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Start with what feels hard to decide.
The strongest fit is work where a product, team, or AI system has become hard to reason about and people need a clearer way to decide what happens next.
Good reasons to reach out
Good fits are usually messy in the interesting way.
I am not the best fit for generic UX execution or AI-hype projects. I am more interested in places where product systems, human judgment, and organizational complexity collide.
Fast context
What helps me understand the conversation.
If you are reaching out about a role or collaboration, tell me what system you are trying to change: who is making the decision, what evidence they have, where trust breaks down, and what needs to happen next.