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Full-stack web app wrapping a bounded, testable LLM pipeline for open-ended qualitative analysis: staged contracts between components, empirical calibration to reduce output variance, and a client-safe boundary enforced through to the human-review UI. Modeled on an existing DEI consultancy.

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