# Quazi Mushroof Abdullah

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Quazi Mushroof Abdullah](https://cerebralvalley.ai/u/Mushroof)
- **GitHub:** https://github.com/qmamushroof/Codictator
- **Demo video:** https://youtu.be/ziv2aruu_oA
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5086

Locally installable guardrail engine to force your AI agents to write good code & save tokens even if your prompts say otherwise. Works with Claude Code, Codex CLI, Copilot, Cursor, Gemini CLI, OpenCode, Muse Code.

it enforces security and secrets, exact and current dependencies, SPEC-driven tests written failing first, test integrity, file and function size, architecture boundaries, change history, workflow gates with a fresh-session review, documentation layout, CI, and context and token hygiene.

## More from Meta Global AI Developer Hackathon

- [Team 404](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5083)
- [Muninn](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5084)
- [Javier Quilumba](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5085)
- [BenBen](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5087)
- [N.E.G.U](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5088)
- [Banger AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5089)

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