# John Stamford

- **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:** [John Stamford](https://cerebralvalley.ai/u/johnstamford)
- **GitHub:** https://github.com/johnstamford/MrProf
- **Demo video:** https://youtu.be/rBYZewVERxM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1369

MrProf guides adults through the official ASRS v1.1 6-question screening and a one-question-at-a-time adaptive interview, then assembles a clinician-ready briefing where every point links to the user's exact words — quotes, line numbers, denials, uncertainty, and gaps included. It organizes what you report so a clinician can review it. It never diagnoses, rules anything out, estimates probabilities, or assigns severity.

How it works: deterministic code plans each question, selects objectives, scores screening (original 0–6, ≥4 positive), and assembles reports; Meta's Muse Spark model (via an OpenAI-compatible endpoint + Microsoft Agent Framework) phrases questions and extracts evidence — all server-side, MongoDB as the durable source of truth, Docker Compose + optional Cloudflare Tunnel for the live demo.

Evaluation is synthetic-only and honest: 6 hand-authored SPIT-style personas (vague, denier, contradictor, incomplete recall, 2 positive screens) run through the real API — 12/12 complete, 238/238 quotes exact-substring, 0 banned-language hits, backend suite 109 passed. Six frozen demo reports ship on the /demo gallery so judges can trace vague answer → targeted follow-up → cited evidence in 60 seconds. Topics and evidence codes are drafts, not clinically validated — stated once, upfront.

## More from Meta Global AI Developer Hackathon

- [Glint](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1366)
- [SAF-Integration](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1367)
- [ALMA PROJECT TEAM](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1368)
- [Vastraa Labs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1370)
- [ResilienceSignal AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1371)
- [Muhammad](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1372)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1369. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt