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 threadThreat 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 layer'When Is Routing Meaningful?' Fewer Than 10 Agents Recover Most Diversity in Model SocietiesarXivPolicy dependency / Stack layerReason Less, Verify More: Deterministic Gates Catch a Silent Policy-Violation Failure in Tool-Using AgentsarXivStack layerModel Merging Beats Retraining for Conversational Search RetrieversarXivStack layerKronQ Pushes 2-Bit Quantization of LLaMA-3-70B to 7.93 Perplexity Where GPTQ Falls ApartarXiv (COLM 2026) / HuggingFace Daily PapersStack layer / Threat patternMitigating Taint-Style MCP Server Vulnerabilities Without Touching Server Code (SPELLSMITH)arXivUpdate thread'When the Judge Changes, So Does the Measurement' Shows LLM-as-Judge Upgrades Aren't InterchangeablearXiv