I am useful when a team needs someone customer-facing who can move between product context, ML systems, coding tools, and research judgement without losing the plot.
Email is best for context. Calendar is best when the problem is already shaped enough for a working session.
Send context
Tell me what you are trying to build, where the AI system is stuck, and what a useful win would look like.
I map the problem
I look for the workflow, data boundary, evaluation loop, and the first thing worth shipping instead of a deck.
We decide the build path
If there is fit, we define a lean plan: prototype, production path, risks, and what not to spend time on.
Hover to find the fit.
You bring the domain and the customers. I bring the AI systems that ship.
I know the chemistry
You know the Business
A good note has the business problem, the current system, the users affected, and the constraint that makes it hard.
See previous work