Frontier Data Summit lineup: Chollet, Dawn Song headline batch of new agent benchmarks

StanfordAILab · x · 2026-10-06

Snorkel AI's invite-only Frontier Data Summit (Oct 8, San Francisco) revealed its agenda, unveiling a wave of new benchmarks: STELLA-Bench, JudgmentBench, CollusionBench, HalluWorld, AgentAbstain, HumanOversight Bench, Terminal-Bench-Science, and Train-to-Test (T²) scaling laws. Speakers include François Chollet (ARC Prize), Dawn Song (UC Berkeley), and Sanmi Koyejo (Stanford STAIR Lab). Three themes anchor the event: evaluating agents in realistic tool-rich environments, measuring long-horizon autonomy, and scoring complex multi-artifact outputs.

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