Andreas Belitz
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I was the validator all along
Feb 25, 2026 · 5 min read · LLM Patterns

I was the validator all along

My AI coding setup worked — until I noticed I was spending more time checking output than building. The fix was giving the validation job to another agent.

agents claude-code workflow migration

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