We had a target of 10,000 GPUs. We have 38,000. Here is what happened and why every Indian builder should care. (1/8) @AshwiniVaishnaw @jitinprasada @PIB_India @SecretaryMEITY @abhish18 @kavitabha @GoI_MeitY @_DigitalIndia @mygovindia
COMPUTING
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SiliconMind-V1: Multi-Agent Verilog Code Generation System
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SiliconMind-V1: Multi-Agent Distillation and Debug-Reasoning Workflows for Verilog Code Generation Paper: https://
arxiv.org/abs/2603.08719
Project: https://
as-siliconmind.github.io/SiliconMind-V1/ -

AI Multi-Agent System Designs Hardware That Actually Works
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How can we make AI design hardware that actually works, not just looks right? Researchers from Academia Sinica, National Taiwan University, National Cheng Kung University, and Harvard University have unveiled SiliconMind-V1. They developed a multi-agent AI system that trains
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Single Agent Gateway Multiple Backend Keys Authentication
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Agent — MCP Gateway — Many tools and auths Only one key Agent Gateway
Many keys and auth from Gateway Backends -

AI Systems Performance Engineering with GPUs CUDA PyTorch
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HOT! Over 1000 pages! "AI Systems Performance Engineering — Optimizing Model Training and Inference Workloads with GPUs, CUDA, and PyTorch" Get it at http://
amzn.to/4pRunYJ -
Matrix Algebra: Practical Essential Math for Real World Applications
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My review: http://
amzn.to/3MxQINb
Matrix algebra is much more than pure math. It is practical, applied, essential math for the real world. Understanding the many properties, proofs, operations, rules, benefits, and uses of matrices can be a real challenge. The comprehensive -

NVIDIA Releases Nemotron 3 Super 120B Models
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NVIDIA published a series of new "Nemotron 3 Super 120B" open-source models on Huggingface, designed for agentic use.
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Continual Learning Solved: The Hardware Imperative for AI Quality
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another ai pin? no, this one’s for your pet
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Future AI society dominated by GPU owners
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are what we’ve been calling ai agents, just… digital robots?
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NVIDIA’s Autonomous Vehicle Technology with Jensen Huang
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What does comfortable, confident, safe autonomy feel like?
— NVIDIA (@nvidia) 11 mars 2026
Ride through San Francisco with NVIDIA founder and CEO Jensen Huang and NVIDIA VP of Automotive Xinzhou Wu as they discuss the technology powering the next generation of autonomous vehicles. pic.twitter.com/na0J5iQsg6What does comfortable, confident, safe autonomy feel like? Ride through San Francisco with NVIDIA founder and CEO Jensen Huang and NVIDIA VP of Automotive Xinzhou Wu as they discuss the technology powering the next generation of autonomous vehicles.
