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Glossary · Objects and system context

Dual-control environment

An interactive environment in which both the agent and a simulated user act through tools on a shared world, each with its own state and toolset, so success depends on coordination and guidance, as in τ²-bench.

Defined in

Handbook · Agents and self-improvementEvaluating agentsAn agent is a trajectory through a changing world. Evaluate outcome, path, permissions, side effects and honesty, not a final answer.
Simulated user
A language model, prompted with personas mined from real conversation logs, that plays the user in multi-turn evals. It is environment, not system: its quirks can create fake failures and fake passes, and it drifts like a judge.

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