CompanyAnthropic2 recent entries12 May 2026Nautilus Compass: Black-box Persona Drift Detection for Production LLM AgentsarXiv:2605.09863v1 Announce Type: cross Abstract: Production LLM coding agents drift over long sessions: they forget user-specified constraints, slip into mistakes the user already flagged, and confab→7 Aug 2026FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial WorkflowsarXiv:2608.06144v1 Announce Type: new Abstract: Most agent benchmarks evaluate tasks independently and cannot measure whether experience from one task helps with later tasks. Existing self-evolution b