# Model Submission Template — WithIn Us AI

## Model
- Model name (HF): 
- Base model: 
- Dataset config: codeonly / hyperreason
- Training method: full finetune / LoRA / QLoRA
- Seq length:
- Epochs:
- LR / scheduler:
- Batch size / grad acc:
- Hardware (GPU + VRAM):

## Results
- HumanEval pass@1:
- HumanEval pass@10 (optional):
- Other evals (MBPP, etc.):

## Notes
- Any special tricks (packing, chat template, prompt format)?
- Known failure modes?