On 14 HD video feeds running models from SSD-MobileNet to YOLOv8l, Axelera’s Metis kept energy cost/frame stable & lowest across the board—no spikes on heavier models. That kind of real-world predictability is what edge vision builders need Check it out:
COMPUTING
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Grok 4 vs Gemini 2.5 Pro vs Claude 4 coding test
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Grok 4 vs Gemini 2.5 Pro vs Claude 4 Which one code apps better? I tested all 3 using same prompt. Here's the wild results: (Prompt + demos ↓)
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Humanity Accelerates While Politics Debates Budgets
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L'humanité vit l'accélération la plus fulgurante de son histoire. IA, robotique, biotech, quantique, énergie, guerres de données, frontières du réel qui vacillent… Tout bouge, tout s'accélère.
— Rafik Smati (@RafikSmati) 17 juillet 2025
Et nous ?
On débat du projet de budget de François Bayrou. On s'écharpe sur un plan… pic.twitter.com/oksXml9eWrL'humanité vit l'accélération la plus fulgurante de son histoire. IA, robotique, biotech, quantique, énergie, guerres de données, frontières du réel qui vacillent… Tout bouge, tout s'accélère. Et nous ? On débat du projet de budget de François Bayrou. On s'écharpe sur un plan
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System Complexity Undermines Security, Maintainability, Scale, Performance
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"security, maintainability, scale, and performance" are exactly the things most likely to suffer when you create more systems, each with their own interface boundaries.
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Single Server Architecture for High Performance Systems
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"the correct way to build" is a silly claim. There are many high performance extremely scalable systems built with the simpler design that @levelsio describes. I've done both, and nowadays I stick to keeping things in a single server wherever possible.
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OrbitAll: Unified Quantum Deep Learning for Molecular Systems
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OrbitAll: A Unified Quantum Mechanical Representation Deep Learning Framework for All Molecular Systems Accurately modeling chemical systems across diverse charges, spin states, and environments remains a central challenge in molecular machine learning. No existing machine
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Diffusion Infrastructure Will Outperform Autoregressive Models
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one thing that in retrospect is obvious but i never considered properly is that infra for diffusion is going to outperform infra for autoregression because 1) more opportunity to optimize, 2) better open models, 3) less competition
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ASML CEO Warns Tariffs Wreck Customer Planning Ability
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ASML: All about the tariffs ASML’s CEO, Christophe Fouquet, said he’s “praying” for growth in 2026. But it’s not “peak litho” that is causing concern, it’s peak uncertainty, a clear signal that tariffs and trade are wrecking some customers’ ability to plan.
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Mac compatibility for AI tool running mechanism
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Do you know if there is a mechanism for running it on a Mac yet?
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LangChain Now Available on AWS Marketplace July 2025
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Learn more: http://
blog.langchain.com/aws-marketplac
e-july-2025-announce/?utm_medium=social&utm_source=twitter&utm_campaign=q3-2025_aws-marketplace_aw
… Go directly to Marketplace: https://
aws.amazon.com/marketplace/pp
/prodview-vmzygmggk4gms?/?utm_medium=social&utm_source=twitter&utm_campaign=q3-2025_aws-marketplace_co
…