"Specs, code, tests and docs are projections of one intent. Humans keep several to triangulate. The cost is drift. An agent that reads the code directly may need fewer (or one?). https://jonathannen.com/views-of-the-same-thing/

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Filed under AI, Code, and 100PR .

Published: 16 Sep 2026 by Jon Williams. Follow me x.com/jonathannen..