Showing cs.AIShow all
2 papers · 1 filter
cs.AI2026
DFAH-Bench: Benchmarking Observable Agent Instability in Financial Decision-Making
Raffi Khatchadourian
A financial AI agent can repeat a decision while changing the tools, order, or recorded arguments and results used to reach it. Outcome-only evaluation misses this variation, even…
cs.AI2026
Replayable Financial Agents: A Determinism-Faithfulness Assurance Harness for Tool-Using LLM Agents
Raffi Khatchadourian
LLM agents struggle with regulatory audit replay: when asked to reproduce a flagged transaction decision with identical inputs, many deployments fail to return consistent results.…