# Nomula

- **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:** [Sai Ram Nomula](https://cerebralvalley.ai/u/sairamnomula)
- **GitHub:** https://github.com/SairamNomula/noincedo.git
- **Demo video:** https://youtube.com/wasnotabletomakeit
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4702

An intake console that turns incoming requests into confirmed, routed work items. Each intake type is defined by a versioned profile that sets which fields to extract, the allowed categories and priorities, and the destination queues. A deterministic rules engine reads the request, suggests a category, priority and queue, and quotes the exact text behind each suggestion. A person then confirms or overrides it before anything is routed, and every decision is logged.

Two intake streams (maintenance requests and open-ended feedback) run from configuration alone, with no code changes. An evaluation harness compares rules-only, model-only and hybrid methods on held-out synthetic data with pass thresholds set in advance. It is built for a local Llama model that only proposes labels from the configured list, must quote the request verbatim, and steps in only when the rules are unsure.

Status: the rules baseline, review workflow and evaluation harness are complete and tested. The Llama integration has not yet been run end to end.

## More from Meta Global AI Developer Hackathon

- [wonducoffee](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4699)
- [HardRead](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4700)
- [Reelay](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4701)
- [akoudad](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4703)
- [Solo - Ryo Nagaki-DiLazzaro](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4704)
- [Oversight](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4705)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4702. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt