Author

Ankush D. Kadu

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#artificial intelligence Preprint Oct 2026

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

This work introduces EnvOS, a framework for building and certifying environments that change mid-task, and applies it to stale information, where a value the agent has already seen changes before the agent acts on it.

Ankush D. Kadu, Athira Gopal, Niharika Singh et al. · 0 citations

#artificial intelligence Preprint Oct 2026

Agent-Conditioned Routing: Diverse Reasoning Paths Within One Frozen Model

Generating several solutions can expose alternative methods, but additional trajectories often paraphrase one dominant approach. We investigate whether the conditional capacity of a frozen sparse mixture-of-experts (MoE) model can provide such diversity from one problem prompt, without user-assigned roles, prescribed m...

Ananth Kalyanasundaram, Ankush D. Kadu, Athira Gopal et al. · 0 citations