60 years of exponential growth in chip density was achieved not through one breakthrough or technology, but a series of problems solved and new paradigms explored as old ones hit limits. I don't think current AI has hit a wall, but even if it does, there many paths forward now.
AI HARDWARE
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Microcontroller Language for LLM Token Processing and Training Data
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R&D: While I love coding up new languages just for fun, this project has particular #ML / #LLM research questions in mind… What if there was a language for a 'micro-controller' able to process 99% of tokens? TRAINING: To produce training data, what's the middle ground
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AI-Made, AI-Powered: Intelligence and Silicon Symbiosis
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Session: "AI-Made, AI-Powered: The Symbiosis of Intelligence and Silicon"
When: September 2, 2025 | 4:55 PM – 6:05 PM
Where: Yashobhoomi (IICC), New Delhi | Session 5: Artificial Intelligence track at #SEMICONIndia2025 Why this matters?
Ever wondered what happens when AI stops -
AI Hype Cycle Declining While Data Center Investments Peak
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Now it's getting exciting. The hype cycle around AI seems to be dying down. Nevertheless, investments in data centers remain at record levels. In addition to the consumer sector, many investors will increasingly take a closer look at how AI pays off. There will now be a lot of
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ChatGPT Can Design Printed Circuit Boards
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Saviez-vous que ChatGPT peut concevoir des circuits imprimés ?
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French AI Models Implement Secondary Failover Solutions
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100% français. Par sécurité et pour maintenir une qualité de service optimale, nous avons mis en place des solutions de failover secondaires si les modèles principaux devaient tomber, ce qui a peu de chance d’arriver.
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Jet-Nemotron and PostNAS Optimize LLM Efficiency-Accuracy Trade-offs
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Jet-Nemotron & PostNAS: Redefining the Efficiency–Accuracy Frontier in LLMs @NVIDIA
’s latest research introduces Jet-Nemotron, a family of hybrid-architecture LMs powered by Post Neural Architecture Search (PostNAS). Instead of costly pretraining from scratch, PostNAS starts -

Jet-Nemotron: Hybrid LLM Architecture with Optimized Attention
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4. Jet-Nemotron A hybrid-architecture LM family: starting from a frozen full-attention model, the authors search for where to keep full attention, which linear-attention block to use, and which hyperparameters match hardware limits.
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xAI to Open Massive Colossus 2 Data Center Next Month
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Le monde n’est pas prêt pour ce qui arrive… xAI va ouvrir le mois prochain un immense nouveau centre de données : COLOSSUS 2
