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ATC: Agent Trajectory Control for Role-Contract Enforcement in Black-Box Multi-Agent Systems
Enforcing agent role contracts through output scoring and constrained regeneration when model internals are inaccessible.

The research question
How can role contracts be enforced when model internals are unavailable?
Research summary
ATC studies agent trajectory control in black-box multi-agent systems. It uses output scoring and constrained regeneration to enforce role contracts, connecting accessible outputs with control over agent behavior.
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