Looks like DeepSeek is handing hardware optimization control directly to developers in the latest DeepGEMM update. For the fp8_mqa_logits function, the weights tensor dtype now explicitly dictates the accumulation precision.
LLMS
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Using Codex to drive OpenClaw: a correction
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it’s the other way around, you can use codex to drive OpenClaw.
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Microsoft déploie sept modèles IA spécialisés en une fois
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Wild to see Microsoft roll out seven specialized models in one shot-reasoning, coding, image gen, transcription, and voice all covered in a single product-ready stack. This is what it looks like when AI stops being a demo and starts becoming infrastructure. If you care about
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Microsoft Builds Own AI: 7 New Models Trained From Scratch
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🚨Microsoft just stopped renting intelligence and started building their own!
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 3 juin 2026
7 new MAI models. Reasoning. Coding. Image. Voice. Transcription. All trained from scratch. Zero distillation. No third-party model outputs. Just clean data and their own infrastructure.
Their… pic.twitter.com/kilTDSO8lNMicrosoft just stopped renting intelligence and started building their own! 7 new MAI models. Reasoning. Coding. Image. Voice. Transcription. All trained from scratch. Zero distillation. No third-party model outputs. Just clean data and their own infrastructure. Their
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14 RTX 3090s running 42 parallel agents at full 256k context
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14x RTX 3090s + Qwen 3.6 27B Running 42 agents IN PARALLEL at full 256k context – exl3 6bpw
– fp8 KV Cache
– Aphrodite Inference Engine w/ tp=2, pp=7 The world of agents will run locally btw -
Build and launch apps to your team using Codex
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Build and launch apps to your team, using Codex: https://t.co/eyR0uDDbsq
— Greg Brockman (@gdb) 3 juin 2026Build and launch apps to your team, using Codex:
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Factory much more practically useful than Claude Code/Codex
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This makes Factory much more practically useful than Claude Code/Codex.
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Kimi-K2.6 not frontier; oppose larger university IT control
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Kimi-K2.6 is not a frontier model & I don’t really think we need even bigger IT departments at universities making decisions over access.
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U Chicago gets Claude, but many schools already have AI
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My timeline seems to have people surprised that U Chicago is getting Claude, but tons of schools (including U Penn where I teach) have school-wide AI There are lots of things that need to be figured out about AI & scholarship but safe & equitable access is a necessary foundation
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Microsoft unveils new AI models to lessen reliance on OpenAI and lower costs
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Microsoft unveil new AI models to lessen reliance on OpenAI and lower cost for developers https://
youtu.be/oijiVCSGa_A?si
=ese0aakf8GS_iRbN
… via @YouTube #AI #artificialintelligence #LLMs #LLM #GenAI #generativeAI @AlbertoEMachado @Eli_Krumova @postoff25 @Khulood_Almani @anand_narang @NutritiousMind