# rmk

- **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:** [Rupert Kahng](https://cerebralvalley.ai/u/rmk)
- **GitHub:** https://github.com/toronto-code/BranchPilot
- **Demo video:** https://drive.google.com/drive/folders/1nUIfzFI_IoFyvuozQG9beYnJzWc6p9Rg?usp=share_link
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4753

BranchPilot is a budget-aware coding agent controller designed for Meta’s Muse Code. It addresses a common problem: AI agents can get stuck repeating unsuccessful approaches while consuming time and tokens. BranchPilot explores alternative solutions, evaluates changes with tests, and uses feedback to decide when to retry, branch, or stop. It records each attempt and supports controlled benchmark comparisons against a single-attempt baseline. The goal is more correct solutions within the same resource budget, with measurable results and transparent usage.

## More from Meta Global AI Developer Hackathon

- [MaudeSignal](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4750)
- [UTN Argentina](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4751)
- [BlueSky](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4752)
- [Natasha Gubernov](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4754)
- [Loreg](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4755)
- [Rikuy.si](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4756)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4753. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt
