Roadmap & Contribution Guide (help wanted)

Repo is stable; contributions welcome.

Good first issues:
- CIFAR-10/100 full scripts
- Ablations & significance tests
- Gate-map viz notebook
- CI matrix (3.9–3.12)
- Pre-commit + CONTRIBUTING.md polish