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Your engineer walks into the ship review with a slide. The slide has one big number on it: "87%." Below the number, in smaller text: "eval set pass rate, up from 82% last week." The room nods. Someone says "great work." The PM is about to say "OK shi...
Fridays on AI teams have a distinct shape. Someone runs the demo. Someone says "that looks pretty good." Someone else says "I saw it fail on a case yesterday that worried me." A third person says "is it ready to ship?" The PM says "what do we mean by...
Here is the moment every PM on their first AI product has, usually around week six. You shipped a spec. The engineer built to it. The feature works in staging. You review it. It gives a good answer to your test question. Your boss reviews it, asks th...
TypeScript's type system catches many bugs at compile time, but that doesn't eliminate the need for comprehensive testing. In fact, TypeScript applications require a nuanced testing strategy that leverages both the language's static typing benefits a...

import TOCInline from '@theme/TOCInline'; The honeymoon phase of "generate everything with AI" is officially over, as major platforms like WordPress and Cloudflare are now forced to build guardrails against the resulting tide of low-quality "slop." ...

Modernizing a legacy PHP application presents a paradox: you critically need strict static analysis to prevent future bugs, but turning on a tool like PHPStan immediately throws 5,000 errors, completely breaking the CI pipeline. During a recent stabi...
