ResearchBenchmarksWorkflow execution on 7,680 workflows Financial synthetic benchmarkWorkflow execution on 7,680 workflows Financial synthetic benchmarkFollow81.5QualityInKH42.552.62562.7572.875Jun 1, 2026Evaluation resultsMethodMethodLinksQualityLatency (ms)Tokens ProcessedContext PrecisionStale Usage RatioTraceability ScoreEstimated Cost ($)InKH2026.0681.5900.21,540.332.90.999.90.0086Khnoinv2026.0676.59601,550.232.927.192.80.0087WikiWalk2026.0670.75,281.18,697.316.327.153.80.0301SimpleMem2026.0665.71,931.13,039.724.623.350.10.0131ToolAgent2026.06541,351.61,279.500320.0078ModelOnly2026.0644654.58800080.0026