AI Slop Scan Hackathon — Build Tools That Catch Low-Effort AI Content

The internet has a quality problem — build tools that catch it. A 72-hour hackathon challenging teams to build detection tools across 8 domains: code reviews, docs, hiring, comms, SEO, academia, marketplaces, and social media. Working tools with real detection logic, false-positive rates, and honest accuracy metrics. $1,800 prize pool.