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Google made agents a default surface across Search, Android, Workspace, and shopping, and METR put real numbers on what those agents still can't verify on their
THE AI BRIEF Today's signal: Google made agents a default surface across Search, Android, Workspace, and shopping, and METR put real numbers on what those agents still can't verify on their own. In today’s issue: Main story: Google made the agent layer official. METR explained why that's still risky. Also worth knowing: Karpathy joins Anthropic, METR releases the first head-to-head lab comparison on agent risk, Gemini 3.5 Flash tops a finance agent benchmark, Grafana discloses a GitHub repository attack, Cursor ships Composer 2.5, and Armada AI closes a $230M Series B. THE READ Two stories from the same day, telling one story: the runway for shipping agents got longer, and the runway for tru…
Read the issueThe model is multi-axis on purpose. Your level matters, but the shape tells you what to work on next: Adoption Breadth, Tool Customization, Build Capability, Automation Depth, AI-First Culture, and Operational Integration.

Built by Seeko.Seeko was founded by Haroon Choudery, who's spent a decade working on AI literacy at scale. He co-founded AI for Anyone in 2017 with his brother Hamza and Mac, focused on teaching AI basics to underserved populations — the nonprofit has now reached 70,000+ people. He previously co-founded Autoblocks, an AI evaluation platform that sunset in late 2025 to focus on Seeko full-time. We write AI Ready for 50,000+ newsletter readers each week.