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## 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: