# Unfoolable

- **Event:** [The Recursive Agents Hackathon](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon)
- **When:** Sat, Oct 17 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Steve George](https://cerebralvalley.ai/u/stevegeorge)
- **GitHub:** https://github.com/stevegeorge2002/unfoolable
- **Demo video:** https://youtu.be/tWByDq0JlO0
- **Gallery:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/13

Unfoolable is a self-improving AI agent team that can't fool itself. AI agents often say "done" when the work is wrong — our starting team did it 8 out of 9 times on hidden tasks. Unfoolable turns a one-line goal plus a messy data file into clean data: a Spec agent writes its own definition of done as executable checks, a Builder writes the code, a plain-code Watchdog catches loops, stalls and drift (continue / re-plan / stop / escalate to a human via a NEEDS_HUMAN inbox), and an independent Auditor re-derives sample rows straight from the raw file without seeing the code — if they disagree, it's not done. To improve over time, an adversarial Trickster invents new realistic data messes (and must prove each is fair with an exact inverse), a Coach proposes lessons, and a Gate keeps a lesson only if it measurably helps on fresh tasks. Results on hidden tasks never seen in training: false "done" claims dropped from 8/9 to 1/2 with the Auditor (0 false claims across 18 tasks for the base team + Auditor), self-evolution raised adversarial accuracy from 45.8% to 62.3%, and the Coach overestimated its own lessons 7 out of 7 times (avg +48 points) — the Gate rejected 4 of 7. Built from scratch today; all results, raw logs and limitations are in the repo.

## More from The Recursive Agents Hackathon

- [No free wins](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/10)
- [kerngen](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/11)
- [BuzzSaws](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/12)
- [Repro](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/14)
- [CORE GENESIS](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/15)
- [TeamAIWork](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/16)

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