# VeriCUA: Verification as Agentic Exploration for Computer-Using Agents

Source: https://arxiv.org/abs/2610.40578
Published: 2026-10-29
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Building and scaling computer-using agents (CUAs) across desktop, mobile, and web environments requires reliable task-completion verification for data curation, evaluation, and reinforcement learning. Typical automated

## Review question

Compare accepted end-to-end outcomes, tool permissions, intervention rate, recovery behavior and total cost on the same workload. A polished demo does not establish unattended reliability.

No independent proof check or claim of peer review.