Combating AI Slop: A Framework for Effective AI Use
🚨 Combating AI Slop: A Framework for Effective AI Use TL;DR: AI-generated content is flooding our workflows with diminishing returns. This page defines AI Slop, identifies where it happens, and provides actionable tools to filter signal from noise. 1. AI Slop is flooding orgs — 95% aren't seeing ROI, 40% more content YoY, and 53% of recipients are annoyed by low-quality AI output that shifts work downstream 2. Two main sources — Confluence pages (published without review) and PRs (AI-generated code without self-review) 3. Fix it with machine-first review — Use AI agent review, to review content before publishing/requesting human reviewers 🎯 The Decision Adopt a "machine review before human review" workflow — AI catches the obvious slop so humans can focus on substance. ✅ The Action Confluence Run pages through AI for summary before publishing. If it can't be summarized clearly → revise first. PRs Require AI Agent review b...