Black & White Path
Black & White Path
Mar 21, 2026 · Artificial Intelligence

When AI Coding Agents Get PUA'd: Unexpected Performance Gains

A developer created a "pua" plugin that injects big‑tech management scripts into AI coding agents, enforcing three strict rules and escalating pressure levels, and experiments show it boosts bug‑fix count by 36%, verification runs by 65%, and tool usage by 50%, even uncovering hidden configuration issues.

AI coding agentClaudeGitHub
0 likes · 5 min read
When AI Coding Agents Get PUA'd: Unexpected Performance Gains
AI Insight Log
AI Insight Log
Mar 15, 2026 · Artificial Intelligence

When Workers Turn the Tables: How the PUA Skill Forces Claude Code to Obey

The open‑source “pua” plugin turns Claude Code’s usual polite‑exit behavior into a disciplined debugging process by escalating pressure levels, forcing systematic checks, and ultimately improving bug‑fix rates by 36% at the cost of longer execution time.

AI behaviorAI debuggingClaude Code
0 likes · 11 min read
When Workers Turn the Tables: How the PUA Skill Forces Claude Code to Obey