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Applied AI·October 16, 2026·1 min read

Microsoft unveils MAI-Base-2, a MoE model with 2.8T total and 80B active parameters, claiming 4x-12x more pretraining FLOPs-efficiency than DeepSeek-V4-Pro-Base

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If Microsoft’s MAI-Base-2 MoE really delivers 4x–12x pretraining FLOPs-efficiency over DeepSeek-V4-Pro-Base, the constraint for frontier work shifts further from raw compute to data quality, routing, and downstream productization. For operators, this is another nudge to assume rapid, stepwise model efficiency gains in your 12–24 month planning rather than linear cost curves.

Applied AI

OpenAI continues to work to grow its ad business in ChatGPT, cutting ad rates, chasing small and midsize businesses, and hiring some new talent from Meta

ChatGPT’s push into lower-priced ads for SMBs—and Meta ad talent coming in—confirms the assistant is becoming an intent and commerce surface, not just a productivity tool. If you’re a marketer or product owner, you now have to treat AI assistants as paid channels in your acquisition mix and watch how their targeting and attribution models evolve.