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AI Engineering

Deep technical insights on multi-agent consensus protocols, adversarial verification, and continuous financial model calibration.

Multi-agent consensus in financial analysis: beyond single-prompt LLMs

A single prompt gives financial analysis one point of failure. Published scaling research shows where extra agents help, where they stop helping, and why the stage that contains error is deterministic software rather than another model.

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