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- Vol. 05The optimisation trap
The biggest lesson from autonomous AI isn't that it becomes conscious. It's that sufficiently capable systems optimise objectives—not intentions. Why Goodhart's Law is becoming one of the defining engineering challenges of the AI era.
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How this Library writes, revises, and holds itself accountable — documents kept for continuity, not as a feature list.
The Library distinguishes evidence from interpretation, preserves editions and revisions, connects new volumes to earlier arguments, and allows later work to correct earlier work. It values operational reality over slogans and does not rank volumes by attention.

The Maker's Seal is not a logo. It is the certification mark of the Gilgen Studio Library and represents responsibility for process rather than a guarantee of perfection.
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