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— essays on governed AI

Insights.

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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Apr 12, 2026

The Fastest Team Defines Before It Generates

GAISD ManifestoSoftware Engineer · GAISD · 8 min read

A Claude Code skill collection that interviews you with sixteen to fifty questions before writing a single line of code crossed 20,000 stars on GitHub in weeks. The signal is not novelty — it is the market admitting what fast teams already knew: speed lives in the definition, not in the generation.

deliberate accelerationintentionalityspec driven developmentai coding toolsproductivity
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