# ReflexQA

- **Event:** [AIE Code Summit 2026 Hackathon](https://cerebralvalley.ai/e/aie-code-2026-hackathon)
- **When:** Sat, Nov 7 at 9:00 AM – 10:00 PM (PST)
- **Where:** San Francisco, CA
- **Team:** [David Izikowitz](https://cerebralvalley.ai/u/dizzy1900)
- **GitHub:** https://github.com/dizzy1900/ReflexQA
- **Demo video:** https://youtu.be/hXzABKwsvs8
- **Gallery:** https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/60

ReflexQA is a recursive, self-improving code QA agent. The speed at which we can push code has exponentially increased. The speed at which we can review code hasn't changed. I pointed this project at Meta's largest open-source project, React, and its GUI components.

Meta Muse Spark is the Driver: it reads each test case off the screen and performs the steps in a real Chromium browser by clicking, typing and choosing options. SubQ Snap is the Judge, Router and Memory: on every step it reads about 189K tokens of React DOM’s real source plus the agent’s full history and before/after screenshots, then returns calibrated probabilities that decide PASS/FAIL against React’s expected result. 

The agent improves itself by turning passing runs into skills that replay with zero Meta calls (2.9× faster), writing lessons that later runs use, and letting SubQ choose its next test from 31 untested React cases, all for 6 Meta calls and $0.045 of SubQ per campaign.

## More from AIE Code Summit 2026 Hackathon

- [Moscoso Intelligence](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/57)
- [adaptmach](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/58)
- [ProofHunter](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/59)
- [LAZARUS-TWIN](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/61)
- [Sift](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/62)
- [darkmatter: ebert-spielberg-lucas-bohr](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/63)

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