# OneShot

- **Event:** [WeaveHacks 3: Self-Improving Agents Hackathon with Weights & Biases](https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80)
- **When:** Jan 31 at 9:00 AM – Feb 1 at 5:00 PM (PST)
- **Where:** 400 California St, San Francisco, CA
- **Team:** [Dustin D](https://cerebralvalley.ai/u/dtdannen2)
- **GitHub:** https://github.com/dtdannen/oneshot
- **Demo video:** https://www.youtube.com/watch?v=Z_waiUFoWxE
- **Gallery:** https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80/hackathon/gallery/37

OneShot is an AI-powered development platform that takes a user's idea (like "build me a todo app") and automatically handles the entire software lifecycle—research, technical specs, code generation, deployment, and testing—all visualized in a sleek stacked-card UI with real-time progress tracking.

The magic is in a Goal-Driven Agent (GDA) auto-recovery process: when any step fails, the system automatically detects the discrepancy, diagnoses the root cause, generates a recovery plan, and fixes the issue—all without human intervention. Every recovery leads to learning that compounds in a shared knowledge base.

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Markdown version of https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80/hackathon/gallery/37. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt