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arXiv — cs.AI preprintsInternational9 October 2026

Safe, Persistent, and Evolving Agent Harness for Understanding Partially Observable Worlds

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arXiv:2610.11552v1 Announce Type: new Abstract: Large language model agents can invoke tools fluently, but enterprise workflows demand more than selecting the right tools: actions must strictly comply with organizational policies, tool feedback often conceals hidden side effects under partial observability, and long-horizon tasks require persistent state tracking across multiple records. To address these challenges, we introduce E-Ledger, a multi-agent harness for safe and persistent execution. E-Ledger employs a code approval layer that checks every proposed action against policy before execu
— arXiv — cs.AI preprints

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