More time for coaching, a tutor that is always there
What changes when olympiad coaches and students work with AI: better preparation and problem selection for teachers, and help that is available whenever a student is stuck.
Thinking out loud.
Working things out.
Notes on AI evaluation, AI in education, and building reliable systems.
Why evidence belongs in the workflow
A product should make the important evidence easy to inspect, from a student hint to a coding-agent patch.
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