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Shipping

Field notes from getting AI products in front of real users. What worked, what didn't, what I'd do differently.

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Terminal showing a retired AI model ID caught by a health check

The 404 That Looks Like an Auth Failure

AI providers retire models on a rolling basis, and a retired model ID returns an error that sends you debugging the wrong thing entirely. How to pin, override, and monitor your model IDs.

RRose BAug 15, 2026

Terminal showing npm run audit passing after an AI coding session

Build With AI Without Breaking Prod: The Verification Loop

AI agents are fast and confidently wrong. The fix isn't slowing down. It's a loop: build with the agent, verify with scripts, ship. Here's the loop that runs Whirlwind.

RRose BAug 14, 2026