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cs.AI2026
EnvOS: Auditing Computer-Use Agents When the World Moves On : Phenomenon-Based Task Construction, Certification, and Evidence-Based Evaluation
Ankush Kadu, Athira Gopal, Niharika Singh +2
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 record is updated. Testing a…
cs.AI2026
ReTreVal: Reasoning Tree with Validation and Cross-Problem Memory for Large Language Models
Abhishek HS, Pavan C Shekar, Arpit Jain +1
Every existing inference-time reasoning framework discards all failure context at problem boundaries, leaving a model solving problem 500 no wiser than it was on problem 1. We pres…