I Let AI Agents Open Pull Requests Against Production Code
An agent that turns a production error into a drafted, tested pull request — before anyone wakes up. What it took to trust it, and the guardrails that make it safe.
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On building AI products that actually ship.
AI architecture, startup technical decisions, and what it takes to go from demo to 2am reliability.
How to Evaluate AI Output at Scale Without Reading 10,000 Responses
Reading more outputs isn't evaluation. How to build an LLM judge that routes human attention instead of trying to replace it.
Read →Why Your AI Agent Passes All Tests and Fails at 2am
The gap between demo reliability and production reality — and what to actually do about it.
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