Uncommon Hacks 2026

Devpost hackathon: Uncommon Hacks 2026. Imported automatically.

Winners

Cheetah.aiBest Use of SnowflakeServing engines are blind to intent. Cheetah.ai reads the workflow DAG to pre-warm the right document between agent calls. The cold prefill doesn't disappear: iPython Streamlit
DatalakeBest Inference (Wafer)Universities own a multi-billion-dollar AI training corpus they can't sell. Datalake's Wafer agent loop catalogs ownership and labels research in one pass — mesPydantic pytest Python
DispatchBest Use of ElevenLabsDisaster relief system using Snowflake to turn victim calls into structured, prioritized rescue requests shown on a responder map with location, urgency, and neElevenLabs
Fish KingMost UncommonConnect and Compete with local fishermen to become king of the lake. Leverage our ensemble of ML models to find the best spots to fishC++Claude Python
StatelensBest Acceleration (Tensormesh)The model-agnostic observation compression layer for UI agents. Turns screenshot streams into compact state events — 40-50% cheaper, up to 100% accurate, drop-iClaude Node.js Playwright

AI Forecasting TrackAgents for Prediction Markets (Sigma Lab)We built an AI agent that argues with itself before making a prediction to beat real-money traders on prediction markets.Python
Being NemoGame DesignBeing Nemo is a 3rd-person survival game where you are a clownfish clearing litter before it suffocates the ecosystem, while dodging predators—showing the real C Unity
Deferred-Execution Attacks Against AI Control MonitorsAI Safety (XLab)Catching AI sabotage that fires after the monitor stops watching.Anthropic Docker Python
Life StorySocial ImpactWhen Alzheimer’s blurs the memories, love can still find its way back. Life Story is a living album that keeps familiar faces, voices, and moments close to homeElevenLabs Figma Model Context Protocol