Organizational design for agents is hard, benchmarking agents working in concert is hard. Together, this is the next critical frontier for making AI matter in economically valuable tasks, and we really don’t know very much about it.
AGENTS
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Build AI Marketing Agency with Custom Generative Flows for Clients
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Or start setting the infra (custom generative flows) for clients to produce the deliverables within that content strategy of yours? Get your set up fee, maintenance retainer. Copy 85% and repeat across new clients. Now you’re an AI Marketing Agency
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Canva AI 2.0 Launches with Design Model and Agentic Workflows
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🚨Canva just unveiled Canva AI 2.0 – their biggest AI release yet.
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 24 avril 2026
A new Canva Design Model now turns a single prompt into fully layered, on-brand designs, with agentic workflows for connectors, scheduling, web research, brand intelligence, Sheets AI, and Canva Code 2.0.
🔗… pic.twitter.com/yeS7mP048ICanva just unveiled Canva AI 2.0 – their biggest AI release yet. A new Canva Design Model now turns a single prompt into fully layered, on-brand designs, with agentic workflows for connectors, scheduling, web research, brand intelligence, Sheets AI, and Canva Code 2.0.
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Google Cloud Next Unveils TPUs, Gemini Enterprise Agent Platform
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Our teams have been busyyy! Here are some key updates from the past week: — @GoogleCloud unveiled a suite of AI innovations at our Cloud Next event, including our eighth generation TPUs (TPUt for inference + TPUi for reasoning), Gemini Enterprise Agent Platform, Agentic Data
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Google adds auto-labeling for Sources in NotebookLM
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Google is rolling out auto-labeling for Sources on @NotebookLM
— 🚨 AI News | TestingCatalog (@testingcatalog) 24 avril 2026
Did you get it already? 👀 pic.twitter.com/vq2HhCOlICGoogle is rolling out auto-labeling for Sources on @NotebookLM Did you get it already?
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AI Tool for Community Analysis and Platform Balance
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I see many making that point, and did an audio space with @BrianRoemmele this week. Hope @ElonMusk and @nikitabier figure out how to keep the whales while also helping make the product great for new and smaller accounts too. Me? I made an AI to help me see the AI community here
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GPT-5.5 reduces computer credits consumption for task orchestration
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You would consume less computer credits (and be able to run more tasks as a result) if you switched to GPT-5.5 as your default orchestrator. This was the number one complaint about Computer (being credits/token hungry). GPT 5.5 is more token-efficient in subagent orchestration.
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DeepSeek-V4 Million-Token Context LLM Agentic Workflows
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DeepSeek-V4 is here — a million-token context, 1.6T parameter powerhouse optimized for agentic workflows. Out of the box, on DeepSeek-V4-Pro, NVIDIA Blackwell Ultra delivers over 150 TPS/user interactivity for agentic workflows. And we’re just getting started. Expect these
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Cursor 3.2 Releases New Agents Window Features
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Download Cursor 3.2 to try these new features in the agents window:
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Improved Worktrees Enable Parallel Task Execution Across Branches
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Another way to parallelize work is with new and improved worktrees in the agents window.
— Cursor (@cursor_ai) 24 avril 2026
Run isolated tasks in the background across different branches. When you're ready to test changes, move any branch into your local foreground with one click. pic.twitter.com/h8H0Uc643YAnother way to parallelize work is with new and improved worktrees in the agents window. Run isolated tasks in the background across different branches. When you're ready to test changes, move any branch into your local foreground with one click.