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Code: The Evolutionary Vestige of the AI Era
AI makes code transparent for humans, but AI was trained on code. The result is a paradox: code becomes vestigial, no longer required for human-machine interaction, but structurally necessary because it was there first.
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The Doubt Loop, Automated
The Doubt Loop works, but a human still sits in the middle copying and pasting. Here is how to automate it: policy tells the agent when to verify, mechanism makes it possible.
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The Doubt Loop: Why I Never Trust a Single AI Agent
A practical pattern for building stable software with AI agents by exploiting their overconfidence. 100% of the time, a second agent finds gaps the first one missed.
Engineering Blog
Technical insights on AI, software development, and building production systems.