Lean rewrite: dynamic download badge, single family table, fix counts/labels, story→profile

README.md

@@ -10,84 +10,43 @@ tags:
 - kaggle
 ---
 
-<h1 align="center">SakThai Kaggle Notebooks &amp; Deploy Scripts</h1>
-<p align="center"><em>Part of the <strong>House of Sak</strong>.</em></p>
+# SakThai Kaggle Notebooks & Deploy Scripts
+
 <p align="center">
-  <a href="https://huggingface.co/Nanthasit"><img src="https://img.shields.io/badge/🤗-Nanthasit-6644cc" alt="Profile"/></a>
-  <a href="https://github.com/beer-sakthai"><img src="https://img.shields.io/badge/GitHub-beer--sakthai-181717" alt="GitHub"/></a>
-  <a href="https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02"><img src="https://img.shields.io/badge/📦-Collection-ffa500" alt="Collection"/></a>
-  <img src="https://img.shields.io/badge/dynamic/json?url=https://huggingface.co/api/datasets/Nanthasit/sakthai-kaggle-notebooks&query=%24.downloads&label=downloads&color=blue" alt="downloads"/>
+  <img src="https://img.shields.io/endpoint?url=https://huggingface.co/api/datasets/Nanthasit/sakthai-kaggle-notebooks&label=downloads&color=blue" alt="Downloads"/>
   <img src="https://img.shields.io/badge/license-Apache%202.0-brightgreen" alt="License"/>
+  <a href="https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02"><img src="https://img.shields.io/badge/🏠-SakThai%20Family-6644cc" alt="Collection"/></a>
 </p>
 
-Training notebooks and deployment scripts used to create the SakThai model family — from LoRA fine-tuning through GGUF conversion to Hugging Face publishing.
+> The exact training notebooks and deploy scripts used to build the **SakThai** family —
+> LoRA fine-tune → GGUF conversion → HF publish, all on free Kaggle GPUs.
+> Part of the [House of Sak](https://huggingface.co/Nanthasit). [Read the story →](https://huggingface.co/Nanthasit)
 
 ## Contents
 
 | File | Purpose |
-|------|---------|
-| `sakthai-engine.ipynb` | Training notebook for 1.5B model |
-| `sakthai-7b-engine.ipynb` | Training notebook for 7B model |
-| `scripts/sakthai-7b-post-train.py` | LoRA merge, GGUF conversion, upload |
+|---|---|
+| `sakthai-engine.ipynb` | Training notebook (1.5B) |
+| `sakthai-7b-engine.ipynb` | Training notebook (7B) |
+| `scripts/sakthai-7b-post-train.py` | LoRA merge → GGUF convert → upload |
 | `deploy-endpoint.py` | Deploy to HF Inference Endpoints |
 
 ## Usage
 
 ```bash
-# Post-training pipeline
 python scripts/sakthai-7b-post-train.py --help
-
-# Open notebooks in Kaggle or Jupyter for training
-# sakthai-engine.ipynb → trains on sakthai-combined-v4 (also compatible with v6)
-# sakthai-7b-engine.ipynb → trains on sakthai-combined-v5 (also compatible with v6)
+# Open the .ipynb files in Kaggle or Jupyter to train.
+# Both notebooks train on sakthai-combined-v6.
 ```
 
-## SakThai Model Family
-
-These models are trained using the notebooks and scripts in this repository:
-
-| Model | Downloads | Pipeline |
-|-------|:---------:|:--------:|
-| [sakthai-context-1.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-1.5b-merged) | 1,269 | Text Generation |
-| [sakthai-context-0.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-0.5b-merged) | 1,030 | Text Generation |
-| [sakthai-context-7b-merged](https://huggingface.co/Nanthasit/sakthai-context-7b-merged) | 585 | Text Generation |
-| [sakthai-context-7b-128k](https://huggingface.co/Nanthasit/sakthai-context-7b-128k) | 382 | Text Generation (Long Context) |
-| [sakthai-context-7b-tools](https://huggingface.co/Nanthasit/sakthai-context-7b-tools) | 219 | Text Generation (Tool Calling) |
-| [sakthai-embedding-multilingual](https://huggingface.co/Nanthasit/sakthai-embedding-multilingual) | 188 | Feature Extraction |
-| [sakthai-context-1.5b-tools](https://huggingface.co/Nanthasit/sakthai-context-1.5b-tools) | 163 | Text Generation (Tool Calling) |
-| [sakthai-vision-7b](https://huggingface.co/Nanthasit/sakthai-vision-7b) | 104 | Image-to-Text |
-| [sakthai-coder-1.5b](https://huggingface.co/Nanthasit/sakthai-coder-1.5b) | 70 | Text Generation (Code) |
-| [sakthai-tts-model](https://huggingface.co/Nanthasit/sakthai-tts-model) | 69 | Text-to-Speech |
-| [sakthai-context-0.5b-tools](https://huggingface.co/Nanthasit/sakthai-context-0.5b-tools) | 7 | Text Generation (Tool Calling) |
-
-> **Note:** `sakthai-embedding` (English-only, deprecated) — superseded by `sakthai-embedding-multilingual` above.
-
-## ⭐ Rising Stars
-
-Models with growing traction — perfect entry points:
-
-| Model | Downloads | Best For |
-|-------|:---------:|----------|
-| [0.5B-Tools](https://huggingface.co/Nanthasit/sakthai-context-0.5b-tools) | 7 | Smallest tool-calling model — runs on Raspberry Pi |
-| [TTS Model](https://huggingface.co/Nanthasit/sakthai-tts-model) | 69 | 15-language speech synthesis |
-| [Coder 1.5B](https://huggingface.co/Nanthasit/sakthai-coder-1.5b) | 70 | Code-specialized GGUF |
-
-## Sibling Datasets
-
-| Dataset | Downloads | Description |
-|---------|:---------:|-------------|
-| [sakthai-combined-v6](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v6) | 175 | Primary tool-calling training data |
-| [sakthai-kaggle-notebooks](https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks) _(this)_ | 103 | Training notebooks + deploy scripts |
-| [SimpleToolCalling](https://huggingface.co/datasets/Nanthasit/SimpleToolCalling) | 52 | Legacy tool-calling dataset |
-| [food-penguin-v1](https://huggingface.co/datasets/Nanthasit/food-penguin-v1) | 51 | Tool-calling data (food domain) |
-| [sakthai-irrelevance-supplement](https://huggingface.co/datasets/Nanthasit/sakthai-irrelevance-supplement) | 0 | Edge-case irrelevant queries |
+## What it builds
 
-## Sibling Spaces
+These notebooks train the full SakThai family from
+[sakthai-combined-v6](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v6) —
+the flagship [context-1.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-1.5b-merged),
+the 0.5B/7B variants, and the tool-calling LoRAs.
+**12 models · 5 datasets · 3 Spaces** — [full collection →](https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02)
 
-| Space | Purpose |
-|-------|---------|
-| [TTS Demo 🎤](https://huggingface.co/spaces/Nanthasit/sakthai-tts) | 15-language speech synthesis showcase |
-| [Leaderboard 📊](https://huggingface.co/spaces/Nanthasit/sakthai-leaderboard) | Live benchmark comparison |
-| [Vision Demo 🖼️](https://huggingface.co/spaces/Nanthasit/sakthai-vision-demo) | Vision model playground |
+## License
 
-> 📦 **Full collection:** [sakthai-model-family](https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02) — **12 models, 5 datasets, 3 Spaces** — 19 ecosystem assets.
+Apache 2.0.