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Applied AI·October 5, 2026·1 min read

Import AI 475: Swarm scaling; Google DeepMind watermarks biology; and the AI science economy

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Swarm-scale models, biological watermarking, and an AI-first science stack all point to research becoming more compute- and governance-constrained than talent-constrained. If R&D is core to your edge, start mapping where you depend on external models, data provenance, and lab automation — those dependencies will define your next 3–5 years of leverage and risk.