Unverified50% confidenceSolutionExact time
Kormos proposes a phased delegation path, "hill climbing": full supervision, sampled inspection, exception handling—unattended operation is not a switch but a gradual curve with metrics, thresholds, and the ability to roll back.
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Long-term
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10/30/2026
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UnverifiedThe core recipe of Kormos's method is "keep determinism on the outside, keep adaptivity on the inside": the outer loop—process, gates, and policy boundaries—stays stable, while the inner loop of "generate—check—iterate" allows the agent to try repeatedly.73% similarUnverifiedThe talk suggested giving agents a map and a destination marker (such as "you've arrived when this command returns this result") rather than prescribing every step, because over-prescription makes frontier models afraid to deviate and degrades their performance.62% similarUnverifiedIntegrated gradients is an attribution method that assigns importance by integrating gradients along the path from a baseline to the input.61% similarUnverifiedEvals produce scores that can be hill-climbed, and cross-checking with judge Agents from different models can be used to avoid scoring bias.61% similarUnverified设置最大步数只是最低级的兜底手段，真正的破环逻辑是在检测到重复轨迹后强制切换决策策略60% similar
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