The AI Margin Chain Is Upside Down

August 10, 2026 · Dev.to

Your AI Agent Works in Dev. It Will Fail in Production. Here's the Math.
Your AI agent passes every test. It handles edge cases. You demo it to your team and everyone nods. Then you deploy it.
Designing tools an LLM won't misuse
Originally published on Loop & Retry — field notes on building LLM agents that survive production. Most agent bugs I've
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