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Hana Kobayashi
Research Engineer
Institute for Applied ML
Hana works on calibration and abstention — teaching models to recognise the edge of their own competence. She publishes regularly and reviews for three conferences.
Their schedule1 session
Monday, October 12, 2026
AI EngineeringTalk
Evaluation harnesses for production LLMs
A working tour of a real evaluation harness: dataset curation, judge prompts you can defend, statistical significance on small samples, and wiring the whole thing into CI so a regression blocks a deploy rather than surprising a customer.
10:00 AM - 10:45 AMWorkshop Room
Speakers
- TBTom Beaumont
Developer Advocate · Ridgeline
- HKHana Kobayashi
Research Engineer · Institute for Applied ML
Format: TalkTrack: AI Engineering