arxivcs.AIcs.CL2026-07-10
Scoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution Shift
Deployed LLM agents rely on agentic context, the model-external textual control content assembled by an operational harness. In this work, the mutable component of that context is a persistent system-level instruction that is updated from operational experience while the model, t…