# loopless

- **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:** [Max Xie](https://cerebralvalley.ai/u/maxxie114)
- **GitHub:** https://github.com/maxxie114/loopless
- **Demo video:** https://youtu.be/KKCXkOnlggY
- **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/41

LoopLess is a self-improving browser automation agent. It uses BrowserBase for cloud browser sessions with live streaming and permanent recordings. Gemini powers the LLM planning and serves as an LLM-as-a-Judge for evaluating task completion. W&B Weave provides full observability with tracing, custom scorers, and the built-in Evaluation framework to analyze failures and feed learned rules back into prompts. Redis caches successful action sequences as "macros"—cold runs learn, warm runs replay with zero LLM calls for 30-50% faster execution. The self-improvement loop automatically detects patterns (loops, missed actions) and improves future runs. Includes 18 AGI Inc benchmark tasks with real-time UI monitoring.

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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/41. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt