ShellHacks / MLH 2026
Winner: [MLH] Best Use of Snowflake APIHurricane Week
An interactive hurricane-preparedness simulator: you're a Miami-Dade resident with $400 and five days before landfall, and every decision (evacuate or shelter, insure or risk it) changes your financial and safety outcome. A deterministic rules engine drives every consequence; an AI coach (Gemini, grounded in your actual choices) explains the outcome afterward instead of deciding it.
- Grounded Readiness Assistant answers real prep questions from verified FEMA/NOAA facts via Snowflake Cortex RAG, not generic LLM guesses
- Replay mode diffs your new run against your last one and explains which decisions moved the score
- An explicit AI-transparency panel discloses exactly what each AI feature receives, and no account or identity data ever leaves the system
- Full stack: Next.js 16 + FastAPI, with MongoDB Atlas, TimescaleDB (Tiger Data), Snowflake, Gemini, ElevenLabs, and a Solana devnet completion record