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The "Notebook Phase" is the most dangerous place in AI engineering. We’ve all been there. You hack together a prompt, chain a few API calls in a Jupyter notebook, and hit Shift+Enter. The output is magic. You show your PM, they’re thrilled, and you s...

If I see one more "vibe check" evaluation in a pull request, I’m going to scream. You know the drill. You tweak the prompt, you run a few queries in the playground, it "feels" better, and you merge. Two days later, a user asks a question about a spec...
