Summary
Leaders from LangChain, Conviva, and CoreWeave discussed at VB Transform 2026 how a seemingly perfect AI agent conversation can still indicate a broken product, leading to a shift in evaluation methods from individual traces to user cohorts. They also highlighted the industry's struggle with "tokenmaxxing" and the need for better AI harness optimization to reduce costs and improve efficiency.