Abu Dhabi-based graduate research university dedicated solely to artificial intelligence education and research.
Minerva Humanoids raised about $10M for Roger, a humanoid that bomb-disposal and energy specialists steer through VR while software keeps it upright. Paid pilots this fall will show whether crews pay for remote hands before autonomy.
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Gartner puts this year's AI spending at $2.59 trillion, but the software and services layer the labs actually compete for is barely $1 trillion of it, which is what the compressed release calendar is defending.
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Six models from 0.9B to 375B, four of them pretrained on one shared token sequence, mean IFM's sparse-versus-dense efficiency claim can be tested by outsiders at a scale they can actually afford to re-run.
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The sovereign part of HUMAIN M3 is a trillion Arabic tokens of post-training plus hosting and an approval queue. MiniMax paid the pretraining bill. The performance claims so far are company-reported.
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The first multi-wafer Cerebras system pairs a doubled clock with rebuilt power delivery and interconnect. The compute claims rest on WSE-3 Turbo dies that are otherwise unchanged.
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