MarketsSalesforce Q4 Agentforce 800M ARR 2.4B AWUsNational CIO Review·high signalXBlueskyLinkedInCopy linkAgentforce hits 800M ARR with 2.4B agentic work units at 0.10 per action proving outcome-based pricing at scaleSourceSource pageNational CIO Review↳ Follow the threadPolicy dependency / Stack layerHierarchical Ransomware Agents Escalate to Dynamic and Memory Analysis Only on Specialist DisagreementarXiv 2609.04820Policy dependency / Threat patternCONTINUITY names "security-context discontinuity" as the failure mode where individually correct agent security controls compose into an insecure systemarXivStack layer / Update threadUnitree says UnifoLM-X2-1.0 is the first world model driving fully autonomous humanoid combat in real timer/singularity (314 upvotes, 76 comments) / Unitree on XStack layer / Follow-up threadA Review Through 31 August 2026 Finds Agent Action Surfaces Expanded Far More Than Reliable Completion DidarXiv 2609.04894Stack layer / ContrastFounders Are Returning as CEO Specifically to Cannibalize Their Own Seat-Based PricingSaaStrStack layer / Update threadArtificial Analysis shipped Intelligence Index v4.3 a week after v4.2, swapping two benchmarks and raising the private-test weightingArtificial Analysis (via r/singularity, 159 upvotes)Stack layer / Update threadSimon Willison reads OpenAI's spend chart and pins the late-July jump to internal GPT-6 Astra accesssimonwillison.netContrast / Update threadTadata Sells an 'AI Employee' That Reads Slack Context, Landing Between Slack's Own Agents and AgentforceProduct Hunt (corroborated by RevGenius community post 2026-08-27 and tadata.com)