SourcesTAPE Tool-Guided Adaptive Planning for Robust AgentsarXiv·medium signalGraph-based multi-plan aggregation with constrained decoding and adaptive re-planning. For agents in costly real-world environments.SourceSource pagearXiv↳ Follow the threadStack layerMosaic Cuts Multi-Agent Embodied Planning Latency by Attacking Failed Actions, Not Just CoordinationarXivStack layer'When Is Routing Meaningful?' Fewer Than 10 Agents Recover Most Diversity in Model SocietiesarXivStack layerStore agent episodes in a dedicated event subgraph and use cross-graph traversal for multi-hop temporal questionsarXiv 2604.12285Stack layer / Threat patternMako: A 'Self-Evolving Agentic OS' That Writes New Exploits Against Live Targets and Hot-Loads Them Into ItselfarXivStack layerKronQ Pushes 2-Bit Quantization of LLaMA-3-70B to 7.93 Perplexity Where GPTQ Falls ApartarXiv (COLM 2026) / HuggingFace Daily PapersFollow-up threadSurvey: Metacognition in LLMs — foundations, progress, and open problems for self-monitoring agentsarXivStack 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 OraclearXiv