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— essays on governed AI

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Essays on governed AI software development, written for engineers and leaders who ship real systems.

Apr 15, 2026

Intentionality Is Not a Step. It Is a Gate.

GAISD ManifestoSoftware Engineer · GAISD · 7 min read

Most teams treat intentionality as a checklist item: write the spec, then generate. That framing fails the first time someone is in a hurry. Intentionality only works as a principle when it is wired in as a gate — a generation that cannot proceed without a declared, signed intent.

intentionalityai governancespec driven developmentgeneration gate
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