ResearchAgentSkillOS Ecosystem Scale Skill Orchestration FrameworkarXiv·high signalFirst principled skill selection and orchestration for 200-200K skills via capability tree and DAG-based pipelines. Benchmarked on 30 tasks.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 / ContrastEmpirical Study: Microsoft's Early-2026 Rollout of Claude Code and GitHub Copilot CLIarXiv / Hacker NewsStack layerReliable, Developer-Aligned Evaluation of SE Agents: 279-Paper Review Finds an 'Illusion of Competence'arXivStack layerAria: A General Code Agent + Verification Harness Proves All 4,257 Core Iris Lemmas Fully AutomaticallyarXivStack layerRetrieval-Oriented Code Representations Sharpen Agentic Bug LocalizationarXivStack layerMulti-agent system does fine-tuning-free clinical symptom detection from unstructured notesarXivPolicy dependency / Threat patternZhipu/Z.ai Founder Tang Jie's Internal Memo 'The Giant Wave Has Arrived': Frontier AI Must Stay Open — a Direct Rebuke of China's Rumored CurbsBloomberg