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Research questionHow should agents decide whether to take irreversible financial actions when system updates conflict or remain unresolved?Payment processors, ledgers, enterprise systems, and bank feeds may temporarily disagree about whether a transaction succeeded. An agent must decide whether to act, reverse course, or wait while the authoritative outcome remains uncertain.
AI
AI Agents
Evaluation & Benchmarks
Finance
Technology
Latest papersRecent research connected to this question, newest first.FinalityBench: An Effect-Level Benchmark for Agent Decisions Under Delayed and Conflicting Financial FinalityThe source evaluates payment-exception policies against separately faulted views of a hidden canonical event log, grading their executed monetary effects and including language-model agents on a subset of tasks. The evidence is limited to the defined payment scenarios, fault model, interaction mechanisms, and evaluation policies; it does not establish equivalence across all possible interaction traces.research paper · Sep 4, 2026
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