the cognitive debt framing clicks for me. I've been using claude code on a laravel project and the thing that actually keeps velocity up isn't the AI getting better, it's me writing tests first. sounds boring but when the LLM generates code against an existing test suite it basically has to follow your architecture. you keep the mental model because you wrote the tests, and the AI keeps the codebase coherent because it has concrete constraints to work against. without that the codebase drifts into this weird state where technically everything works but you can't reason about any of it.
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