# Clarity

- **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:** [Brian Permut](https://cerebralvalley.ai/u/dsl)
- **GitHub:** https://github.com/HiNala/Continuity
- **Demo video:** https://youtu.be/p3-N12w6BLE
- **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/47

Clarity is a self-improving, constraint-aware agent system that transforms raw photos of real spaces into realistic renovation visualizations without violating physical reality. The system analyzes each image to identify plumbing, electrical, HVAC, structural elements, and immovable fixtures so room geometry and utilities are preserved. This makes the outputs reliable for real architectural, commercial, and renovation use cases rather than just visual inspiration.

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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/47. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt