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# Methodology

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2026-08-03

AI's Standard Isn't in the Model. It's in the Last Version You Nodded At

Once you compromise a single time, AI lowers the bar, then keeps compromising, and ends up producing garbage — that observation is correct. The reason isn't that the model isn't smart enough. It's that a standard doesn't exist inside the model at all; it exists in the context. The most recent sample in the context is the standard, and every one of your fine, ship it moments is calibrating it. This piece uses my own concrete failures from three days to take the mechanism apart: a cover that cropped $45 billion down to $5 billion, a paragraph added purely to hit a word count, three straight days of believing a success report that was wrong. It also explains why written rules fail the same way — the number of rules is a counter of failures, and it only covers the failure modes you already thought of.

AI's Standard Isn't in the Model. It's in the Last Version You Nodded At
2026-06-01

Vibe coding is already obsolete — and that's great news for product managers

When AI writes the code, what's left is judgment: deciding what to build, for whom, and what 'good' means. That has always been product management. Here's why not knowing how to code can be an advantage — and how to do it on purpose.

Vibe coding is already obsolete — and that's great news for product managers
2026-05-30

Speak it, AI builds it: I made this website with a single sentence

The first doaipm post. Not knowing how to code is an advantage — this very site was "spoken" into existence with Claude Code.