AI Product Design Lab [WIP]

Short explorations on turning model behavior into workflows people can trust, understand, and act on.

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Designing for AI confidence and uncertainty

How interfaces can communicate confidence, evidence, and ambiguity without overwhelming the user.

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Human-in-the-loop workflows

Designing AI systems that keep people in control while making automation more useful.

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AI-assisted triage for complex systems

Turning noisy signals and raw events into clearer paths to diagnosis and action.

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Designing feedback loops for AI systems

How product interfaces can capture corrections, improve outcomes, and help systems learn over time.

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Designing escalation-aware AI for support workflows

Exploring when AI should answer, ask for context, or hand work off to a human.

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A replay copilot for product and support teams

A concept for using AI to summarize sessions, surface likely issues, and speed up investigation.

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