ResearchBenchmarksProactive alert detection on Active Service 40 scenarios 1.0 (standard)Follow100Alert RateUaC50.663.42576.2589.075Jun 15, 2026Evaluation ResultsMethodMethodLinksAlert Rate95% Wilson CI (Lower Bound)UaCvariant=constraint pip...variant=constraint pipeline2026.0610091.2Mem0mode=simulated, type=r...mode=simulated, type=reference upper bound2026.0692.580.1Mem0mode=live, library_ver...mode=live, library_version=mem0ai 1.0.52026.069076.9A-MEMmode=simulated, type=r...mode=simulated, type=reference upper bound2026.068570.9UaCvariant=no pre-compute...variant=no pre-computed alerts2026.0652.537.5