# Eswar Dev

- **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:** [ESWAR DEV](https://cerebralvalley.ai/u/ESWAR8090)
- **GitHub:** https://github.com/Eswar809/forgegate
- **Demo video:** https://notebooklm.link.google/xf7KDPJEKEHV
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2080

ForgeGate is a self-extending ops agent where no generated tool runs until it passes an independent, five-stage verification gate. When an ops task has no matching tool in the registry, a coding model writes a Python CLI tool; that tool is then run through (0) a fail-closed AST policy, (1) behavioral cases in isolated subprocesses, (2) a semantic review by a judge model, (3) adversarial probing by a verifier model, and (4) a determinism replay. Only a clean verdict promotes the tool into permanent procedural memory, where it is reused and its usage counted. A stage-2 pass with a stage-3 break is a recorded "disagreement" and fails closed — a tool is never promoted because one model liked it.

The whole thing is standard library only (dependencies = []), every model call is raw urllib + json, and the offline path is the default so the benchmark never silently needs a funded key. 25 tasks across 8 tool types and three modalities (text, voice, screenshot) run end to end; the gate rejects four deliberately broken tools at four different stages.

## More from Meta Global AI Developer Hackathon

- [yasuru thilakshana](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2077)
- [RoboFactory AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2078)
- [After Eclipse](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2079)
- [ProofStep](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2081)
- [Pet-EyPlant](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2082)
- [Patria](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2083)

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