• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
• LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.

Spawning more agents multiplies reports, not evidence. The measured collapse in posterior coverage quantifies how badly naive aggregation overstates confidence when sibling reports share one source.

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