# kimdaeheuk

- **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:** [daeheuk kim](https://cerebralvalley.ai/u/kimdaeheuk)
- **GitHub:** https://github.com/kimdaeheuk-hash/-AEGIRON
- **Demo video:** https://github.com/kimdaeheuk-hash/-AEGIRON/raw/master/demo_90s_en.mp4
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/920

AEGIRON — an epidemic forecast system where variant shifts move stockpile verdicts

  In one sentence: A 10-stage integrated command system that ingests outbreak signals from 178 countries in 52 languages every hour, scores risk,
  and answers: "Did the new variant invalidate my stockpile, and when does my country reach medical self-sufficiency?"

  The problem

  Existing tools work in isolation. Nextstrain shows only the phylogenetic tree, GISAID only sequences, BlueDot only alerts. No system answers the
  policy questions — "Is my stockpiled countermeasure still effective against the new variant?" or "When is our national self-sufficiency date?"
  Worse, missing observations get silently recorded as "no change," and verdicts leave no audit trail, so nothing can be verified after the fact.

  The fix — a 3-ledger spine + 10-stage pipeline

  1. Variant ledger: records transitions across lineage × geography × time × evidence layer × risk delta.
  2. Countermeasure match ledger: cross-checks threat × stockpile × variant state into a daily "does it stop today" verdict.
  3. Country readiness ledger: keeps country × threat × platform preparedness current.

  Ten stages — from synthetic-threat detection (Stage 0) through AI inference (Stage 7), strategic stockpiling (Stage 8), to the live dashboard
  (Stage 9) — run as one scenario. Every verdict stays in the ledgers and is scored after the fact against declared baselines and a lead-time
  ledger. Unknowns are declared "undetermined" — no fabrication, no deletion.

  The result: paste a sequence and get measured indicators plus AI analysis in about 4 minutes, while the dashboard pushes a world map, alerts, and
  rankings in real time. Everything measured, everything verifiable. That's AEGIRON.

## More from Meta Global AI Developer Hackathon

- [MuseZ Home](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/917)
- [Kawalight Game Studio](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/918)
- [Apprentice](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/919)
- [Open Indiana Law](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/921)
- [Eddy](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/922)
- [ZeroDefect](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/923)

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