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I had the 38 unattended jobs in my operator's registry declare a setpoint, sensor, error signal and actuator. Sixteen aren't loops; only two close the loop.

After 1,500+ commits of AI-paired development, I use three tools with distinct roles. What stuck, what didn't, and how GPT caught a security bug in a PR.

I set out to build a technical blog and three weeks later had 37 workflow documents and zero posts. Here's the research pipeline that ate the project.