Product Manager at Sunstone working at the intersection of product, design, and AI; writing specs, running evals, designing systems, and shipping things that actually work.

I build features for student learning : from writing the spec to designing the interface to figuring out if it is actually working after launch.

My range covers:

• AI feature specs : the kind engineers can build from without a follow-up meeting
• Prompt design : treating prompting as a product skill, not an engineering one
• Evals : knowing if an AI feature is working before users have to tell you it isn't
• Design systems : I come from product design, so I care about what the interface does as much as what the model does

ai-feature-spec-kit A free open source toolkit for PMs writing specs for AI features. Built from gaps I found after shipping a real feature and getting user feedback. Covers fallback logic, failure modes, eval criteria, and cost at scale, everything standard templates miss.

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