# EnvOS: Auditing Computer-Use Agents When the World Moves On : Phenomenon-Based Task Construction, Certification, and Evidence-Based Evaluation

Source: https://arxiv.org/abs/2610.40246
Published: 2026-10-29
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Computer-use agents built on large language models (LLMs) work in software that can change while they act: an appointment moves, a policy is revised, a

## 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.