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Tech Ocean
Tech Ocean
Mar 21, 2026 · Artificial Intelligence

How the PUA Plugin Boosts AI Coding Success by 36%

The open‑source PUA plugin monitors Claude Code’s repeated failures, escalates pressure through four levels, enforces three iron rules and a five‑step debugging process, and in tests across nine scenarios improves fix count by 36 %, verification attempts by 65 % and hidden‑issue detection by 50 %.

AI codingClaudeDebugging
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How the PUA Plugin Boosts AI Coding Success by 36%