Principles
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What Sixteen Models Did With the Same Eight Principles
313 trials across sixteen models, one Rust scenario, the same eight engineering intents. Lift ranged from 0.00 to 0.89 depending only on which model read them — and the strongest model in the set was nowhere near the top.
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Modelling Engineering Intent Made My Guidance Measurable
I'd been trying to test my agent guidance for a couple of years, and every attempt died in the same place. What changed wasn't the harness — it was modelling engineering intent as structured records, which made the guidance specific enough to measure at all.
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Know Your Principles
Comprehension debt isn't just about AI-generated code you don't understand. It's about not being able to articulate the principles that make your codebase navigable in the first place.