ResearchAgentDropoutV2 Test-Time Rectify-or-Reject Pruning for Multi-Agent SystemsarXiv·high signalTackles cascading errors in multi-agent systems. Test-time pruning framework as active firewall between agent handoffs without retraining.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 threadVEXAIoT: arXiv paper demonstrates autonomous IoT vulnerability exploitation using AI agentsarXivStack layerMosaic Cuts Multi-Agent Embodied Planning Latency by Attacking Failed Actions, Not Just CoordinationarXivStack layerCache and reuse agent-generated tools instead of regenerating code every request (arXiv 2607.08010, July 9)arXiv 2607.08010Threat patternMalaika Grounds Agentic Malware Analysis in Domain, Program Semantics, and Threat IntelarXivThreat patternDual-Graph Verification Framework Audits Legacy IT Security Concepts for NIS-2 / OSCAL MigrationarXivStack layerSelf-Guided Test-Time Training: Let the Model Pick Its Own Evidence Spans for +15% Long-Context AccuracyarXiv / HuggingFace Daily Papers