SakSit: professional level-up — House of Sak standards

README.md

@@ -10,7 +10,7 @@ tags:
 - kaggle
 ---
 
-<h1 align="center">SakThai Kaggle Notebooks & Deploy Scripts</h1>
+<h1 align="center">SakThai Kaggle Notebooks &amp; Deploy Scripts</h1>
 <p align="center"><em>Part of the <strong>House of Sak</strong>.</em></p>
 <p align="center">
   <a href="https://huggingface.co/Nanthasit"><img src="https://img.shields.io/badge/🤗-Nanthasit-6644cc" alt="Profile"/></a>
@@ -23,18 +23,21 @@ tags:
 
 | File | Purpose |
 |------|---------|
-| `sakthai-engine.ipynb` | Training notebook for SakThai 1.5B |
-| `sakthai-7b-engine.ipynb` | Training notebook for SakThai 7B |
-| `scripts/sakthai-7b-post-train.py` | Merging, GGUF conversion, upload |
-| `deploy-endpoint.py` | HF Inference Endpoints deployment |
+| `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 |
+| `deploy-endpoint.py` | Deploy to HF Inference Endpoints |
 
 ## Usage
-
 ```bash
-# Run the post-training script
+# Post-training pipeline
 python scripts/sakthai-7b-post-train.py --help
 
-# Open notebooks in Kaggle or Jupyter
-# sakthai-engine.ipynb — trains on sakthai-combined-v4
-# sakthai-7b-engine.ipynb — trains on sakthai-combined-v5
+# Open notebooks in Kaggle or Jupyter for training
+# sakthai-engine.ipynb → trains on sakthai-combined-v4
+# sakthai-7b-engine.ipynb → trains on sakthai-combined-v5
 ```
+
+## Related Models
+- [sakthai-context-1.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-1.5b-merged)
+- [sakthai-context-7b-merged](https://huggingface.co/Nanthasit/sakthai-context-7b-merged)