MarketsStrata CSA Only 18 Percent Confident IAM Handles Agent IdentitiesStrata Identity·high signalXBlueskyLinkedInCopy linkCSA survey: 18% confident IAM handles agents. 40% increasing budgets for agent identity governance.SourceSource pageStrata Identity↳ Follow the threadPolicy 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 / Threat pattern37,623 provenance-labeled agent PRs: Codex code was reverted half as often as human code, Devin's 31% more, and Claude Code PRs waited 12.6 hours for first reviewarXiv 2609.17598Stack layer / Threat patternPattern: identity and account boundaries are now a named class of coding-agent bugGitHubStack layer / Threat patternThomson Reuters Answers Astra for Law With 'CoCounsel Remains the Trusted Professional AI System' as Legal Tech Reframes the Fight as a Battle for CentralityArtificial LawyerStack layer / Threat patternActObs: supervising environment observations during SFT changes how agents explore under RL, +3.4pp pass@16 on Terminal-Bench 2.0arXiv / HuggingFace Daily PapersStack layer / Threat patternProductBridge Relaunches to Collapse Helpdesk, Feedback Board and Survey Tool Into One Flat-Rate AI Agent, Naming Canny, Featurebase and IntercomProduct Hunt (second launch, not an origin launch; pricing and positioning are vendor-stated)Stack layer / Threat patternDeepSeek V4.1 Flash Popped All 11 Vulnerable Targets in Enclave's Offensive Security Benchmark for $5.14Enclave (model release corroborated by DeepSeek) / Hacker News (167pts, 66 comments)Stack layer / Threat patternOpenJev is a browser demo that measures reading option logits directly against making the model write JSON probabilitiesOpenJev (via Hacker News, 179 points)