SourcesZep Temporal Knowledge Graph Architecture for Agent MemoryarXiv·high signalGraphiti engine builds temporally-aware knowledge graphs outperforming MemGPT on Deep Memory Retrieval benchmarkSourceSource pagearXiv↳ Follow the threadPolicy dependency / Stack layerReason Less, Verify More: Deterministic Gates Catch a Silent Policy-Violation Failure in Tool-Using AgentsarXivStack layer / Threat patternMitigating Taint-Style MCP Server Vulnerabilities Without Touching Server Code (SPELLSMITH)arXivStack layer / ContrastLong-Horizon-Terminal-Bench: Best Frontier Agent Clears Just 15% of Real Terminal Tasks, Mean 4.3%arXiv (Tencent Hunyuan) / HuggingFace Daily PapersThreat pattern / Follow-up threadVEXAIoT: arXiv paper demonstrates autonomous IoT vulnerability exploitation using AI agentsarXivUpdate thread / Follow-up threadEvoAgentBench: A Benchmark That Isolates Whether Agents Can Turn Past Sessions Into Reusable ProceduresarXivStack layer'When Is Routing Meaningful?' Fewer Than 10 Agents Recover Most Diversity in Model SocietiesarXivThreat patternMalaika Grounds Agentic Malware Analysis in Domain, Program Semantics, and Threat IntelarXivStack layerExplanation-Guided Training Steers Models Toward Faithful Partial-Dependence ExplanationsarXiv