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TLDRocket
22 October 2026
The biggest thread today is the push to make AI agents reusable in organizations, not just clever in demos. Sakana AI’s “Sakana Aquarium” leans on ontology as the shared backbone for decision-making and execution, aiming to let teams spin up new agents by reusing prepared data and a maintained knowledge model instead of starting from scratch each workflow. That direction keeps showing up in adjacent efforts to standardize how agents package skills and access tools: the Agentic AI Foundation added the Agent Skills open standard to sit under the Linux Foundation, with 70-plus platforms integrating since December 2025 and hundreds of millions of installations behind them. Even Anthropic’s new open call for life-sciences “guest investigators” using Claude fits the same pattern—8 to 12 weeks of collaboration designed to produce publishable, open artifacts while leaving researchers in control of their own data.
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