ResearchAgentSCOPE Privacy Violations 80 Percent Agentic WorkflowsarXiv·high signalXBlueskyLinkedInCopy link24% have hidden intermediate-stage privacy violations even when outputs look clean. Tool-response stage is primary breach point.SourceSource pagearXiv↳ Follow the threadPolicy dependency / Stack layer'Rethinking Agent Security as a Networking Problem': stop asking the LLM to enforce its own policyarXivStack layer / Threat patternFaraday: a 27B agent trained specifically to replicate research beats Claude Opus 4.8 and GPT-5.5 on held-out replicationarXivThreat pattern / ContrastLLM Repair Agents Write Patches 122% Larger Than Developers — and Minimality Prompts Don't Fix ItarXiv 2608.13292Stack layer / Threat patternIterative LLM Infrastructure-as-Code Repair Silently Breaks Security Checks in 3.3% of Scenarios; Stop at Iteration 3arXiv 2608.13404Stack layer / Threat patternDiagram-MMU: 12 MLLMs Can Reason About Scientific Diagrams but Can't Turn Them Into TikZ CodearXiv 2608.12262Policy dependency / Stack layerBuild Integration, Not Fuzzing, Is What Kills LLM Dynamic Analysis on Real Autonomous-Vehicle StacksarXiv 2608.13450Policy dependency / Stack layer59.4% of Telegram Mini Apps Contact Undisclosed Third Parties and None Offer Opt-OutarXiv 2608.13390Stack layer / Threat patternContinuity Kernel: a transactional commit protocol for long-lived agent state, model-checked over 2.8M statesarXiv