average-processor-75195
06/12/2026, 6:42 PMmillions-crayon-32880
06/12/2026, 6:47 PMaverage-processor-75195
06/12/2026, 6:48 PMmodern-fireman-99755
06/12/2026, 6:51 PMaverage-processor-75195
06/12/2026, 6:52 PMmillions-crayon-32880
06/12/2026, 7:04 PMmillions-crayon-32880
06/12/2026, 7:05 PMbusy-branch-28834
06/12/2026, 7:11 PMmillions-crayon-32880
06/12/2026, 9:02 PM(2) frontier models are consistently over-optimistic, continue spending on tasks that are unlikely to succeed, instead of alerting the user early.
(3) budget-aware signal is actionable and trainable. Early stop saves 28-64% tokens on failed trajectories,seems like a specialized tool would be needed
calm-artist-7206
06/12/2026, 10:57 PM