# Prashanth

- **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:** [Prashanth Katakam](https://cerebralvalley.ai/u/KPrashanth7)
- **GitHub:** https://github.com/prashanth-ds-ml/anubhav
- **Demo video:** https://www.youtube.com/watch?v=bxdO5wqobD8
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3273

Anubhav is a team of AI agents on Meta Muse that learns the rules a business never wrote down, from its own records, and plans better because of it.

The problem: small Indian truck fleets plan on phone calls and memory. A dispatcher knows a 32-foot truck can't enter one godown in Jangaon. Three trucks were turned back, but no software knows it. Asked for a truck, a model passes every written check and still picks the wrong one.

What Anubhav does: a Lesson Miner reads 90 days of trips and drivers' notes and proposes unwritten rules. An evidence gate in code tests each one against the records (it holds, is rejected as a habit, or is stored as expired), and a person approves it. The same model, asked the same question in Roman Telugu, then picks a 22-foot truck and names the rule it followed. It only ever drafts: a person dispatches.

A Planner leads a team of an Analyst, Tool Forge (read-only SQL that can become reusable tools) and a Lesson Miner. Each agent can call only its own tools, enforced in code, and none can change the records. Approved regional facts can be shared, so a new company starts with them on day 1.

Results from 21 pre-registered experiments, failures included: unwritten-rule cases went from 48% to 90% correct on Muse Spark Open and 45% to 90% on Muse Spark 1.3, with no unsafe drafts; a new company went from 33% to 100% on day 1. Data is synthetic but grounded in public sources. Built solo during the hackathon; every commit is public.

Live: https://huggingface.co/spaces/KPrashanth/anubhav
Code: https://github.com/prashanth-ds-ml/anubhav

## More from Meta Global AI Developer Hackathon

- [Nexora](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3270)
- [Meta_Yaho](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3271)
- [Pisa](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3272)
- [Oc2cO](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3274)
- [Chidimma Joel](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3275)
- [Ghost Director](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3276)

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