I reduce record review overload without replacing legal judgment.

I refuse automation that hides responsibility or invents certainty.Record review consumes attention before it produces understanding.
Large records hide contradictions that surface too late.
Time pressure rewards speed while punishing accuracy.The lawyer defines the questions and controls the frame.
AI compresses transcripts and reduces surface area.
The lawyer evaluates outputs and owns every conclusion.This work does not replace legal reasoning.
This work does not guarantee outcomes or speed.
This work requires human judgment and accountability.

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