# taglo

- **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:** [Shri Ganeshan K](https://cerebralvalley.ai/u/kshri-ganeshan)
- **GitHub:** https://github.com/KSG-SHRI/twinlab-hackathon-release
- **Demo video:** https://ksg-shri.github.io/twinlab-hackathon-release/TwinLab-Disappearing-Fault-Demo.mp4
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4013

TwinLab challenges premature diagnoses when a fault disappears before an investigator arrives. A normal reading under low demand may not explain a complaint that occurred under high demand.

In a condition-coverage scenario, two simulated explanations remain plausible after an invented low-demand reading; a second high-demand reading changes their compatibility under explicit assumptions. A handoff separates the reported symptom, observations, alternatives, and missing conditions. Separately, a simulated one-zone room lets users run checks, update probabilities across four modeled states, and see which check is recommended by an information-gain calculation. A sensitivity view shows how broader error assumptions can leave multiple explanations compatible.

The application uses Python for simulation and inference, and an HTML/JavaScript interface. An optional Meta model integration can select from permitted simulated checks; its output is validated and falls back to the local policy. The scenario, measurements, costs, and tolerances are illustrative, not a validated diagnosis or real equipment control. Public building data shown for context does not validate the simulator.

## More from Meta Global AI Developer Hackathon

- [ProtoLab](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4010)
- [ABINESH BOOPAL](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4011)
- [CarryForward](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4012)
- [FloorTalk](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4014)
- [Chromo](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4015)
- [Static Programming](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4016)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4013. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt