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Open-weight model demand is surging, forcing US labs to justify costs, moats, and control while competition gets cheaper.

Laguna S 2.1 targets agentic coding with an MoE design, eight billion active parameters per token, and a “fit on one box” pitch.

Open-weight AI is not open-source economics, and that mismatch is crushing model makers while powering cloud operators.