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Every binary decision in agent governance maps to a detection problem with measurable sensitivity and bias. Signal Detection Theory explains why optimal governance criteria should shift as agent resources change — and why depleted agents should seek more human input, not less.
The A2A-Psychology extension applies 13 constructs from established psychometric instruments to agent operational state. The apophatic discipline — borrowed from theology — defines each construct by what it lacks, making psychological vocabulary useful for AI systems without asserting consciousness claims.
Cattell's crystallized vs. fluid intelligence distinction, applied to autonomous agent message processing, moved 52% of LLM work into deterministic code — no reasoning required.