## Community Results & Feedback

Genesis AI Code is designed for **real-world training**.  
We strongly encourage developers and researchers to **share empirical results**
when using this dataset.

If you train, fine-tune, or evaluate a model with this dataset, please consider
reporting:

### What to Share
- Base model used
- Training method (SFT, LoRA, QLoRA, full finetune, agent training, etc.)
- Which split(s) were used:
  - Instruct
  - Thinking
  - Reasoning
- Evaluation method (benchmarks, internal tests, SWE-bench, CI pass rate, etc.)
- Observed improvements or regressions
- Notable behaviors (planning quality, verification discipline, safety improvements)

### Where to Share
- Open an **Issue** or **Discussion** in this dataset repository
- Link to:
  - training logs
  - benchmark tables
  - evaluation scripts
  - demo videos or repos (if public)

### Why This Matters
Genesis is built to evolve based on **real usage**, not assumptions.
Community-reported results directly influence:
- future Genesis updates
- new training signals
- improved reasoning and safety patterns

Even partial results or informal observations are valuable.

### Minimal Report Template
```text
Model:
Training method:
Dataset split(s):
Compute budget:
Evaluation method:
Observed changes:
Notes / caveats: