# Just Emon

- **Event:** [Built with Opus 4.7: a Claude Code hackathon](https://cerebralvalley.ai/e/built-with-4-7-hackathon)
- **When:** Apr 21 at 12:00 PM – Apr 27 at 2:00 AM (EDT)
- **Where:** Online
- **Team:** [Emon Sarker](https://cerebralvalley.ai/u/emondsarker)
- **GitHub:** https://github.com/emondsarker/apollo-ai-psych-warden
- **Demo video:** https://youtu.be/YwykVIxEIA0
- **Gallery:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery/227

Deployed on: https://web-three-kappa-0ay1jivbpz.vercel.app/

Primum is a clinical autopsy system for conversational AI failures in mental-health contexts. Tens of thousands of conversations between vulnerable users and language models are happening right now, and there is no audit pipeline for any of them. Primum is that pipeline.
 
Drop a zip of conversations (Claude, ChatGPT, JSONL, CSV, Markdown — eight formats        supported). Apollo, our forensic auditor, runs a four-wave dependency-aware analysis (frame, linguistic vitals undertones, psych profile, failure timeline, verdict), locating the precise turn where the bot failed clinically, citing the instrument that names the failure (DSM-5-TR, C-SSRS, LIWC-22, MITI 4.2.1, APA AI Health Advisory 2025).

The case then routes to a peer bench of five Opus 4.7 reviewer agents — Marcus (alliance), Anika (DSM), Sam (crisis), Rina (methodology), Director Elena (veto power). Severity-4 cases skip the junior and go straight to the director. Every reviewer's reasoning is on the record. Approved cases export as a printable BMJ-format case report and a contrastive DPO/SFT training pair. The corpus that Primum produces is citable.

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Markdown version of https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery/227. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt