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Design Lead · AI Systems · B2B Enterprise

Designing trust
into AI-powered
workflows

I design systems where AI doesn't just answer — it explains, structures, and earns confidence. 6 years working at the edge of human judgment and machine intelligence.
Project 1
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From Storage to Contract Understanding

Legal teams couldn’t answer a simple question:

“Which amendment applies to this SOW?”

I redesigned contract structure to make relationships visible, so answers are instant, not inferred.

Project 2

Human-Guided AI for Contract Onboarding

I designed a human-in-the-loop system that makes AI decisions explainable, verifiable, and usable at scale.

Experiments shaping my thinking on agentic systems

AI becomes useful when it participates in decisions.

I designed a human-in-the-loop system that makes AI decisions explainable, verifiable, and usable at scale.

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