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cs.AI2026
DFAH-Bench: Benchmarking Observable Agent Instability in Financial Decision-Making
Raffi Khatchadourian
A financial agent can repeat a decision while changing the work behind it. DFAH-Bench operationalizes the Determinism--Faithfulness Assurance Harness (DFAH), pairing decision agree…
cs.AI2026
Replayable Financial Agents: A Determinism-Faithfulness Assurance Harness for Tool-Using LLM Agents
Raffi Khatchadourian
Tool-using agents can repeat a final decision while changing their recorded execution. We introduce the Determinism-Faithfulness Assurance Harness (DFAH), a framework that distingu…