
SHAPING AI
Be resilient in the face of massive change
AN AI THOUGHT LEADER
What you understand, you can build for.
With 14 years working on ML/AI projects, as a designer, product manager and engineer, I deeply understand the inner workings of models and data.
AI is data hungry - great design for AI thoughtfully builds people's actions into AI models, using interactions for labeling, weighting and reinforcement learning to improve outcomes.
I bring this AI savvy to how I design every product, starting data first.
EMPOWERING OTHERS
I build and use AI pipelines to transform product development
Don't just waste tokens. Make them count toward outcomes. How I do this:
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Examine the problem and define a solution that creates an innovation and market moat
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Get the right ideas & concepts expressed for spec-driven development
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Empower product, design & engineering to work seamlessly
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Design and test iteratively in hours or days, not weeks or months
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Deliver straight to the code base
I can help you and your organization innovate and embrace new ways of working. Building with AI is faster - but we must use that time well by building features that matter.
A traditional design skillset and a flexible mindset are the right combination for this moment.





