# Aegis

- **Event:** [The Harness Engineering & Model Wrangling #SFTechWeek Hackathon](https://cerebralvalley.ai/e/mongodb-sftw-hackathon)
- **When:** Sun, Oct 11 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Hui Hu](https://cerebralvalley.ai/u/hwoo)
- **GitHub:** https://github.com/Hui-Hwoo/aegis
- **Demo video:** https://drive.google.com/file/d/1mbrjmc1LygVS3_Ugu9XUml4NKbHTjCZ2/view
- **Gallery:** https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/13

Aegis is a governance harness for AI agents — the harness is the product. Every tool call passes through a policy gate (allow / deny / approval queue); every verdict lands in a hash-chained audit log backed by MongoDB Atlas. Role-based authorization means the same request yields different outcomes for different agents. The system self-evolves: denied episodes are distilled into governed memory, which proposes policy mutations — but a frozen, hash-locked evaluator holds veto power, so the system improves without drifting. This is Statement 1, Recursive Harnessing: the harness watches the agent, the evaluator watches the harness. Live demo: a Claude-powered planner completes a real production task (real files, real SQLite) under the gate, scripted red-team attacks are blocked deterministically, and the agent debriefs its own run from live audit events.

## More from The Harness Engineering & Model Wrangling #SFTechWeek Hackathon

- [Routemind](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/10)
- [before-the-drop](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/11)
- [AIZOYA](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/12)
- [Trojans_VerdictLoop](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/14)
- [Muscle Memory](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/15)
- [ammas health](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/16)

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Markdown version of https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/13. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt