Maverick Espinosa

AI/ML · Data · Interactive Systems

Make complexity easier to understand.

I build AI, data, and interactive systems that help people investigate difficult problems and act on what they learn.

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Find shared understanding

Shared understanding

Get on the
same page.

A conversation can change how we see a problem.

I listen, ask questions, and make assumptions visible. With attention and dialogue, we can clarify what matters, what resources we have, and which constraints shape the next step.

Give the idea a form

Useful action

Make a new
perspective useful.

Software, models, and visualization give us different ways to understand a problem.

I start with a small interaction we can try and learn from. What happens next shapes the next question, and the next version of the tool.

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Currently building

Daily Focus Coach

In development

I’m developing Daily Focus Coach to help people notice what has their attention, examine it from another perspective, and choose a useful next action.

I’m also exploring perspective-shifting techniques and higher-order algorithms and data structures for metacognitive thinking and complex problem solving.

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Try a perspective shift

A small demonstration of the coach’s core loop: notice what has your attention, change the frame, and choose one next action.

Attention → perspective → actionLocal demonstration

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Writing

Making an
idea clearer.

I want this to be a place to think out loud, share ideas, and learn through explaining.

I’m interested in feedback loops, systems engineering, and how a different perspective can make a difficult problem easier to understand. My aim is to explore one question at a time, through examples and visual diagrams.

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