SourcesDREAM Deep Research Evaluation with Agentic MetricsarXiv·medium signalAWS evaluation framework for deep research agents measuring multi-turn reasoning, tool use patterns, and research quality.SourceSource 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)arXivThreat pattern / Follow-up threadMalaika Grounds Agentic Malware Analysis in Domain, Program Semantics, and Threat IntelarXivPolicy dependency / Stack layerCodenotary ships AgentMon 3 for agent runtime policy and compliance loggingAI Agent StoreThreat pattern / Follow-up threadVEXAIoT: arXiv paper demonstrates autonomous IoT vulnerability exploitation using AI agentsarXivStack layer / Follow-up threadCache and reuse agent-generated tools instead of regenerating code every request (arXiv 2607.08010, July 9)arXiv 2607.08010Stack layer / Follow-up thread'Stop Guessing When to Stop Testing' Pushes Sequential Evaluation to Cut Benchmark CostarXivThreat pattern / Follow-up threadDual-Graph Verification Framework Audits Legacy IT Security Concepts for NIS-2 / OSCAL MigrationarXiv