]]
+        done, cur, buf, in_text, quotes = [], None, "", False, 0
+        for i in prefix[1:]:
+            if i in self.id2slot and not in_text:
+                if cur is not None: done.append(cur)
+                cur, buf, quotes = self.id2slot[i], "", 0
+                if slot_type(action, cur) == "enum":
+                    done.append(cur); cur = None
+            elif i == self.tok.quote:
+                quotes += 1; in_text = quotes == 1
+                if quotes == 2: done.append(cur); cur = None
+            else:
+                buf += self.char_of.get(i, "")
+        return action, done, cur, buf, in_text
+
+    def _next(self, action, done):
+        a = ACTIONS[action]; order = slot_order(action)
+        emitted = [s for s in order if s in done]
+        last = order.index(emitted[-1]) if emitted else -1
+        for s in a["slots"]:
+            if s not in done: return [s], False
+        if "amount" in done and "unit" in a["optional"] and "unit" not in done:
+            return ["unit"], False
+        opts = [s for s in a["optional"] if order.index(s) > last and s not in done]
+        if "unit" in opts and "amount" not in done: opts.remove("unit")
+        return opts, True
+
+    def allowed(self, prefix, src_text):
+        if not prefix:
+            return self.action_ids
+        action, done, cur, buf, in_text = self._parse(prefix)
+        if cur is not None:
+            ty = slot_type(action, cur)
+            if ty == "int":
+                lo, hi = INT_RANGES[cur]; out = []
+                if buf != "0":
+                    for d in range(10):
+                        if not buf and d == 0 and lo > 0: continue
+                        if int(buf + str(d)) <= hi: out.append(self.digit[d])
+                if buf and lo <= int(buf) <= hi:
+                    nxt, end = self._next(action, done + [cur])
+                    out += [i for s in nxt for i in self.starts(action, s)]
+                    if end: out.append(EOS)
+                return out
+            if ty == "time":   # HH:MM
+                n = len(buf)
+                if n == 0: return [self.digit[d] for d in range(3)]
+                if n == 1: return [self.digit[d] for d in range(10) if int(buf + str(d)) <= 23]
+                if n == 2: return [self.colon]
+                if n == 3: return [self.digit[d] for d in range(6)]
+                if n == 4: return [self.digit[d] for d in range(10)]
+                nxt, end = self._next(action, done + [cur])
+                out = [i for s in nxt for i in self.starts(action, s)]
+                if end: out.append(EOS)
+                return out
+            if ty == "text":
+                if not in_text: return [self.tok.quote]
+                out = []
+                for c, cid in self.tok.char_id.items():
+                    if (buf + c) in src_text and not (not buf and c == " ") and not (buf.endswith(" ") and c == " "):
+                        out.append(cid)
+                if buf and not buf.endswith(" "): out.append(self.tok.quote)
+                return out
+        nxt, end = self._next(action, done)
+        out = [i for s in nxt for i in self.starts(action, s)]
+        if end: out.append(EOS)
+        return out

model/model.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30ff9a19e8f007cabcaa2133b61d0a3389adcac16e354763babf874d8d0d74c8
+size 23912849

model/normalize.py

@@ -0,0 +1,19 @@
+"""Input normalisation (what the encoder sees) and case recovery for copied free-text slots."""
+import re
+
+def normalize(s):
+    s = s.lower().replace('"', " ").replace("`", " ").replace("’", "'").replace("“", " ").replace("”", " ")
+    s = re.sub(r"\s+", " ", s).strip()
+    return s
+
+def recover_case(raw, value):
+    """The decoder copies free text in lowercase; find the same span in the raw input and return it with original case."""
+    if not value:
+        return value
+    m = re.search(re.escape(value), raw, re.I)
+    if m:
+        return m.group(0)
+    # whitespace may have been collapsed / quotes stripped: try a whitespace-tolerant match
+    pat = r"\s*".join(re.escape(c) if c != " " else r"[\s\"]+" for c in value)
+    m = re.search(pat, raw, re.I)
+    return m.group(0).strip(' "') if m else value

model/runtime.py

@@ -0,0 +1,75 @@
+"""Pure-numpy inference runtime (no torch) for the union command model.
+  from runtime import CommandModel
+  m = CommandModel("artifacts/final"); m.predict("volume saath pe kar do")
+  -> {"action": "set_volume", "value": 60, "_meta": {...}}
+"""
+import json, math, os, re, sys, time
+import numpy as np
+HERE = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, HERE)
+from tokenizer import Tokenizer, BOS, EOS, PAD  # noqa
+from grammar import Grammar  # noqa
+from normalize import normalize, recover_case  # noqa
+from catalog import ACTIONS, slot_type  # noqa
+from snap import snap_target  # noqa
+
+def _erf(x):
+    s = np.sign(x); x = np.abs(x); t = 1.0 / (1.0 + 0.3275911 * x)
+    y = 1.0 - (((((1.061405429 * t - 1.453152027) * t) + 1.421413741) * t - 0.284496736) * t + 0.254829592) * t * np.exp(-x * x)
+    return s * y
+def gelu(x): return 0.5 * x * (1.0 + _erf(x / math.sqrt(2.0)))
+def layernorm(x, g, b, eps=1e-5):
+    m = x.mean(-1, keepdims=True); v = ((x - m) ** 2).mean(-1, keepdims=True); return (x - m) / np.sqrt(v + eps) * g + b
+def softmax(x): x = x - x.max(-1, keepdims=True); e = np.exp(x); return e / e.sum(-1, keepdims=True)
+
+class CommandModel:
+    def __init__(self, path):
+        self.cfg = json.load(open(os.path.join(path, "config.json")))
+        w = np.load(os.path.join(path, "model.npz")); self.W = {k: w[k].astype(np.float32) for k in w.files}
+        self.h = self.cfg["h"]; self.tok = Tokenizer(); self.gram = Grammar(self.tok)
+        self.max_in, self.max_out = self.cfg.get("max_in", 128), self.cfg.get("max_out", 112)
+    def _lin(self, x, n): return x @ self.W[n + ".weight"].T + self.W[n + ".bias"]
+    def _mha(self, x, mem, pre, mask):
+        T, D = x.shape; S = mem.shape[0]; h, dk = self.h, D // self.h
+        q = self._lin(x, pre + ".q").reshape(T, h, dk).transpose(1, 0, 2); k = self._lin(mem, pre + ".k").reshape(S, h, dk).transpose(1, 0, 2); v = self._lin(mem, pre + ".v").reshape(S, h, dk).transpose(1, 0, 2)
+        att = q @ k.transpose(0, 2, 1) / math.sqrt(dk)
+        if mask is not None: att = np.where(mask, att, -1e9)
+        return self._lin((softmax(att) @ v).transpose(1, 0, 2).reshape(T, D), pre + ".o")
+    def _ff(self, x, pre): return self._lin(gelu(self._lin(x, pre + ".a")), pre + ".b")
+    def _ln(self, x, pre): return layernorm(x, self.W[pre + ".weight"], self.W[pre + ".bias"])
+    def encode(self, ids):
+        W = self.W; x = W["in_emb.weight"][ids] + W["in_pos.weight"][:len(ids)]
+        for i in range(self.cfg["n_enc"]):
+            p = f"enc.{i}"; y = self._ln(x, p + ".ln1"); x = x + self._mha(y, y, p + ".att", None); x = x + self._ff(self._ln(x, p + ".ln2"), p + ".ff")
+        return self._ln(x, "enc_ln")
+    def decode_step(self, prefix, mem):
+        W = self.W; T = len(prefix); x = W["out_emb.weight"][prefix] + W["out_pos.weight"][:T]; causal = np.tril(np.ones((T, T), dtype=bool))[None]
+        for i in range(self.cfg["n_dec"]):
+            p = f"dec.{i}"; y = self._ln(x, p + ".ln1"); x = x + self._mha(y, y, p + ".self_att", causal); x = x + self._mha(self._ln(x, p + ".ln2"), mem, p + ".cross", None); x = x + self._ff(self._ln(x, p + ".ln3"), p + ".ff")
+        return self._ln(x, "dec_ln")[-1] @ W["out_emb.weight"].T
+    def predict_raw(self, text):
+        t = normalize(text); ids = self.tok.encode_in(t, self.max_in) or [self.tok.in_idx[" "]]
+        mem = self.encode(np.array(ids)); seq, logp, nt, alts = [BOS], 0.0, 0, None
+        for _ in range(self.max_out - 1):
+            logits = self.decode_step(np.array(seq), mem); allowed = self.gram.allowed(seq[1:], t) or [EOS]
+            p = softmax(logits[allowed]); j = int(p.argmax())
+            if alts is None: alts = [(self.tok.out_vocab[allowed[k]], float(p[k])) for k in np.argsort(-p)[:3]]
+            logp += math.log(max(p[j], 1e-12)); nt += 1; seq.append(allowed[j])
+            if allowed[j] == EOS: break
+        return snap_target(text, self.tok.decode_out(seq)), math.exp(logp / max(nt, 1)), t, alts
+    def predict(self, text):
+        t0 = time.perf_counter(); canon, conf, norm, alts = self.predict_raw(text)
+        out = to_json(canon, text)
+        out["_meta"] = {"canonical": canon, "confidence": round(conf, 4), "normalized_input": norm, "latency_ms": round((time.perf_counter() - t0) * 1000, 1),
+                        "risk": ACTIONS.get(out["action"], {}).get("risk", "safe"), "alternatives": [{"action": a, "p": round(p, 4)} for a, p in alts]}
+        return out
+
+def to_json(canon, raw_text=None):
+    parts = canon.split(" ", 1); action = parts[0]; out = {"action": action}
+    if len(parts) > 1:
+        for m in re.finditer(r'(\w+)=("[^"]*"|\S+)', parts[1]):
+            k, v = m.group(1), m.group(2); ty = slot_type(action, k) if action in ACTIONS and k in __import__("catalog").SLOT_TYPES else "text"
+            if v.startswith('"'):
+                v = v[1:-1]; out[k] = recover_case(raw_text, v) if raw_text else v
+            elif ty == "int" and v.isdigit(): out[k] = int(v)
+            else: out[k] = v
+    return out

model/snap.py

@@ -0,0 +1,54 @@
+"""Post-decode repair: extend a free-text value that was cut mid-word (letters/digits only) to the full word in the input."""
+import re
+from normalize import normalize
+AN = re.compile(r"[a-z0-9ऀ-ॿ]")
+def _occurrences(t, v):
+    i = t.find(v); out = []
+    while i >= 0: out.append(i); i = t.find(v, i + 1)
+    return out
+def snap_value(t, v):
+    if not v or not AN.match(v[0]) and not AN.match(v[-1]): return v
+    best = None
+    for i in _occurrences(t, v):
+        j = i + len(v); a, b = i, j
+        while b < len(t) and AN.match(t[b]) and AN.match(t[b-1]): b += 1
+        while a > 0 and AN.match(t[a-1]) and AN.match(t[a]): a -= 1
+        left_ok = (a == i)     # this occurrence already starts on a word boundary
+        cand = t[a:b]
+        score = (left_ok, -(len(cand) - len(v)))   # prefer boundary-aligned, then minimal extension
+        if best is None or score > best[0]: best = (score, cand)
+    return best[1] if best else v
+TOKEN_SLOTS = {"ssid", "password"}   # wifi credentials never start/end in the middle of a whitespace-delimited token
+TOKEN_ACTIONS = ("connect_wifi", "hotspot_on", "forget_wifi", "show_wifi_password")   # not web_login: user:pass / user/pass are one token there
+SEP = "/:"   # ssid/pass and ssid:pass are one token
+def snap_token(t, v):
+    """Extend a credential value to whole whitespace tokens (drops trailing , ;)."""
+    if not v or v not in t: return v
+    best = None
+    for i in _occurrences(t, v):
+        a, b = i, i + len(v)
+        while a > 0 and not t[a-1].isspace() and t[a-1] not in SEP: a -= 1
+        while b < len(t) and not t[b].isspace() and t[b] not in SEP: b += 1
+        cand = t[a:i] + v + t[i+len(v):b].rstrip(",;.")
+        if len(cand) < len(v): cand = v
+        score = (a == i and b == i + len(v), -(len(cand) - len(v)))
+        if best is None or score > best[0]: best = (score, cand)
+    return best[1]
+def snap_target(text, target):
+    t = normalize(text); wifi = target.startswith(TOKEN_ACTIONS)
+    def fix(m):
+        k, v = m.group(1), m.group(2)
+        v = snap_value(t, v)
+        if k in TOKEN_SLOTS and wifi: v = snap_token(t, v)
+        return f'{k}="{v}"'
+    return re.sub(r'(\w+)="([^"]*)"', fix, target)
+if __name__ == "__main__":
+    import json, sys
+    run, name = sys.argv[1], sys.argv[2]
+    R = [json.loads(l) for l in open(f"{run}/eval/{name}.jsonl")]
+    before = sum(r["ok"] for r in R); fixed = broke = 0
+    for r in R:
+        s = snap_target(r["text"], r["pred"])
+        if s == r["target"] and not r["ok"]: fixed += 1; print("  FIXED:", r["text"][:55], "|", r["pred"][:55], "->", s[:55])
+        if s != r["target"] and r["ok"]: broke += 1; print("  BROKE:", r["text"][:55], "|", r["pred"][:55], "->", s[:55])
+    print(f"{name}: exact {before/len(R):.4f} -> {(before+fixed-broke)/len(R):.4f}  fixed {fixed} broke {broke}")

model/tokenizer.py

@@ -0,0 +1,87 @@
+"""
+Input: characters (lowercased, Devanagari allowed).  Output: hybrid tokens
+  - one token per action                      'set_volume'
+  - one token per enum slot+value             'app=chrome', 'unit=min', 'action=set_volume'
+  - one token per int/text/time slot key      'value=', 'query=', 'time='
+  - character tokens for digits / free text; '"' delimits free text
+"""
+import re, sys, os
+HERE = os.path.dirname(os.path.abspath(__file__)); sys.path.insert(0, HERE)
+from catalog import ACTIONS, ENUMS, SLOT_TYPES, ACTION_SLOT_TYPES, slot_type  # noqa
+
+PAD, BOS, EOS, UNK = 0, 1, 2, 3
+SPECIALS = ["<pad>", "<bos>", "<eos>", "<unk>"]
+TEXT_CHARS = list(" abcdefghijklmnopqrstuvwxyz0123456789.,?!'%+-:/_@#&()*=;$~<>[]|\\{}^")
+IN_CHARS = TEXT_CHARS + ['"', "`"] + [chr(c) for c in range(0x0900, 0x097F)]
+
+
+class Tokenizer:
+    def __init__(self):
+        self.in_vocab = SPECIALS + list(dict.fromkeys(IN_CHARS))
+        self.in_idx = {c: i for i, c in enumerate(self.in_vocab)}
+        out = list(SPECIALS)
+        self.action_tokens = list(ACTIONS.keys())
+        out += self.action_tokens
+        self.enum_tokens = {}
+        for slot, ty in SLOT_TYPES.items():
+            if ty == "enum":
+                for v in ENUMS[slot]:
+                    tok = f"{slot}={v}"; self.enum_tokens[tok] = (slot, v); out.append(tok)
+        # a key token exists for every slot that is int/text/time in ANY action (global type or override)
+        keyed = {s for s, ty in SLOT_TYPES.items() if ty != "enum"} | {k.split(".")[1] for k, ty in ACTION_SLOT_TYPES.items() if ty != "enum"}
+        self.key_tokens = [f"{s}=" for s in sorted(keyed)]
+        out += self.key_tokens
+        out.append('"')
+        self.char_tokens = TEXT_CHARS
+        out += [f"c:{c}" for c in TEXT_CHARS]
+        self.out_vocab = out
+        self.out_idx = {t: i for i, t in enumerate(out)}
+        self.quote = self.out_idx['"']
+        self.char_id = {c: self.out_idx[f"c:{c}"] for c in TEXT_CHARS}
+        self.digit_ids = [self.char_id[str(d)] for d in range(10)]
+
+    def encode_in(self, text, max_len=128):
+        return [self.in_idx.get(c, UNK) for c in text[:max_len]]
+
+    def encode_out(self, target):
+        toks = [BOS]
+        parts = target.split(" ", 1)
+        action = parts[0]
+        toks.append(self.out_idx[action])
+        if len(parts) > 1:
+            for m in re.finditer(r'(\w+)=("[^"]*"|\S+)', parts[1]):
+                k, v = m.group(1), m.group(2)
+                ty = slot_type(action, k)
+                if ty == "enum":
+                    toks.append(self.out_idx[f"{k}={v}"])
+                elif ty == "int":
+                    toks.append(self.out_idx[f"{k}="]); toks += [self.char_id[d] for d in v]
+                elif ty == "time":
+                    toks.append(self.out_idx[f"{k}="]); toks += [self.char_id[c] for c in v.strip('"')]
+                else:
+                    toks.append(self.out_idx[f"{k}="]); toks.append(self.quote)
+                    toks += [self.char_id.get(c, self.char_id["?"]) for c in v[1:-1]]
+                    toks.append(self.quote)
+        toks.append(EOS)
+        return toks
+
+    def decode_out(self, ids):
+        s, in_text = [], False
+        for i in ids:
+            if i in (BOS, PAD):
+                continue
+            if i == EOS:
+                break
+            t = self.out_vocab[i]
+            if t == '"':
+                s.append('"'); in_text = not in_text
+            elif t.startswith("c:"):
+                s.append(t[2:])
+            elif t in self.enum_tokens or t in self.key_tokens:
+                s.append(" " + t)
+            else:
+                s.append(t)
+        return "".join(s)
+
+    def to_json_dict(self):
+        return {"in_vocab": self.in_vocab, "out_vocab": self.out_vocab}

pytorch/model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d58de968346270a752718cc2af71f924226635b6c22b82c030f957fda63f978b
+size 25804315

pytorch/model.py

@@ -0,0 +1,99 @@
+"""Tiny char-level Transformer encoder-decoder (pre-LN), written by hand so the numpy runtime can mirror it exactly."""
+import math
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+
+class MHA(nn.Module):
+    def __init__(self, d, h):
+        super().__init__()
+        self.h, self.dk = h, d // h
+        self.q = nn.Linear(d, d); self.k = nn.Linear(d, d); self.v = nn.Linear(d, d); self.o = nn.Linear(d, d)
+
+    def forward(self, x, mem, mask):
+        B, T, D = x.shape
+        S = mem.shape[1]
+        q = self.q(x).view(B, T, self.h, self.dk).transpose(1, 2)
+        k = self.k(mem).view(B, S, self.h, self.dk).transpose(1, 2)
+        v = self.v(mem).view(B, S, self.h, self.dk).transpose(1, 2)
+        y = F.scaled_dot_product_attention(q, k, v, attn_mask=mask)
+        return self.o(y.transpose(1, 2).reshape(B, T, D))
+
+
+class FF(nn.Module):
+    def __init__(self, d, f, p):
+        super().__init__()
+        self.a = nn.Linear(d, f); self.b = nn.Linear(f, d); self.drop = nn.Dropout(p)
+
+    def forward(self, x):
+        return self.b(self.drop(F.gelu(self.a(x))))
+
+
+class EncLayer(nn.Module):
+    def __init__(self, d, h, f, p):
+        super().__init__()
+        self.ln1 = nn.LayerNorm(d); self.att = MHA(d, h); self.ln2 = nn.LayerNorm(d); self.ff = FF(d, f, p); self.drop = nn.Dropout(p)
+
+    def forward(self, x, mask):
+        y = self.ln1(x)
+        x = x + self.drop(self.att(y, y, mask))
+        return x + self.drop(self.ff(self.ln2(x)))
+
+
+class DecLayer(nn.Module):
+    def __init__(self, d, h, f, p):
+        super().__init__()
+        self.ln1 = nn.LayerNorm(d); self.self_att = MHA(d, h)
+        self.ln2 = nn.LayerNorm(d); self.cross = MHA(d, h)
+        self.ln3 = nn.LayerNorm(d); self.ff = FF(d, f, p); self.drop = nn.Dropout(p)
+
+    def forward(self, x, mem, self_mask, cross_mask):
+        y = self.ln1(x)
+        x = x + self.drop(self.self_att(y, y, self_mask))
+        x = x + self.drop(self.cross(self.ln2(x), mem, cross_mask))
+        return x + self.drop(self.ff(self.ln3(x)))
+
+
+class Seq2Seq(nn.Module):
+    def __init__(self, n_in, n_out, d=192, h=4, f=512, n_enc=4, n_dec=2, max_in=96, max_out=64, p=0.1):
+        super().__init__()
+        self.cfg = dict(n_in=n_in, n_out=n_out, d=d, h=h, f=f, n_enc=n_enc, n_dec=n_dec, max_in=max_in, max_out=max_out, p=p)
+        self.in_emb = nn.Embedding(n_in, d); self.in_pos = nn.Embedding(max_in, d)
+        self.out_emb = nn.Embedding(n_out, d); self.out_pos = nn.Embedding(max_out, d)
+        self.enc = nn.ModuleList([EncLayer(d, h, f, p) for _ in range(n_enc)])
+        self.dec = nn.ModuleList([DecLayer(d, h, f, p) for _ in range(n_dec)])
+        self.enc_ln = nn.LayerNorm(d); self.dec_ln = nn.LayerNorm(d)
+        self.drop = nn.Dropout(p)
+        self.scale = math.sqrt(d)
+        for m in self.modules():
+            if isinstance(m, nn.Linear):
+                nn.init.normal_(m.weight, std=0.02); nn.init.zeros_(m.bias)
+            elif isinstance(m, nn.Embedding):
+                nn.init.normal_(m.weight, std=0.02)
+
+    def encode(self, src):
+        B, S = src.shape
+        pad = (src == 0)
+        mask = (~pad)[:, None, None, :]           # True = attend
+        x = self.drop(self.in_emb(src) + self.in_pos(torch.arange(S, device=src.device)))
+        for l in self.enc:
+            x = l(x, mask)
+        return self.enc_ln(x), mask
+
+    def decode(self, tgt, mem, mem_mask):
+        B, T = tgt.shape
+        causal = torch.ones(T, T, dtype=torch.bool, device=tgt.device).tril()[None, None]
+        x = self.drop(self.out_emb(tgt) + self.out_pos(torch.arange(T, device=tgt.device)))
+        for l in self.dec:
+            x = l(x, mem, causal, mem_mask)
+        x = self.dec_ln(x)
+        return x @ self.out_emb.weight.t()        # tied output projection
+
+    def forward(self, src, tgt_in):
+        mem, mm = self.encode(src)
+        return self.decode(tgt_in, mem, mm)
+
+
+def n_params(m):
+    return sum(p.numel() for p in m.parameters())

quickstart.py

@@ -0,0 +1,29 @@
+"""Parse commands and show what the sample executor would run. Nothing is executed.
+  python quickstart.py "volume 40 kar do" "connect to wifi Redmi Note 12 password hello@123"
+  python quickstart.py            # interactive
+"""
+import json, os, platform, sys
+# small matrices: a few BLAS threads are much faster than one per core (see eval/BENCHMARK.md). Must be set before numpy loads.
+_threads = "2" if platform.machine().lower() in ("aarch64", "arm64") else "4"
+os.environ.setdefault("OPENBLAS_NUM_THREADS", _threads); os.environ.setdefault("OMP_NUM_THREADS", _threads)
+HERE = os.path.dirname(os.path.abspath(__file__))
+sys.path.insert(0, os.path.join(HERE, "model")); sys.path.insert(0, os.path.join(HERE, "executor"))
+from runtime import CommandModel  # noqa: E402
+import executor as EX  # noqa: E402
+
+model = CommandModel(os.path.join(HERE, "model"))
+
+def show(text):
+    out = model.predict(text); meta = out.pop("_meta")
+    plan = EX.plan(out, None, text)          # None = this machine's platform; text lets it ask about bare GPIO pins
+    print(json.dumps({"text": text, "command": out, "confidence": meta["confidence"], "latency_ms": meta["latency_ms"],
+                      "risk": plan.risk, "plan": plan.action, "would_run": plan.command or plan.note}, ensure_ascii=False, indent=1))
+
+if len(sys.argv) > 1:
+    for t in sys.argv[1:]: show(t)
+else:
+    print("type a command (empty line to quit)")
+    while True:
+        t = input("> ").strip()
+        if not t: break
+        show(t)

requirements.txt

@@ -0,0 +1,4 @@
+numpy>=1.24
+fastapi>=0.100
+uvicorn>=0.23
+pydantic>=2

run.bat

@@ -0,0 +1,16 @@
+@echo off
+rem Start the test UI on Windows.  Usage: run.bat [port] | run.bat cli | run.bat report | run.bat test [--full] | run.bat install <trained.zip>
+cd /d "%~dp0"
+set PORT=%1
+if "%PORT%"=="" set PORT=8000
+if not exist .venv ( python -m venv .venv || ( echo Python 3.9+ required: https://python.org & pause & exit /b 1 ) )
+call .venv\Scripts\activate.bat
+python -c "import numpy,fastapi,uvicorn" 2>nul || pip install -q -r requirements.txt
+if "%1"=="cli" ( python ui\cli.py & exit /b )
+if "%1"=="report" ( python eval\make_report.py & exit /b )
+if "%1"=="test" ( python eval\smoke_test.py %2 & exit /b )
+if "%1"=="install" ( python tools\install_model.py "%~2" & exit /b )
+echo Union Command Agent UI -^> http://localhost:%PORT%   (Ctrl+C to stop)
+start "" http://localhost:%PORT%
+set PORT=%PORT%
+python ui\app.py

run.sh

@@ -0,0 +1,14 @@
+#!/usr/bin/env bash
+# Start the test UI (Linux / Raspberry Pi / macOS).  Usage: ./run.sh [port] | ./run.sh cli | ./run.sh report | ./run.sh test [--full] | ./run.sh install <trained.zip>
+cd "$(dirname "$0")"
+PORT="${1:-8000}"
+if [ ! -d .venv ]; then python3 -m venv .venv || { echo "python3-venv missing: sudo apt install python3-venv"; exit 1; }; fi
+. .venv/bin/activate
+python -c "import numpy,fastapi,uvicorn" 2>/dev/null || pip install -q -r requirements.txt
+if [ "$1" = "cli" ]; then python ui/cli.py; exit; fi
+if [ "$1" = "report" ]; then python eval/make_report.py; exit; fi
+if [ "$1" = "test" ]; then python eval/smoke_test.py $2; exit; fi
+if [ "$1" = "install" ]; then python tools/install_model.py "$2"; exit; fi
+echo "Union Command Agent UI -> http://localhost:$PORT   (Ctrl+C to stop)"
+( sleep 2; xdg-open "http://localhost:$PORT" >/dev/null 2>&1 || true ) &
+PORT=$PORT python ui/app.py

tools/install_model.py

@@ -0,0 +1,49 @@
+"""Install a model trained on Colab into this agent.
+  python tools/install_model.py path/to/union-agent-trained.zip
+- backs up the current model/ to model_backup_<timestamp>/
+- copies model.npz + config.json from the zip's export/ into model/ (runtime code in model/ is kept)
+- copies the zip's eval summary to eval/model_eval_summary.json (used by the report) and train log to training/
+- runs a quick load + 3-prompt sanity check
+Roll back: delete model/ and rename the backup folder to model/.
+"""
+import json, os, shutil, sys, time, zipfile
+HERE = os.path.dirname(os.path.abspath(__file__)); ROOT = os.path.dirname(HERE)
+
+def main(zpath):
+    if not os.path.exists(zpath): sys.exit(f"not found: {zpath}")
+    z = zipfile.ZipFile(zpath)
+    names = z.namelist()
+    def find(suffix):
+        c = [n for n in names if n.endswith(suffix) and "__MACOSX" not in n]
+        return min(c, key=len) if c else None
+    npz, cfg, summ, log = find("model.npz"), find("config.json"), find("eval/summary.json"), find("train_log.jsonl")
+    if not npz or not cfg: sys.exit("zip has no model.npz/config.json (expected the export/ folder from the Colab notebook)")
+    cfg_new = json.loads(z.read(cfg))
+    need = {"n_in", "n_out", "d", "h", "f", "n_enc", "n_dec", "max_in", "max_out"}
+    if not need <= set(cfg_new): sys.exit(f"{cfg} is not a model config (missing {need - set(cfg_new)})")
+    cur_cfg = json.load(open(os.path.join(ROOT, "model", "config.json")))
+    if (cfg_new["n_in"], cfg_new["n_out"]) != (cur_cfg["n_in"], cur_cfg["n_out"]):
+        sys.exit(f"vocab mismatch: new model n_in/n_out {cfg_new['n_in']}/{cfg_new['n_out']} vs agent {cur_cfg['n_in']}/{cur_cfg['n_out']} "
+                 "(model trained with a different tokenizer/catalog; copy the whole export/ folder over model/ instead)")
+    bak = os.path.join(ROOT, "model_backup_" + time.strftime("%Y%m%d_%H%M%S"))
+    shutil.copytree(os.path.join(ROOT, "model"), bak, ignore=shutil.ignore_patterns("__pycache__"))
+    open(os.path.join(ROOT, "model", "model.npz"), "wb").write(z.read(npz))
+    json.dump({k: cfg_new[k] for k in need}, open(os.path.join(ROOT, "model", "config.json"), "w"), indent=1)
+    if summ: open(os.path.join(ROOT, "eval", "model_eval_summary.json"), "wb").write(z.read(summ))
+    if log: open(os.path.join(ROOT, "training", "train_log_colab.jsonl"), "wb").write(z.read(log))
+    print(f"installed {npz} (d={cfg_new['d']}, enc={cfg_new['n_enc']}, dec={cfg_new['n_dec']}); previous model backed up to {os.path.basename(bak)}")
+    sys.path.insert(0, os.path.join(ROOT, "model"))
+    from runtime import CommandModel
+    m = CommandModel(os.path.join(ROOT, "model"))
+    print("params:", sum(v.size for v in m.W.values()))
+    for p in ("awaaz pachaas pe rakh do", "wifi Airtel_5G se connect karo password Wifi@2024", "board pin 11 pe led jalao"):
+        o = m.predict(p); print(" ", p, "->", {k: v for k, v in o.items() if k != "_meta"})
+    if summ:
+        s = json.loads(z.read(summ))
+        for k in ("val", "test_strict", "curated", "wifi_holdout"):
+            if k in s: print(f"  {k:14s} exact {s[k]['exact']*100:.2f}%  action {s[k]['action']*100:.2f}%")
+    print("next: ./run.sh test   and   ./run.sh report   (Windows: run.bat test / run.bat report)")
+
+if __name__ == "__main__":
+    if len(sys.argv) != 2: sys.exit(__doc__)
+    main(sys.argv[1])

ui/app.py

@@ -0,0 +1,46 @@
+"""Test UI + API for the union command agent.  python ui/app.py  ->  http://localhost:8000
+Model (numpy runtime) -> executor plan (dry-run by default) -> optional execution with risk gating."""
+import json, os, sys, platform as _pf
+HERE = os.path.dirname(os.path.abspath(__file__)); ROOT = os.path.dirname(HERE)
+sys.path.insert(0, os.path.join(ROOT, "model")); sys.path.insert(0, os.path.join(ROOT, "executor"))
+from fastapi import FastAPI  # noqa
+from fastapi.responses import HTMLResponse, JSONResponse  # noqa
+from pydantic import BaseModel  # noqa
+from runtime import CommandModel  # noqa
+import executor as EX  # noqa
+
+MODEL = CommandModel(os.path.join(ROOT, "model"))
+CAT = EX.CATALOG
+app = FastAPI(title="union command agent")
+
+class Req(BaseModel):
+    text: str; platform: str = "auto"; execute: bool = False; allow_caution: bool = False; confirm: str = ""
+class Batch(BaseModel):
+    texts: list; platform: str = "auto"
+
+def _plat(p): return EX.platform_name() if p in ("auto", "", None) else ("win" if p.startswith("win") else "pi")
+
+def handle(text, platform="auto", execute=False, allow_caution=False, confirm=""):
+    plat = _plat(platform); out = MODEL.predict(text); cmd = {k: v for k, v in out.items() if k != "_meta"}
+    p = EX.plan(cmd, plat, text); ok, why = EX.gate(p, allow_caution, confirm or None)
+    res = {"text": text, "platform": plat, "model": cmd, "meta": out["_meta"], "plan": p.to_dict(), "gate": {"ok": ok, "reason": why}, "spec": CAT.get(cmd["action"], {}), "run": None}
+    if execute:
+        res["run"] = EX.run(p, cmd, dry_run=False) if ok else {"status": "blocked", "output": why, "command": p.command}
+    return res
+
+@app.get("/", response_class=HTMLResponse)
+def index(): return open(os.path.join(HERE, "static", "index.html"), encoding="utf-8").read()
+@app.get("/api/info")
+def info(): return {"actions": len(CAT), "host": _pf.node(), "os": _pf.system(), "platform": EX.platform_name(), "model_params": int(sum(v.size for v in MODEL.W.values()))}
+@app.get("/api/prompts")
+def prompts(): return json.load(open(os.path.join(HERE, "prompts.json"), encoding="utf-8"))
+@app.get("/api/catalog")
+def catalog(): return CAT
+@app.post("/api/predict")
+def predict(r: Req): return handle(r.text, r.platform, r.execute, r.allow_caution, r.confirm)
+@app.post("/api/batch")
+def batch(b: Batch): return [handle(t, b.platform) for t in b.texts if t.strip()]
+
+if __name__ == "__main__":
+    import uvicorn
+    uvicorn.run(app, host="127.0.0.1", port=int(os.environ.get("PORT", 8000)))

ui/cli.py

@@ -0,0 +1,19 @@
+"""Terminal agent: type a command, see the parse + plan, confirm to execute."""
+import os, sys, json
+ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+sys.path.insert(0, os.path.join(ROOT, "model")); sys.path.insert(0, os.path.join(ROOT, "executor"))
+from runtime import CommandModel; import executor as EX
+m = CommandModel(os.path.join(ROOT, "model")); print(f"union command agent · {len(EX.CATALOG)} actions · platform {EX.platform_name()} · type 'quit' to exit")
+while True:
+    try: t = input("\n> ").strip()
+    except (EOFError, KeyboardInterrupt): break
+    if not t or t in ("quit", "exit"): break
+    out = m.predict(t); cmd = {k: v for k, v in out.items() if k != "_meta"}; p = EX.plan(cmd, None, t)
+    print(json.dumps(cmd, ensure_ascii=False), f"(conf {out['_meta']['confidence']:.2f}, risk {p.risk})")
+    if not p.supported: print("  ", p.note); continue
+    print(f"   [{p.kind}] {p.command}")
+    if p.kind == "py" and p.action in ("unknown", "clarify"): print("  ", EX.run(p, cmd, dry_run=False)["output"]); continue
+    conf = input(f"   run it? (y / type '{p.action}' if critical / n) ").strip()
+    ok, why = EX.gate(p, allow_caution=conf.lower() == "y", confirm_text=conf)
+    if not ok and conf.lower() != "y": print("  ", why); continue
+    r = EX.run(p, cmd, dry_run=False); print(f"   {r['status']}: {r['output'][:600]}")

ui/prompts.json

@@ -0,0 +1,2306 @@
+{
+ "examples": [
+  "volume level 60!",
+  "bhaiya vloume badhao please",
+  "i have a meeting so silent mode chalu karo!!",
+  "please brightness please 49 kar dena na",
+  "yaar turn on blue light filter",
+  "switch to darkmode thank you",
+  "hey turn off the mera computer?",
+  "machine dobara chalu karo",
+  "zara please abort the scheduled shutdown abhi",
+  "bhai ab screen ko lock kar dena abhi",
+  "laptop sleep thank you",
+  "zara ab wireless ko chalu kar dena abhi",
+  "hey pi ACT-Fibernet wifi pe swiitch karo",
+  "hotspot on kar do plz",
+  "aas paas ke wf dikhao",
+  "what is my ip address.",
+  "laptop what ip does the internet see",
+  "hey computer please ping the host raspberrypi.local kar sakte ho",
+  "mbps kitna aa raha hai jaldi",
+  "please pair my airpods turant",
+  "kindly please launch the task manager window na",
+  "edge close, baccha ro raha hai",
+  "claude site le aao",
+  "internet pe lata mangeshkar search kr do turant",
+  "hi youtube pe horror example where shaam dikhao",
+  "zomato open karke , cred design_ritu/Star#999 se sign in kar do",
+  "new tab in browser abhi",
+  "i am done for today toh dictate dear sir?",
+  "screenshot kr de main so raha hoon",
+  "download launch karo",
+  "hey computer \"demo/report17.txt\" wala folder bana dena thanks",
+  "kindly \"demo/report0.txt\" file ke andar ka text bata dena please",
+  "boss make a copy of \"bill march.py\" at videos/old/photo.csv",
+  "\"pm kisan_backup\" remove kar",
+  "look for file bhav dutskusskan garmi on my computer abhi ke abhi",
+  "make a zip of project backup",
+  "zara tell me the installed operating system version zara",
+  "could you pi ki chip abhi kitni garam hai zara",
+  "what is the throttled",
+  "guest aaye hain cpu load usage kitna hai",
+  "free ram pls",
+  "zara tell me available disk storage",
+  "HEY COMPUTER PLEASE SHOW CONNECTED USB DEVICES NA",
+  "please system ki running process list bata dena for me",
+  "zara please end the running process id 7673 na",
+  "kindly \"ssh\" service ki current state bata dena thanks",
+  "jaldi se docker daemon restart karo pls",
+  "python3-pip install karo for me",
+  "any new update...",
+  "meeting shuru hone wali hai toh kaunse container chal rahe hain",
+  "terminal me df -h chalao, call pe hoon",
+  "mere liye please set gpio pin 27 to high for me",
+  "bhaiya gpio pin 26 low karo",
+  "bhai please read the value of gpio pin 27 zara",
+  "23 number pin pe pwm eighty percent kar do",
+  "sero 24 number pin ajgle 180 jaldi se",
+  "pin number 36 ki heater ko 3 baar jhapkao",
+  "log edges on gpio 26 jaldi se",
+  "hey laptop the pump on 40-pin header pin 32 does not turj on",
+  "gpio 4 ko pullup kro yaar",
+  "what is the bcm number of pin 31 jaldi se",
+  "suno miso kaoon sa pin hai",
+  "computer i2c bus scan krdo turant",
+  "could you please i2cget 0x76 0x10, battery bachani hai",
+  "plz start timr chhaalis minat",
+  "raat ho gayi hai toh alarm at 3:15am",
+  "can you 253 secs baad call mom ka reminder lagana",
+  "3.5 times 4 calculate kzro",
+  "client ko bolo slack pe ki happy birthday bhai",
+  "ek kaam karo send team.lead@neurealm.com an email saying 5 min me aata hoon",
+  "kal dopahar 1 baje doctor visit ka event banao",
+  "show me what you can do main so raha hoon",
+  "please order groceries online kar sakte ho",
+  "run a cotnainer"
+ ],
+ "all_activities": [
+  {
+   "prompt": "mujhe kaam karna hai so the usb drive ko boot pe mount krdo",
+   "action": "add_persistent_mount",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "flight mde disable",
+   "action": "airplane_mode_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "jara aeroplane mode mein daal do",
+   "action": "airplane_mode_on",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "laptop scan karo virus ke liye...",
+   "action": "antivirus_scan",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "mummy bula rahi hai toh reattach to build",
+   "action": "attach_session",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "create a disk image of nvme0n1 quickly",
+   "action": "backup_disk_image",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "battery saver hatao, call pe hoon",
+   "action": "battery_saver_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhai battery saver mode start karna",
+   "action": "battery_saver_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bcm 11 physical pin kaun sa hai",
+   "action": "bcm_to_board",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please pair my airpods turant",
+   "action": "bluetooth_connect",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zara ab bluetooth band kar dena abhi",
+   "action": "bluetooth_off",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "bluetooth connection chalu kro yaar",
+   "action": "bluetooth_on",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "what is the bcm number of pin 31 jaldi se",
+   "action": "board_to_bcm",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please jaldi is page ko bookmark kar do please",
+   "action": "bookmark_page",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "screen dim karo kaam ho gaya",
+   "action": "brightness_down",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "inc roshni a little",
+   "action": "brightness_up",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "back in the browser, neend aa rahi hai",
+   "action": "browser_back",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "agle in the browser",
+   "action": "browser_forward",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo kick off cmake build in ~/models",
+   "action": "build_project",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "3.5 times 4 calculate kzro",
+   "action": "calculate",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "capture a image because baccha ro raha hai",
+   "action": "camera_photo",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhaiya camera se 209 min video record karna",
+   "action": "camera_video",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please jaldi alarm off kar do quickly",
+   "action": "cancel_alarm",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zara please abort the scheduled shutdown abhi",
+   "action": "cancel_shutdown",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "main bahar ja raha hoon, timer cancel karo zara",
+   "action": "cancel_timer",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hello ai hat dikha",
+   "action": "check_ai_accelerator",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo mmcblk0 pe fsck run karo",
+   "action": "check_filesystem",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "call aane wala hai, 8.8.8.8 ka port 22 check kar dena na",
+   "action": "check_port",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "any new update...",
+   "action": "check_updates",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "run a cotnainer",
+   "action": "clarify",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "jaldi se notifications saaf kar asap",
+   "action": "clear_notifications",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you wipe cache files",
+   "action": "clear_temp_files",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "give me copied items abhi ke abhi",
+   "action": "clipboard_history",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "sd card ko sda1 pe clone krdo",
+   "action": "clone_disk",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "edge close, baccha ro raha hai",
+   "action": "close_app",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "ok google close this tab",
+   "action": "close_tab",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo close this",
+   "action": "close_window",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "make a zip of project backup",
+   "action": "compress_file",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hey pi ACT-Fibernet wifi pe swiitch karo",
+   "action": "connect_wifi",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "test.wav ko flac me convert kar do plz",
+   "action": "convert_media",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "copy selected text jaldi se",
+   "action": "copy",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "boss make a copy of \"bill march.py\" at videos/old/photo.csv",
+   "action": "copy_file",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "mere liye 192.168.0.10 ke liye key auth setup karo",
+   "action": "copy_ssh_key",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "kal dopahar 1 baje doctor visit ka event banao",
+   "action": "create_calendar_event",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhaiya new file \"college/old/photo.png\", battery bachani hai",
+   "action": "create_file",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "hey computer \"demo/report17.txt\" wala folder bana dena thanks",
+   "action": "create_folder",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "make backup start at boot as a service, aankh dukh rahi hai",
+   "action": "create_service",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "/opt/app ko /home/pi/start.sh se link krdo",
+   "action": "create_symlink",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "~/venv pe virtualenv banao",
+   "action": "create_virtualenv",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "please jaldi ctrl x please",
+   "action": "cut",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "call aane wala hai so dark mode hatao",
+   "action": "dark_mode_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "switch to darkmode thank you",
+   "action": "dark_mode_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "\"pm kisan_backup\" remove kar",
+   "action": "delete_file",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "please jaldi disable unattended upgrades",
+   "action": "disable_auto_updates",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "local devices discover karna, neend aa rahi hai",
+   "action": "discover_devices",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "display duplicate par set karo?",
+   "action": "display_mode",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "focus mode band karo right now",
+   "action": "dnd_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "quiet hours lagao quickly",
+   "action": "dnd_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "could you please resolve the hostname localhost kar sakte ho",
+   "action": "dns_lookup",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ok google compose stack chalu karo?",
+   "action": "docker_compose_up",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "meeting shuru hone wali hai toh kaunse container chal rahe hain",
+   "action": "docker_list",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you docker space free karna",
+   "action": "docker_prune",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "suno grafana ka container start karo",
+   "action": "docker_run",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "my-app ko stop kar!",
+   "action": "docker_stop",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "computer http://192.168.1.10/firmware.bin download karo right now",
+   "action": "download_file",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "hi cached memory free kar dena yaar",
+   "action": "drop_caches",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "hi add a line to the boot config",
+   "action": "edit_system_config",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "what is emojis thank you",
+   "action": "emoji_panel",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kachra dabba khali kar de for me",
+   "action": "empty_recycle_bin",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "install security patches automatically zara",
+   "action": "enable_auto_updates",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "movie dekhni hai so make up compressed swap",
+   "action": "enable_zram",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "i am done for today toh poora sd card use krdo",
+   "action": "expand_filesystem",
+   "device": "pi",
+   "risk": "critical"
+  },
+  {
+   "prompt": "project.tar.gz ko extract karo asap",
+   "action": "extract_archive",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mere liye please restore factory settings on this computer for me",
+   "action": "factory_reset",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "nmap install hai kya pls",
+   "action": "find_command",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mujhe kaam karna hai, find arijit singh songs in the page",
+   "action": "find_in_page",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "firewall me port 8000 allow karo for me",
+   "action": "firewall_allow",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "plz port 443 rok do firewall me",
+   "action": "firewall_deny",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "processor usage usage yaar ki zarurat nahi, firrwal hata do?",
+   "action": "firewall_off",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "the firewall turn on thanks",
+   "action": "firewall_on",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "system ke firewall ki details bata dena thanks",
+   "action": "firewall_status",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "gpio accwss do mere user ko",
+   "action": "fix_gpio_permissions",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "rpi-update start karo bhai",
+   "action": "flash_firmware",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "clear dns cache zara",
+   "action": "flush_dns",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "online class hai toh forget the network Jio_5G_Home",
+   "action": "forget_wifi",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "could you please format my storage device thanks",
+   "action": "format_drive",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "full screen kar do abhi",
+   "action": "fullscreen",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mummy bula rahi hai, bandwidth usage",
+   "action": "get_bandwidth_usage",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you laptop ki battery abhi kitni hai",
+   "action": "get_battery",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "which firmware settings are active na",
+   "action": "get_boot_config",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "last boot ka log dikhana turant",
+   "action": "get_boot_logs",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "padhai karni hai, boot time ji",
+   "action": "get_boot_time",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you screen brightness abhi kitni hai",
+   "action": "get_brightness",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zara tell me the current pi cpu frequency abhi",
+   "action": "get_cpu_clock",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "call aane wala hai so what governor is set",
+   "action": "get_cpu_governor",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "give me cpu pressure turant",
+   "action": "get_cpu_pressure",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "guest aaye hain cpu load usage kitna hai",
+   "action": "get_cpu_usage",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "current user batao.",
+   "action": "get_current_user",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhai abhi system ki date kya hai please",
+   "action": "get_date",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "could you routing table dikhana",
+   "action": "get_default_gateway",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "give me a bugreport dump jaldi se",
+   "action": "get_diagnostics",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "disk health batao!",
+   "action": "get_disk_health",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "disk io dikhao turant",
+   "action": "get_disk_io",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zara tell me available disk storage",
+   "action": "get_disk_space",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "raat ho gayi hai so ethernet speed dikhana",
+   "action": "get_ethernet_status",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhaiya cooler ki speed",
+   "action": "get_fan_speed",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mujhe kaam karna hai toh show firmware log",
+   "action": "get_firmware_log",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kindly tell me the installed pi firmware version zara",
+   "action": "get_firmware_version",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "give me which folders using the most space",
+   "action": "get_folder_sizes",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhai how much memory is reserved for the gpu zara",
+   "action": "get_gpu_memory",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "yaar gpu kitna use ho raha hai",
+   "action": "get_gpu_usage",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kindly tell me the name of this host for me",
+   "action": "get_hostname",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "irq stats dikhao zara",
+   "action": "get_interrupts",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "what is my ip address.",
+   "action": "get_ip",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hey kernel log bata do",
+   "action": "get_kernel_log",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "guest aaye hain, kernel version dikhaiye",
+   "action": "get_kernel_version",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "jaldi se show load average, meeting hai",
+   "action": "get_load_average",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mac address dikha main chai peene ja raha hoon",
+   "action": "get_mac_address",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ram pressure show karo now",
+   "action": "get_memory_pressure",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "har core ka usage dikha, kal milte hain",
+   "action": "get_per_core_usage",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "i am done for today, power draw dikhao ji",
+   "action": "get_power_draw",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "laptop what ip does the internet see",
+   "action": "get_public_ip",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "radio status dikhao jaldi",
+   "action": "get_radio_status",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "free ram pls",
+   "action": "get_ram_usage",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "recent shutdowns jaldi se",
+   "action": "get_reboot_history",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "sd card info dikha ji",
+   "action": "get_sdcard_info",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "sun docker ki journal dikhana?",
+   "action": "get_service_logs",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kernel slab memory dikhao pls",
+   "action": "get_slab_usage",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "show swap usage, kal milte hain",
+   "action": "get_swap_usage",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zara tell me the installed operating system version zara",
+   "action": "get_system_info",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "could you pi ki chip abhi kitni garam hai zara",
+   "action": "get_temperature",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "what is the throttled",
+   "action": "get_throttle_status",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "time kya hua, kal milte hain",
+   "action": "get_time",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "tell me time sync status asap",
+   "action": "get_time_sync",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "uptime kya h",
+   "action": "get_uptime",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please tell me the raspberry pi core voltage abhi",
+   "action": "get_voltage",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhai abhi volume kitne percent hai zara",
+   "action": "get_volume",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "wifi kitna strong hai, bahut der ho gayi",
+   "action": "get_wifi_signal",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "pin 17 ke functions dikhao",
+   "action": "gpio_alt_functions",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "pin number 36 ki heater ko 3 baar jhapkao",
+   "action": "gpio_blink",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "list reerved pins, call pe hoon",
+   "action": "gpio_conflicts",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hey laptop the pump on 40-pin header pin 32 does not turj on",
+   "action": "gpio_debug",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo gpio troubleshooting",
+   "action": "gpio_debug_all",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please jaldi gpio pin 26 kis mde me hai, i am leaving",
+   "action": "gpio_info",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhaiya gpio pin 26 low karo",
+   "action": "gpio_off",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "mere liye please set gpio pin 27 to high for me",
+   "action": "gpio_on",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "suno miso kaoon sa pin hai",
+   "action": "gpio_pin_role",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "set pin no 38 high for bees mins",
+   "action": "gpio_pulse",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "23 number pin pe pwm eighty percent kar do",
+   "action": "gpio_pwm",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "bhai please read the value of gpio pin 27 zara",
+   "action": "gpio_read",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "pin 27 reset karo",
+   "action": "gpio_reset",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "computer release all pins jaldi",
+   "action": "gpio_reset_all",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "sero 24 number pin ajgle 180 jaldi se",
+   "action": "gpio_servo",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "switch pin 11 to alt function 3 zara",
+   "action": "gpio_set_alt",
+   "device": "pi",
+   "risk": "critical"
+  },
+  {
+   "prompt": "cnfigure bcm 9 for output, call pe hoon",
+   "action": "gpio_set_mode",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "gpio 4 ko pullup kro yaar",
+   "action": "gpio_set_pull",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "pin 20 monitor band karo",
+   "action": "gpio_stop_watch",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "gpio11 flip kar do plz",
+   "action": "gpio_toggle",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "log edges on gpio 26 jaldi se",
+   "action": "gpio_watch",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "sirf key se ssh allow kar do",
+   "action": "harden_ssh",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "notes ka checksum batao!",
+   "action": "hash_file",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "show me what you can do main so raha hoon",
+   "action": "help",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "suno machine ko hibernate mein daal do for me",
+   "action": "hibernate",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "disable high contrst mode",
+   "action": "high_contrast_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "plz high contrast chalu kar do",
+   "action": "high_contrast_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "stop sharing internet now",
+   "action": "hotspot_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hotspot on kar do plz",
+   "action": "hotspot_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please jaldi 0x50 ka register map dikhao right now",
+   "action": "i2c_dump",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "could you please i2cget 0x76 0x10, battery bachani hai",
+   "action": "i2c_read",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "computer i2c bus scan krdo turant",
+   "action": "i2c_scan",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ok google i2c device 0x76 register 0xf7 value 0x01 set kar dena",
+   "action": "i2c_write",
+   "device": "pi",
+   "risk": "critical"
+  },
+  {
+   "prompt": "plz incognito window chalu karo!",
+   "action": "incognito_window",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "python3-pip install karo for me",
+   "action": "install_package",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "pillow module laga do?",
+   "action": "install_python_package",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "ek kaam karo install all upadate",
+   "action": "install_updates",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "turn off one wire",
+   "action": "interface_disable",
+   "device": "pi",
+   "risk": "critical"
+  },
+  {
+   "prompt": "bhai please enable the pi spi interface kar sakte ho",
+   "action": "interface_enable",
+   "device": "pi",
+   "risk": "critical"
+  },
+  {
+   "prompt": "zara please end the running process id 7673 na",
+   "action": "kill_process",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "1-wire sensors dikhana, neend aa rahi hai",
+   "action": "list_1wire_sensors",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "arp table dikhao, kaam ho gaya",
+   "action": "list_arp",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "list audio devices now",
+   "action": "list_audio_devices",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "who has been banned na",
+   "action": "list_banned_ips",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bluetooth scan kijiye for me",
+   "action": "list_bluetooth_devices",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you please show connected pi cameras please",
+   "action": "list_cameras",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hey computer network ki active connections bata dena for me",
+   "action": "list_connections",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kindly please show attached drives and partitions zara",
+   "action": "list_disks",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "online class hai so enumerate display modes",
+   "action": "list_displays",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "failed services dikhana plz",
+   "action": "list_failed_services",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhai \"demo/report4.txt\" folder ke andar ki files bata dena abhi",
+   "action": "list_files",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "list unused gpio pins asap",
+   "action": "list_free_gpio",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "i am done for today, sab pins ki state bolo",
+   "action": "list_gpio",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "which gpiochpi is the header pls",
+   "action": "list_gpio_chips",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "i'm going out, installed apps dikhaiye abhi ke abhi",
+   "action": "list_installed_apps",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "i am done for today, kernel modules list karo, bahut der ho gayi",
+   "action": "list_kernel_modules",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "i'm going out so models list kijiye jaldi se",
+   "action": "list_llm_models",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please jaldi who else is logged in thanks",
+   "action": "list_logged_in_users",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "online class hai so show bring up files /dev/sda yaar",
+   "action": "list_open_files",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "what is listening on ports thank you",
+   "action": "list_open_ports",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "jaldi se installed packages list karna abhi ke abhi",
+   "action": "list_packages",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ji tell me the disk partitions",
+   "action": "list_partitions",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hey computer pi ke saare pcie devices bata dena abhi",
+   "action": "list_pci",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kaunse preenter lage hain",
+   "action": "list_printers",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please system ki running process list bata dena for me",
+   "action": "list_processes",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "enumerate uart ports turant",
+   "action": "list_serial_ports",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhai saari system services ki list bata dena na",
+   "action": "list_services",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "tmux sessions dikhao, i am leaving",
+   "action": "list_sessions",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hi spi devices list krdo abhi ke abhi",
+   "action": "list_spi_devices",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "HEY COMPUTER PLEASE SHOW CONNECTED USB DEVICES NA",
+   "action": "list_usb",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "aas paas ke wf dikhao",
+   "action": "list_wifi",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "pwm-2chan overlay load krdo",
+   "action": "load_overlay",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "bhai ab screen ko lock kar dena abhi",
+   "action": "lock_screen",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "band kao magnifier",
+   "action": "magnifier_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zoom lens enable kr de jaldi se",
+   "action": "magnifier_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "tester ka password badlo bhai",
+   "action": "manage_users",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "windo maximize kar de",
+   "action": "maximize_window",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhai please skip to the next media track na",
+   "action": "media_next",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you abhi music pause kar dena na",
+   "action": "media_pause",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "वीडियो चलाओ जल्दी से",
+   "action": "media_play",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please toggle media playback kar sakte ho",
+   "action": "media_play_pause",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "i am done for today toh prev",
+   "action": "media_prev",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mic ki awaaz band kar do fast",
+   "action": "mic_mute",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please mic unmute kijiye.",
+   "action": "mic_unmute",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "movie dekhni hai toh app window neeche kr de",
+   "action": "minimize_window",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "main bahar ja raha hoon, temperature aur throttling watch kar dena ji",
+   "action": "monitor_health",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "presentation hai so hotplug events dikhao thanks",
+   "action": "monitor_hotplug",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "pi attach nvme0n1 asap",
+   "action": "mount_drive",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "bhai \"demo/old11.txt\" se \"demo/new7.txt\" tak file move kar dena",
+   "action": "move_file",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "i have a meeting so silent mode chalu karo!!",
+   "action": "mute",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "disable narator, neend aa rahi hai",
+   "action": "narrator_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "turn on scren reader",
+   "action": "narrator_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hey internet hai ya nahi",
+   "action": "network_status",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "new tab in browser abhi",
+   "action": "new_tab",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "naya virtual desktop khol do",
+   "action": "new_virtual_desktop",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "jara next tab for me",
+   "action": "next_tab",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "laptop night light disable jaldi se",
+   "action": "night_light_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "yaar turn on blue light filter",
+   "action": "night_light_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "touch keyboard kholo because meeting hai",
+   "action": "onscreen_keyboard",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kindly please launch the task manager window na",
+   "action": "open_app",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "jaldi se raspi-config khol do plz",
+   "action": "open_config_tool",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "budget.xlsx wali file dikhao!",
+   "action": "open_file",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "download launch karo",
+   "action": "open_folder",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "could you notification panel khol fast",
+   "action": "open_notification_center",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "office ka kaam hai show dustbin",
+   "action": "open_recycle_bin",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "computer screen /dev/ttyUSB0",
+   "action": "open_serial_terminal",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "configuration dikhao pls",
+   "action": "open_settings",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "claude site le aao",
+   "action": "open_site",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "keckdhanotes.dev site kholo",
+   "action": "open_url",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "tcpdump chalao",
+   "action": "packet_capture",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "/dev/nvme0n1 partition kar do, main so raha hoon",
+   "action": "partition_disk",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "could you paste from clipboard ji",
+   "action": "paste",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "hey computer please ping the host raspberrypi.local kar sakte ho",
+   "action": "ping",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "nas.local ka port 5432 forward kar dena",
+   "action": "port_forward",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "padhai karni hai toh power mode normal karna?",
+   "action": "power_mode",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "bhai tap backspace",
+   "action": "press_key",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "computer go to previous tab",
+   "action": "prev_tab",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "tak a printout of boarding pass.pdf asap",
+   "action": "print_file",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "plz open the print dialog",
+   "action": "print_page",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "phi3 pull krdo",
+   "action": "pull_llm_model",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "kindly \"demo/report0.txt\" file ke andar ka text bata dena please",
+   "action": "read_file",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "what files did i launch recently quickly",
+   "action": "recent_files",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "computer record audio for 45 minat jaldi se",
+   "action": "record_audio",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "undo ko wapas kr",
+   "action": "redo",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "refresh page, meeting hai",
+   "action": "refresh",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "boss 192.168.1.50 me ssh karo, kal milte hain",
+   "action": "remote_shell",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "kindly please rename the file \"demo/old15.txt\" as \"demo/new5.txt\" kar sakte ho",
+   "action": "rename_file",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "please jaldi tab wapas lao",
+   "action": "reopen_tab",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "dpkg fix kijiye jaldi se",
+   "action": "repair_packages",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "i am done for today toh jo abhi bola tha wahi dobara run karo jaldi se",
+   "action": "repeat_last",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "machine dobara chalu karo",
+   "action": "restart",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "make display orientation to seedha!",
+   "action": "rotate_screen",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "padhai karni hai toh run apt update in the background",
+   "action": "run_background",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "benchmark cpu for me",
+   "action": "run_benchmark",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "terminal me df -h chalao, call pe hoon",
+   "action": "run_command",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "please run llama3.2 with ollama?",
+   "action": "run_llm",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "mistral ki tok/s bata do now",
+   "action": "run_llm_benchmark",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "192.168.0.10 tak network speed test karna",
+   "action": "run_network_benchmark",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "please execute an arbitrary command script kar sakte ho",
+   "action": "run_script",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "stress cpu for 45 minat yaar",
+   "action": "run_stress_test",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "can you kaam save karo abhi",
+   "action": "save_file",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ok laptop who is on the network",
+   "action": "scan_lan",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "i have a meeting toh port scan 192.168.0.10, neend aa rahi hai",
+   "action": "scan_ports",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "every hour df -h schedule kar, kaam ho gaya",
+   "action": "schedule_task",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "screen kaali kar do thanks",
+   "action": "screen_off",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "screen का video record करदो.",
+   "action": "screen_record_start",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "end the screen recording, baccha ro raha hai",
+   "action": "screen_record_stop",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "screenshot kr de main so raha hoon",
+   "action": "screenshot",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhaiya thoda neeche kar",
+   "action": "scroll_down",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "i have a meeting, upar scroll karna right now",
+   "action": "scroll_up",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "look for file bhav dutskusskan garmi on my computer abhi ke abhi",
+   "action": "search_files",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zara search for biryani near me in my files asap",
+   "action": "search_in_files",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "boss search for the zram-tools package jaldi se",
+   "action": "search_package",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ctrl a plz but never selected",
+   "action": "select_all",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo send team.lead@neurealm.com an email saying 5 min me aata hoon",
+   "action": "send_email",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "client ko bolo slack pe ki happy birthday bhai",
+   "action": "send_message",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "could you please disable the pi ssh server kar sakte ho",
+   "action": "service_disable",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "zara please enable the pi ssh server please",
+   "action": "service_enable",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "jaldi se docker daemon restart karo pls",
+   "action": "service_restart",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "please start the system service \"cron\" zara",
+   "action": "service_start",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "kindly \"ssh\" service ki current state bata dena thanks",
+   "action": "service_status",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please stop the system service \"Spooler\" for me",
+   "action": "service_stop",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "raat ho gayi hai toh alarm at 3:15am",
+   "action": "set_alarm",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "जी ब्लूटूथ पे आवाज़ स्टार्ट करो",
+   "action": "set_audio_output",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "boot order usb karo pls",
+   "action": "set_boot_order",
+   "device": "pi",
+   "risk": "critical"
+  },
+  {
+   "prompt": "boot target desktop set krdo",
+   "action": "set_boot_target",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "please brightness please 49 kar dena na",
+   "action": "set_brightness",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "jara 9012 ki affinity 1-3 kar dena",
+   "action": "set_cpu_affinity",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "ondemand governor lagana jaldi se",
+   "action": "set_cpu_governor",
+   "device": "pi",
+   "risk": "caution"
+  },
+  {
+   "prompt": "suno hp laserjet ko default printer banao",
+   "action": "set_default_printer",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mujhe kaam karna hai so set label of /dev/sda to media yaar",
+   "action": "set_disk_label",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "kindly text sizze 200 perceng rakho",
+   "action": "set_display_scale",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "padhai karni hai toh make the keyboard layout to us",
+   "action": "set_keyboard_layout",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "set locale to hi_IN.UTF-8 for me",
+   "action": "set_locale",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "pointr ki speed 3 rkho",
+   "action": "set_mouse_speed",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "~/venv ka owner admin2 kar dena",
+   "action": "set_owner",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "fix permissions for ~/venv, call pe hoon",
+   "action": "set_permissions",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "pid 9012 ki priority 5 kar",
+   "action": "set_process_priority",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "please monitot 75 hz pe chalao",
+   "action": "set_refresh_rate",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "can you 253 secs baad call mom ka reminder lagana",
+   "action": "set_reminder",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "screen resolution 3840x2160 set karo jaldi",
+   "action": "set_resolution",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "put the swap size to 2048 mb please",
+   "action": "set_swap_size",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "ok google vm swappiness 100 set karna abhi ke abhi",
+   "action": "set_swappiness",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "plz start timr chhaalis minat",
+   "action": "set_timer",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "office ka kaam hai, make the timezone to america/new_york",
+   "action": "set_timezone",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "volume level 60!",
+   "action": "set_volume",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "make mountain.jpg the desktop background abhi ke abhi",
+   "action": "set_wallpaper",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "give me my command history plz",
+   "action": "show_command_history",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo minimise everything!",
+   "action": "show_desktop",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "gpio pins ka layout dikhana",
+   "action": "show_pinout",
+   "device": "pi",
+   "risk": "safe"
+  },
+  {
+   "prompt": "show password of office-guest jaldi se",
+   "action": "show_wifi_password",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "hey turn off the mera computer?",
+   "action": "shutdown",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "kindly meri session se sign out kar dena thanks",
+   "action": "sign_out",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "laptop sleep thank you",
+   "action": "sleep",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "hello mujhe kaam karna hai toh move window to the left",
+   "action": "snap_left",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "window ko right side kardo zara",
+   "action": "snap_right",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mbps kitna aa raha hai jaldi",
+   "action": "speed_test",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "tmux session llm open karo, kal milte hain",
+   "action": "start_session",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "call aane wala hai toh stop the ollama now",
+   "action": "stop_llm",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "the stopwatch bdgin na",
+   "action": "stopwatch_start",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "stopwatch roko jaldi se",
+   "action": "stopwatch_stop",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "kindly hindi keyboard lagao",
+   "action": "switch_input_language",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bachche so rahe hain, dusre user pe jao jaldi se",
+   "action": "switch_user",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "dock right nahi go to next window",
+   "action": "switch_window",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "zara time sync kar dena, bahut der ho gayi",
+   "action": "sync_time",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "mere liye show all windows",
+   "action": "task_view",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "office ka kaam hai, touchpad off",
+   "action": "touchpad_off",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "kindly touchpad on kaaro right now",
+   "action": "touchpad_on",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo trace the route to raspberrypi.local?",
+   "action": "traceroute",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "transcribe note.wav in en abhi",
+   "action": "transcribe_audio",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "data.csv ko 192.168.1.50 pe transfer kar do",
+   "action": "transfer_files",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "i am done for today toh dictate dear sir?",
+   "action": "type_text",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ek kaam karo whitelist 172.16.0.9 fast",
+   "action": "unban_ip",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "i am done for today toh ctrl z",
+   "action": "undo",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you please zoom uninstall kr do",
+   "action": "uninstall_app",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "remove glances package",
+   "action": "uninstall_package",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "please order groceries online kar sakte ho",
+   "action": "unknown",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "unmount /dev/sda1 thank you",
+   "action": "unmount_drive",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "mere liye please restore my speaker audio kar sakte ho",
+   "action": "unmute",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "ok laptop package list update karo, ghar ja raha hoon",
+   "action": "update_packages",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "soun kam karo for me",
+   "action": "volume_down",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "bhaiya vloume badhao please",
+   "action": "volume_up",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "vpn se connect kar do",
+   "action": "vpn_connect",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "please vpn connection band kro",
+   "action": "vpn_disconnect",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "python3 server.py watch kijiye jaldi se",
+   "action": "watch_command",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "zomato open karke , cred design_ritu/Star#999 se sign in kar do",
+   "action": "web_login",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "internet pe lata mangeshkar search kr do turant",
+   "action": "web_search",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "can you please disable this computer's wifi zara",
+   "action": "wifi_off",
+   "device": "both",
+   "risk": "critical"
+  },
+  {
+   "prompt": "zara ab wireless ko chalu kar dena abhi",
+   "action": "wifi_on",
+   "device": "both",
+   "risk": "caution"
+  },
+  {
+   "prompt": "hi youtube pe horror example where shaam dikhao",
+   "action": "youtube_search",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "jaldi se text bada karo",
+   "action": "zoom_in",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "chhota karke dikhao, main abhi aata hoon",
+   "action": "zoom_out",
+   "device": "both",
+   "risk": "safe"
+  },
+  {
+   "prompt": "padhai karni hai so zoom pehle jaisa karo",
+   "action": "zoom_reset",
+   "device": "both",
+   "risk": "safe"
+  }
+ ]
+}

ui/static/index.html

@@ -0,0 +1,56 @@
+<!doctype html>
+<html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1">
+<title>Union Command Agent — test UI</title>
+<style>
+:root{--bg:#0f1115;--panel:#171a21;--panel2:#1e222b;--border:#2a2f3a;--text:#e6e8ee;--muted:#9aa3b2;--acc:#c51a4a;--ok:#6cc04a;--warn:#f2c94c;--bad:#ff6b6b;--code:#0b0d12}
+*{box-sizing:border-box}body{margin:0;background:var(--bg);color:var(--text);font:14px/1.45 system-ui,Segoe UI,Roboto,sans-serif}
+header{position:sticky;top:0;z-index:5;background:var(--panel);border-bottom:1px solid var(--border);padding:10px 16px;display:flex;gap:14px;align-items:center;flex-wrap:wrap}
+h1{font-size:16px;margin:0;display:flex;gap:8px;align-items:center}h1 .dot{width:10px;height:10px;border-radius:50%;background:var(--acc);box-shadow:0 0 8px var(--acc)}
+.muted{color:var(--muted);font-size:12px}select,input[type=text],textarea,button{background:var(--code);color:var(--text);border:1px solid var(--border);border-radius:6px;padding:7px 10px;font:inherit}
+button{background:var(--panel2);cursor:pointer}button:hover{border-color:var(--acc)}button.primary{background:var(--acc);border-color:var(--acc);color:#fff}
+main{padding:14px 16px 60px;max-width:1500px;margin:0 auto;display:grid;grid-template-columns:340px 1fr;gap:14px}@media(max-width:1000px){main{grid-template-columns:1fr}}
+.card{background:var(--panel);border:1px solid var(--border);border-radius:8px;padding:12px}.card h3{margin:0 0 8px;font-size:13px;text-transform:uppercase;letter-spacing:.05em;color:var(--muted)}
+textarea{width:100%;min-height:380px;font-family:ui-monospace,Consolas,monospace;font-size:12.5px;resize:vertical}
+.row{display:flex;gap:8px;align-items:center;flex-wrap:wrap;margin:6px 0}.single{display:flex;gap:8px}.single input{flex:1;font-size:15px}
+table{width:100%;border-collapse:collapse;font-size:12.5px}th{text-align:left;padding:8px;font-size:11px;text-transform:uppercase;letter-spacing:.04em;color:var(--muted);background:var(--panel2);border-bottom:1px solid var(--border)}
+td{padding:7px 8px;border-bottom:1px solid var(--border);vertical-align:top}code,pre{font-family:ui-monospace,Consolas,Menlo,monospace}pre{margin:0;white-space:pre-wrap;word-break:break-all;background:var(--code);padding:6px 8px;border-radius:5px;font-size:12px;max-height:160px;overflow:auto}
+.pill{display:inline-block;font-size:11px;padding:1px 7px;border-radius:10px;border:1px solid var(--border);color:var(--muted)}.safe{color:var(--ok);border-color:#2f5a20}.caution{color:var(--warn);border-color:#5a4a1a}.critical{color:var(--bad);border-color:#5a2020}
+.ok{color:var(--ok)}.bad{color:var(--bad)}.warn{color:var(--warn)}.act{color:var(--ok);font-weight:600}.conf{color:var(--muted)}
+#stats{margin-left:auto;display:flex;gap:14px}kbd{border:1px solid var(--border);border-radius:4px;padding:0 5px;font-size:11px;color:var(--muted)}
+</style></head><body>
+<header><h1><span class="dot"></span>Union Command Agent</h1><span class="muted" id="info">loading…</span>
+<label class="muted">platform <select id="plat"><option value="auto">auto (this machine)</option><option value="pi">Raspberry Pi / Linux</option><option value="windows">Windows</option></select></label>
+<label class="muted"><input type="checkbox" id="exec"> execute (default: dry-run)</label>
+<label class="muted"><input type="checkbox" id="caution"> allow caution actions</label>
+<div id="stats" class="muted"></div></header>
+<main>
+<section class="card"><h3>Prompts (one per line — editable)</h3>
+<div class="row"><button id="loadEx">Load examples</button><button id="loadAll">Load all activities</button><button id="clear">Clear</button><button class="primary" id="runAll">Run all ▶</button></div>
+<textarea id="prompts" spellcheck="false" placeholder="volume 60 karo&#10;gpio 17 high karo&#10;wifi Airtel_5G se connect karo password Wifi@2024"></textarea>
+<div class="muted" style="margin-top:6px">Tip: Run all is always dry-run. Use the <b>Execute</b> button per row to actually run one action (critical actions ask you to type the action name).</div></section>
+<section>
+<div class="card" style="margin-bottom:12px"><h3>Single prompt</h3><div class="single"><input type="text" id="one" placeholder="e.g.  github.com kholo aur cred rahul99/gh@2024 se login karo"><button class="primary" id="runOne">Run</button></div></div>
+<div class="card"><h3>Results <span class="muted" id="count"></span></h3>
+<table><thead><tr><th style="width:22%">prompt</th><th style="width:22%">model → intent</th><th style="width:36%">executor plan</th><th>status</th></tr></thead><tbody id="tb"></tbody></table></div>
+</section></main>
+<script>
+const $=s=>document.querySelector(s);const tb=$("#tb");let results=[];
+fetch("/api/info").then(r=>r.json()).then(i=>{$("#info").textContent=`${i.actions} actions · ${(i.model_params/1e6).toFixed(2)}M params · running on ${i.host} (${i.os})`});
+function esc(s){return String(s??"").replace(/[&<>"]/g,c=>({"&":"&amp;","<":"&lt;",">":"&gt;",'"':"&quot;"}[c]))}
+function render(){tb.innerHTML=results.map((r,i)=>{const m=r.model,meta=r.meta,p=r.plan,run=r.run;const args=Object.entries(m).filter(([k])=>k!=="action").map(([k,v])=>`<div><span class="muted">${esc(k)}=</span>${esc(k==="password"?"••••••":JSON.stringify(v))}</div>`).join("");
+const cmd=p.supported?`<pre>[${esc(p.kind)}] ${esc(p.command)}</pre>`:`<span class="warn">${esc(p.note)}</span>`;
+let st=`<span class="pill">${r.gate.ok?"gate ok":"gated"}</span> <span class="muted">${esc(r.gate.reason)}</span>`;
+if(run)st+=`<div class="${run.status==="ok"?"ok":run.status==="dry_run"?"muted":"bad"}"><b>${esc(run.status)}</b></div><pre>${esc(run.output)}</pre>`;
+return `<tr><td>${esc(r.text)}<div class="muted">${esc(r.platform)} · ${meta.latency_ms} ms</div></td><td><div class="act">${esc(m.action)}</div>${args}<div class="conf">conf ${(meta.confidence*100).toFixed(1)}% <span class="pill ${esc(meta.risk)}">${esc(meta.risk)}</span>${r.spec.needs_sudo?' <span class="pill">sudo</span>':''}</div><div class="muted">alt: ${meta.alternatives.slice(1).map(a=>esc(a.action)+" "+(a.p*100).toFixed(0)+"%").join(", ")}</div></td><td>${cmd}</td><td>${st}<div style="margin-top:6px"><button data-i="${i}" class="ex">Execute</button></div></td></tr>`}).join("");
+$("#count").textContent=results.length?`(${results.length})`:"";document.querySelectorAll(".ex").forEach(b=>b.onclick=()=>execute(+b.dataset.i));}
+async function predict(text,execute=false,confirm=""){const r=await fetch("/api/predict",{method:"POST",headers:{"content-type":"application/json"},body:JSON.stringify({text,platform:$("#plat").value,execute,allow_caution:$("#caution").checked,confirm})});return r.json()}
+async function execute(i){const r=results[i];let confirm="";if(r.plan.risk==="critical"){confirm=prompt(`CRITICAL action. Type the action name to confirm:\n${r.plan.action}\n\n${r.plan.command}`)||"";if(confirm!==r.plan.action){alert("not confirmed");return}}
+results[i]=await predict(r.text,true,confirm);render()}
+$("#runOne").onclick=async()=>{const t=$("#one").value.trim();if(!t)return;results.unshift(await predict(t,$("#exec").checked&&false));render()};
+$("#one").addEventListener("keydown",e=>{if(e.key==="Enter")$("#runOne").click()});
+$("#runAll").onclick=async()=>{const lines=$("#prompts").value.split("\n").map(s=>s.trim()).filter(Boolean);if(!lines.length)return;$("#runAll").disabled=true;results=[];render();const r=await fetch("/api/batch",{method:"POST",headers:{"content-type":"application/json"},body:JSON.stringify({texts:lines,platform:$("#plat").value})});results=await r.json();render();
+const ok=results.filter(x=>x.model.action!=="unknown").length;$("#stats").innerHTML=`<span>${results.length} prompts</span><span>${ok} recognised</span><span>${results.filter(x=>x.plan.supported).length} runnable here</span>`;$("#runAll").disabled=false};
+$("#loadEx").onclick=async()=>{const p=await (await fetch("/api/prompts")).json();$("#prompts").value=p.examples.join("\n")};
+$("#loadAll").onclick=async()=>{const p=await (await fetch("/api/prompts")).json();$("#prompts").value=p.all_activities.map(x=>x.prompt).join("\n")};
+$("#clear").onclick=()=>{$("#prompts").value="";results=[];render()};
+</script></body></html>