ResearchSelf-Healing Router Graph Based Fault Tolerant Tool RoutingarXiv·high signalXBlueskyLinkedInCopy link93% reduction in control-plane LLM calls via graph-based tool routing with auto-recovery. Matches ReAct correctness across 19 scenarios.SourceSource pagearXiv↳ Follow the threadPolicy dependency / Stack layerAgents hallucinate tools that do not exist, a 675B model does it as often as a 7B one, and merging MCP servers adds new failure surfacesarXiv 2609.19425Stack layer / ContrastRecording an Agent Run at Its Non-Deterministic Boundaries Turns an Incident Into a CI Regression TestarXiv 2609.20625Policy dependency / Stack layerSCA-Agent reconstructs a dependency's trace across Code, Build, Release, Deploy and Runtime and beats the best traditional SCA tool by 18.76 points of F1arXiv 2609.18391Stack layer / Update threadSpotlights asks the question before the coding agent: which parts of this repo are worth optimizing at allarXivStack layer / Threat patternDeobfuscating npm Packages Before the LLM Sees Them Raises Malicious-Detection Coverage From 69% to 99%arXiv 2609.18862Stack layer / ContrastAn Agent's Own Kernel Tuning Reported 10.6x; Against an Honest Baseline It Was 2.03xarXiv 2609.18123Stack layer / ContrastModel-Checking an Agent's Plan Before Any Tool Runs Rejects Unsafe Plans Without Spending a Single Tool CallarXiv 2609.18674Threat pattern / ContrastAll 15 Academic LLM Trading Agent Schemes Had Security Vulnerabilities and 80% Failed a Core Robustness MetricarXiv 2609.19705