AI veteran: no autonomous system has ever adapted to novelty — humans were always the fallback

tdietterich · x · 2026-09-21

In a thread on autonomous agent safety, researcher Thomas Dietterich cites ddwoods2's career-long work on "automation surprises": we have never built an autonomous system that adapts to novelty — human operators always provide the adaptive capability. Agent designers hope this time is different, that agents can reason about novel failures and environmental changes, but testing such systems is extremely hard. Component failure modes and environmental changes exhibit unbounded variety; only narrow tasks in unchanging environments are exceptions.

Related event: Dietterich: Autonomous Systems Still Need Human Oversight(2 posts)→

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