Benchmarks for Long-Horizon Agent Controllers

Evaluation work is moving toward training-time difficulty scaling and stronger trajectory verification. RES reports gains across nine SFT comparisons, while CLIFT proposes conformal, URL-conditional verification and reports transfer across web-agent benchmarks; benchmark construction, calibration, leakage, and reproducibility remain key questions. Private or underspecified tests still constrain independent assessment.