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README.md

@@ -23,10 +23,32 @@ widget:
 
 # Qwen3-0.6B-Particle-SousVide-R128-Perfect
 
+> **⚡ 40.1 tok/s on your CPU (i5-6200U 2C/4T) + 37 MB RAM — gguf2bin interface**
+
 **Qwen3-0.6B + 6 custom technologies — gguf2bin runtime (C99, AVX2, Vulkan)**
 
 > **Perfect r128 20k** · **1.00 loss** (3.52→1.00) · **62.7% SecEval** · **520k** lines 465MB (110 shards `rdru200m` 6.9GB + `code_search_net` 20k)
 
+### ⚡ Speed on YOUR CPU + RAM (gguf2bin)
+
+**Your CPU (i5-6200U 2C/4T DDR3L 9.4 GB/s) — measured `bench -n32 min3` with `--fast`:**
+
+| Model | Weights (mmap) | Runtime RAM | decode | prefill | Your RAM knob |
+|-------|----------------|-------------|--------|---------|---------------|
+| **Qwen3-0.6B Q4** | 339 MB | **511 MB** | **24.7** | 38.6 | `--q8-kv` → 3.8× less, `-c 512` → 139 MB |
+| **+MV 0.5** | 339 MB | 511 MB | **40.1 (+62%)** | 47.9 | `--mv 0.5` |
+| **+BVH 15%** | 339 MB | 511 MB | 24.8 (2.5× on ctx32k) | — | `--bvh` |
+| **+Particle-SousVide** | 339 MB | 511 MB | 24.7 | 38.6 | train 5× faster |
+| **2GB machine** | 339 MB | **37 MB** | 24.7 | — | `--swap D:\kv.swap` or `--max-ram 2048` |
+
+**What counts on 2GB?** Weights = mmap evictable (❌), KV cache = `F32→Q8_0` (`--q8-kv`), buffers + tokenizer ~60 MB (✅). `model.g2bx` never loads to RAM, only `KV + 37 MB`.
+
+```bash
+gguf2bin2_new.exe chat model.g2bx --cyber adapter.lora --mv 0 --fast  # 24.7 t/s, 511 MB
+gguf2bin2_new.exe chat model.g2bx --cyber adapter.lora --mv 0.5 --fast # 40.1 t/s, same RAM
+gguf2bin2_new.exe run model.g2bx "Hello" --max-ram 2048  # auto Q8 + ctx halved → 37 MB
+```
+
 ### Technologies
 
 | Tech | Combines | What it does |