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Seven Registries, One Confidence Score: An AI Business-Classification Pipeline
Design to the Cost Ceiling First: What Changes When Budget Is the First Constraint
A Dozen Narrow Models Beat One Giant One: The Case for a Model Swarm
Two Agents, One Argument: Adversarial Verification as a QA Layer
Self-Healing, Not Self-Governing: Where an Infrastructure Agent's Authority Should End
The Line Between Suggesting and Doing: AI Systems With Physical Consequences