Craft
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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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A Leaf on the Wind, at Machine Speed
Agents have changed the economics of producing and repairing software. They haven't changed the physics of entropy.
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Code Is Knowledge
Code isn't just instructions for machines. It's a record of how an organization thinks — about customers, domains, risks, and trade-offs. We've always known this. Now we have tools that can make it explicit.
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GenAI Didn't Kill Rigor — It Moved It
The old bottleneck was implementation. The new bottleneck is ambiguity. And the rigor that used to live in coordination now needs to live in specification, context, and evaluation.
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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.