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Zeitgeist — a spike by Chris Gathercole
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Your Codebase Is NOT Ready for AI (Here's How to Fix It)

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  • Most codebases aren’t structured for AI-assisted development: shallow modules, tangled dependencies, and implicit conventions create high cognitive load for agents and produce low-quality output.
  • Deep modules (well-defined interfaces hiding complex internals) are the structural fix — they give AI agents clear targets and reduce the surface area requiring context.
  • Architecture discipline is not an aesthetic choice; it’s a force multiplier for AI. The same codebase produces substantially better agent output after structural improvement, before any prompt engineering.