Refresh EAGLE-3 references for the thinking-aware v2 head (2026-07-24 retrain)

README.md

@@ -205,7 +205,7 @@ hook was checked and is not the cause); AWQ lacks arch mappings. Reported upstre
 | [FP8-Dynamic](https://huggingface.co/NullSense/Nanbeige4.2-3B-FP8-Dynamic) | 4.9 GB | 154 / 206 | default: no measured quality loss on any gate. Recommended. |
 | [NVFP4-FP8-LoopShield](https://huggingface.co/NullSense/Nanbeige4.2-3B-NVFP4-FP8-LoopShield) (this repo) | 4.5 GB | 159 / 202 | smallest artifact that keeps reasoning at FP8 parity; best JSON reliability. Recommended for tight VRAM. |
 | [NVFP4A16](https://huggingface.co/NullSense/Nanbeige4.2-3B-NVFP4A16) | 3.6 GB | 175 / 220 | fastest; summarization/extraction only (reasoning drops 8 GSM8K points). Not for math/agentic. |
-| [EAGLE3 draft](https://huggingface.co/NullSense/Nanbeige4.2-3B-EAGLE3) | +1.5 GB | 221 / 244 (262 code) | add-on speculator for any of the above: +33-58% decode, lossless. Serve with TRITON_ATTN. |
+| [EAGLE3 draft](https://huggingface.co/NullSense/Nanbeige4.2-3B-EAGLE3) | +1.5 GB | +12-41% decode | add-on speculator for any of the above; thinking-aware retrain (2026-07-24), thinking-mode acceptance 0.41, lossless. Serve with TRITON_ATTN. |
 
 All three serve identically (same plugin, same flags); only the checkpoint differs.