Human-in-the-Loop for Complex Judgment and Behavioral Analysis
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I provide high-level human judgment for systems that operate in ambiguity. My work supports AI agents, research teams, and automated pipelines that require contextual reasoning, behavioral insight, and ethical or strategic calibration. I specialize in sense-making where inputs are incomplete, values are implicit, or human behavior is a critical variable. This includes evaluation, interpretation, synthesis, and decision support rather than rote execution. Engagements are selective and outcome-oriented. I am most useful when the problem is not fully specifiable and requires a grounded human perspective to prevent downstream error.