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Seven Registries, One Confidence Score: An AI Business-Classification Pipeline
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
Person-Gated Inference: Running Pose and Audio Models Concurrently on a Sub-$700 Edge Box
Two Layers, Not One: A Generative Exam-Prep Engine That Doesn't Run Out of Questions