NewsSalesforce Agentic Work Units 2.4B AWUs 19T TokensSalesforce·medium signalXBlueskyLinkedInCopy linkSalesforce introduces AWU metric for AI agent productivity. 771M AWUs in Q4, up 57% QoQ. CIO skeptical but industry needs work-per-token standard.SourceSource pageSalesforce↳ Follow the threadStack layer / Threat patternNVIDIA ships Nemotron 3.5 Lightning, a 30B MoE built for agent loops, plus NeMo Switchyard routing that cuts task cost to a third of Opus 4.8NVIDIA BlogStack layer / Threat patternGitHub's playbook for the orchestrator role: agents propose, deterministic checks decideGitHub BlogPolicy dependency / Stack layerSpotify Opened Xirp to Public Beta — an Incumbent Shipping the Meta-Harness Layer Above Claude Code, Codex and Gemini CLISpotify Portal Engineering Blog (corroborated by Product Hunt Aug 11 and Spotify Engineering on X)Stack layer / ContrastParadigm Ships a Playable Recursive Self-Improvement Simulator Built on Elasticity EconomicsParadigm / Hacker NewsStack layer / ContrastOptiver puts 30–40% of its 950 engineers on platform work — and says better AI models now get more focus than lower latencyThe Pragmatic EngineerStack layer / Update threadIBM Research's ALTK-Evolve beats ACE on AppWorld while using ~40% of its tokens — retrievable guidelines vs one giant playbookHugging Face Blog (IBM Research)Stack layer / ContrastONESTRUCTION fine-tunes Qwen3 into a construction-BIM foundation model using an open-source validator as the RL rewardAWS Machine Learning BlogPolicy dependency / Stack layer'The Human Is the Loop': An Agent-Heavy Builder Reports His Own Automation Made Nothing BetterBrent Fitzgerald / Hacker News