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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 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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Apr 1, 2026

The Engineer Who Loses Their Own Codebase

GAISD ManifestoSoftware Engineer · GAISD · 10 min read

In communities where engineers talk to each other about AI coding tools, the same admission keeps surfacing: I am slowly losing grip on my own codebase. The cost of velocity is not burnout. It is the quiet trade of ownership for output. The career that survives the next five years belongs to engineers who refuse the trade.

developer careercode ownershipai coding toolsengineering culturecode review
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