AIBullisharXiv – CS AI · 6h ago7/10
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LedgerAgent: Structured State for Policy-Adherent Tool-Calling Agents
LedgerAgent is a new inference-time method that improves how AI agents handle customer-service tasks by maintaining explicit task states in a separate ledger rather than reconstructing context from prompts. The approach reduces policy violations and improves decision consistency across multiple trials by validating state-dependent constraints before executing tool calls.