Build Custom Annotation UIs for AI Evals
Hosted by Shane Butler
Wed, Feb 11, 2026
8:00 PM UTC (30 minutes)
Virtual (Zoom)
Free to join
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Go deeper with a course

Wed, Feb 11, 2026
8:00 PM UTC (30 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course

What you'll learn
Identify where annotation fits in the AI evaluation lifecyle
Design annotation tasks that match the evaluator’s workload
Define a lightweight “custom UI” blueprint that scales
Why this topic matters
You'll learn from
Shane Butler
Principal Data Scientist, AI Evaluations at Ontra
Shane Butler is a Principal Data Scientist at Ontra, where he leads evaluation strategy for AI product development in the legal tech domain. He has more than ten years of experience in product data science and causal inference, with prior roles at Stripe, Nextdoor, and PwC. His current work focuses on practical, end-to-end methods for evaluating AI features in production. Shane is also the co-host of the AI podcast Data Neighbor, where he interviews product, data, and engineering leaders who are pioneering the next generation of data science and analytics in an AI-driven landscape.
Previously at Stripe, Nextdoor, PwC
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