Just thinking aloud: Apple systems performance is better because they own both the OS and hardware. Likewise if they own llm + harness layer, performance might improve.
COMPUTING
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AI lab writes kernel code autonomously
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I met an AI lab that said their AI is now writing kernel code. So expect to see even that part of the OS eaten into.
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Mixture of Experts (MoE) Training Explained: Compounding Loops and Expert Specialization
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MoE Training, Part 2 — in one tweet:
— Satya Mallick (@LearnOpenCV) 22 mai 2026
You start with random weights. By chance, one expert is slightly better at legal questions. Router notices, sends more its way. It gets better. Snowballs.
Same compounding loop that turns a slightly-talented 7-year-old into an IMO medalist.
—… pic.twitter.com/gXIjIRHlGZMoE Training, Part 2 — in one tweet:
You start with random weights. By chance, one expert is slightly better at legal questions. Router notices, sends more its way. It gets better. Snowballs.
Same compounding loop that turns a slightly-talented 7-year-old into an IMO medalist.
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Remembering coding before Codex’s arrival
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trying to remember what it was like to code before codex
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OpenAI integrates ChatGPT into PowerPoint for slide creation
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OPENAI : ChatGPT is now available directly in PowerPoint, allowing users to create and edit slides. PowerGPT
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Stanford and partners announce 2026 Conference on Physics and AI
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The Center for Decoding the Universe teams up with @APSphysics
's Group on Data Science and @NeurIPSConf
's Machine Learning and Physical Sciences Workshop team to present the 2026 Conference on Physics and AI (PAI26). Learn more about this year's agenda: https://
datascience.stanford.edu/PAI26 -
Compute limits will favor agentic AI over chatbots
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We are quite short of compute, and that is going to result in compute becoming very expensive for complex agentic workflows even as single-turn chatbots get cheaper. So the richest companies & most pressing use cases will use AI agents & everyone else will be stuck with chatbots?
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Cerebras Inference Speed Performance Across Model Types
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"As people began integrating AI into their day-to-day work, speed became fundamentally important. And we were just crushed with demand. Is Cerebras inference faster for specific use cases? No, it's faster across the board. Big models, small models, U.S. models, Chinese models,
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SambaStack offers high-performance AI inference infrastructure
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AI infra shouldn’t be complicated SambaStack gives teams a full hardware + software stack built for high-performance AI inference, whether you deploy on-prem or in the cloud. Learn more: https://
sambanova.ai/products/samba
stack?utm_source=x&utm_medium=organic&utm_campaign=enterprise
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Tapping Termius opens sites with Claude Code on VPS instantly
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Oh ok so it's super easy for me I just tap Termius and each of my sites is open with Claude Code open on the VPS instantly