ResearchBenchmarksMemory-augmented Financial Agent Reasoning on Financial Agent WorkflowsMemory-augmented Financial Agent Reasoning on Financial Agent WorkflowsFollow15.7Delta QualitySimpleMem4.5727.46110.3513.239Jun 1, 2026Evaluation resultsMethodMethodLinksDelta QualityDelta LatencyDelta StalenessDelta Trace FidelityP-Value Max BoundSimpleMemcomparison_base=InKHcomparison_base=InKH2026.0615.71,030.922.349.81.9WikiWalkcomparison_base=InKHcomparison_base=InKH2026.0610.84,380.826.146.11.8Khnoinvcomparison_base=InKHcomparison_base=InKH2026.06559.826.17.11.8