SourcesTAPE Tool-Guided Adaptive Planning for Robust AgentsarXiv·medium signalXBlueskyLinkedInCopy linkGraph-based multi-plan aggregation with constrained decoding and adaptive re-planning. For agents in costly real-world environments.SourceSource pagearXiv↳ Follow the threadPolicy dependency / Stack layerRIPPLE: an edit confined to one prompt-policy segment changes downstream behavior, so replay candidate edits after previously accepted ones before persistingarXiv 2609.12127Stack layerAuthorization survey of 89 sources lays out a five-tier principal hierarchy for agent delegation and names runtime enforcement as the unsolved partarXivStack layerOrthrus Speculative Decoding Is Only Lossless in FP32: BF16 Matches the Reference Trajectory 45% of the TimearXiv 2609.15504Policy dependency / Threat patternA Fine-Tuned RoBERTa-Large Permission Gate Matches Claude Haiku 4.5 at Deciding What an Agent May ToucharXiv 2609.15422Policy dependency / Stack layerPython's Import Statement Is an Execution Boundary: 90% of Initialization-Activated Advisory Vulnerabilities Are High or CriticalarXiv 2609.14791Stack layer / Threat patternUnlearning Methods That Pass TOFU and MUSE Still Leak the Secret on 22-86% of Queries Once the Model Is an AgentarXiv 2609.12808Stack layer / ContrastTwo-gap framework recasts reward hacking and hallucination as symptoms of requirement and model gapsarXivStack layer / Threat patternAgent Frameworks Detect Dangerous Plan Steps and Then Execute Them Anyway; Fewer Than 20 Lines Closes the GaparXiv 2609.15293