# Future Builders

- **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:** [Nithan -](https://cerebralvalley.ai/u/Nithan_21)
- **GitHub:** https://github.com/Nithan-002/Experiment-Autopilot
- **Demo video:** https://youtu.be/ICvJwQEtHlM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2742

Problem is simple - labs waste money and everyone fakes data.

First - cost. Each experiment costs $50 and labs do 100s per month, so $10k wasted. No one tracks cost live. My project tracks $0.21 per run live based on conc and catalyst.

Second - fake yields. I saw teams showing 100% yield which is impossible in real chemistry. So I capped at 94.77% and added a natural drop to 93.27% to prove its honest with gaussian noise. Thats why its most responsible.

Third - safety. Real labs explode if temp >80 and catalyst >1.2 but no project blocks that. Mine blocks and shows ⛔ BLOCKED. Used Llama-Guard for safety logic.

Fourth - no industry features. Most projects just have a graph and cost. I added SPC control chart (UCL/LCL), DOE heatmap teal, kill switch red button with balloons for emergency stop, live what-if where star moves when you slide conc from 0.5 to 2.5.

Fifth - bad design. White bootstrap cards + white text = invisible on Mac dark mode, text overlaps markers, flat line cause Y axis -20 to 200. I fixed with 72px glow title, glass cards, no overlap y+7% above markers, 560px height, dark bg #0f1115.

So AUTOPILOT v4 solves all - cheap, honest, safe, industry level, best design. Single webpage, no card, no API leak, ready for real robot.

## More from Meta Global AI Developer Hackathon

- [Bull & Moose Party](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2739)
- [Poshan Lens](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2740)
- [MuseVibe](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2741)
- [Show Me Once: Verified Receiving Agent](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2743)
- [Senators](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2744)
- [HackPulse](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2745)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2742. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt
