# UNBIDDEN

- **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:** [david astudillo](https://cerebralvalley.ai/u/davidokmen)
- **GitHub:** https://github.com/satisfymath/unbidden-ai
- **Demo video:** https://www.youtube.com/watch?v=TvmjPuvpjKA
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4269

UNBIDDEN — Intelligence that doesn't wait for instructions.

Engineering teams have problems nobody has filed yet: hidden performance bottlenecks, vulnerable dependencies and failures outside existing tests. Finding them—and proving which changes are worth shipping—takes scarce human attention.

UNBIDDEN is a proactive engineering agent installed as a CLI. After setup and authorization, it investigates repositories and connected systems without waiting for a ticket or task prompt.

Its World Model maintains a structured map of code, services, databases, endpoints and deployments. Facts carry their source, confidence and freshness; observations and inferences remain distinguishable, and blind spots are recorded.

Using that context, UNBIDDEN identifies opportunities, develops candidates, runs controlled experiments in isolated environments and opens pull requests carrying their evidence. Muse Spark powers complex reasoning, code generation, property-based tests and workloads. Muse Glimmer enables local reasoning; optional multimodal paths inspect rendered interfaces.

Forge can build missing readers, adapters and constrained API integrations, each subject to separate validation. Deterministic components enforce permissions, privacy policies, budgets and acceptance criteria.

With explicitly granted autonomy and a successful rollback drill, UNBIDDEN can merge validated changes, deploy them, monitor health and recover from a failed release.

Our final campaign recorded runs for 32 of 39 corpus repositories. UNBIDDEN autonomously merged 13 distinct improvements across 13 repository copies: eight security dependency updates and five code-quality fixes. A separate non-model verifier checked all 13. Three changes reached verified, healthy deployment.

For example, in the FastAPI template copy, it upgraded dnspython from 2.8.0 to 2.9.0, tested, merged and deployed the change. A separate OSV check confirmed that the targeted advisory no longer affected the new version.

These were controlled runs on copies of real open-source projects. Failures, blocked runs, restarts and incomplete coverage remain in the public evidence.

UNBIDDEN is an installable experimental product: engineering intelligence that discovers useful work, proves its results and operates under human-defined permissions.

## More from Meta Global AI Developer Hackathon

- [RobotRanger](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4266)
- [RoboSolar Cleaner](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4267)
- [Team Abdul](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4268)
- [deloken](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4270)
- [CounterPilot](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4271)
- [Julian Chaoul](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4272)

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