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The 80% Rule: Why Your AI Agents Should Only Speak When Confident

· 4 min read
Pedro Arantes
CTO | Product Developer

We've all been there: You ask your AI coding assistant for a solution to a tricky bug. It responds instantly, with absolute certainty, providing a code snippet that looks perfect. You copy it, run it, and... nothing. Or worse, a new error.

The AI wasn't lying to you. It was hallucinating. It was "confidently wrong."

In our Agentic Development Principles, we call this The Principle of Confidence-Qualified AI Output. But in practice, we just call it The 80% Rule.