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 threadStack layer / Threat patternMako: A 'Self-Evolving Agentic OS' That Writes New Exploits Against Live Targets and Hot-Loads Them Into ItselfarXivStack layer / Threat patternMCPZoo Study: Scanners Call 96.89% of MCP Servers 'Risky' — But Under Half of Those Alerts Are RealarXivStack layer / ContrastBackendForge: Best Coding Agent (GPT-5.5) Deploys Correct Backends Only 28.6% of the Time Under a Strict OraclearXivPolicy dependency / Stack layerCynative Ships an Open-Source Deep-Research Security Agent With Default-Deny Write PermissionsIT Security NewsPolicy dependency / Threat patternTool-Grounded LLM Agent 'TerraRepair' Lifts Terraform Security Fix Rates From 26.6% to 78.4%arXivStack layer / Follow-up threadReliable, Developer-Aligned Evaluation of SE Agents: 279-Paper Review Finds an 'Illusion of Competence'arXivStack layer / Follow-up threadStore agent episodes in a dedicated event subgraph and use cross-graph traversal for multi-hop temporal questionsarXiv 2604.12285Stack layer / Follow-up threadRetrieval-Oriented Code Representations Sharpen Agentic Bug LocalizationarXiv