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Agentic AI

26
Jun
Five distinct glowing crystalline monoliths arranged in a circle around a central decision node, representing adversarial council lenses

Agentic Councils: The Missing Governance Layer for High-Stakes AI Decisions

A single AI model critiquing its own decisions is not governance — it is autocracy with extra steps. Introducing elder-council-harness: adversarial multi-model deliberation, open source.
11 min read
26
Jun
Abstract illustration of an agentic AI control loop with eight interconnected nodes and a central verification gate

Engineering Loops in Agentic AI: The Control System Your Agent Actually Needs

Most agentic AI failures are not model failures — they are control system failures. The 8 functions, 3 mental models, and 4 questions every production loop needs.
14 min read