A growing wave of low-effort AI-generated content is flooding developer communities, from Reddit to Slack channels. The author compares it to a child proudly showing crayon drawings to strangers—fine for the fridge, not for public consumption. Claude Opus 4.5 kicked off a wave where anyone with a prompt feels entitled to share their output.

The real problem isn't AI itself but the glut of throwaway content masquerading as contribution. "I rewrote Kafka in COBOL" or vibe-coded repos with breathless blog posts add noise without signal. Gunnar Morling's principle—built with AI, not by AI—captures the distinction: the thinking, instructing, and checking must come from a human.

The author warns that unchecked AI slop risks strangling organic community knowledge. Ask yourself before posting: is this actually useful, tested, documented? If it's a one-night stand with Claude that you wouldn't read yourself, communities don't need it. Quality tools like Hardwood, a Parquet parser built over four months with real roadmap discipline, show what proper AI-assisted work looks like.