sero-nouscoder-14b-sft

## VRAM Requirements

| Precision | VRAM Required |
|-----------|---------------|
| bfloat16 (full) | ~30GB |
| 8-bit (bitsandbytes) | ~16GB |
| 4-bit (GPTQ/AWQ) | ~8GB |

## Limitations

- **Domain Focused:** Optimized for Solidity, TypeScript, Python - may underperform on other languages
- **93% Trained:** Training timed out before completing epoch 3 (2.52/3.0 epochs)
- **Personal Style:** Tuned to my coding patterns, which may not generalize to all users
- **LoRA Adapter:** Requires base model + adapter loading (not standalone)

## Files

## Next Steps

- [ ] DPO alignment training on preference pairs
- [ ] GPTQ/AWQ quantization for consumer GPU deployment
- [ ] Evaluation on coding benchmarks
- [ ] Tool/agent fine-tuning on 136K tool trajectory events

## Citation