https://cluster-site.onrender.com/categories/chip-architecture/ Recent content in Chip-Architecture on Tenu Tech Brief Hugo -- 0.146.0 en-us Wed, 25 Feb 2026 17:44:48 +0000 https://cluster-site.onrender.com/posts/making-softmax-more-efficient-with-nvidia-blackwell-ultra/ Wed, 25 Feb 2026 17:00:00 +0000 https://cluster-site.onrender.com/posts/making-softmax-more-efficient-with-nvidia-blackwell-ultra/ • LLM context lengths are exploding, and architectures are moving toward complex attention schemes like Multi-Head Latent Attention (MLA) and Grouped Query Attention (GQA) • As a r https://cluster-site.onrender.com/posts/using-nvfp4-low-precision-model-training-for-higher-throughput-without-losing-accuracy/ Mon, 23 Feb 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/using-nvfp4-low-precision-model-training-for-higher-throughput-without-losing-accuracy/ • As the sizes of AI models and datasets continue to increase, relying only on higher-precision BF16 training is no longer sufficient. • Key challenges such as training throughput https://cluster-site.onrender.com/posts/accelerating-data-processing-with-nvidia-multi-instance-gpu-and-numa-node-localization/ Thu, 19 Feb 2026 17:30:00 +0000 https://cluster-site.onrender.com/posts/accelerating-data-processing-with-nvidia-multi-instance-gpu-and-numa-node-localization/ • NVIDIA flagship data center GPUs in the NVIDIA Ampere, NVIDIA Hopper, and NVIDIA Blackwell families all feature non-uniform memory access (NUMA) behaviors, but expose a single me https://cluster-site.onrender.com/posts/unlocking-ultralow-latency-video-for-tethered-drones-with-semtechs-blueriver-audio-video-processor-technology/ Wed, 18 Feb 2026 19:51:11 +0000 https://cluster-site.onrender.com/posts/unlocking-ultralow-latency-video-for-tethered-drones-with-semtechs-blueriver-audio-video-processor-technology/ • Unlocking Ultralow Latency Video for Tethered Drones with Semtech’s BlueRiver® Audio Video Processor Technology Tethered drones are rapidly expanding across surveillance, industr https://cluster-site.onrender.com/posts/unlock-massive-token-throughput-with-gpu-fractioning-in-nvidia-runai/ Wed, 18 Feb 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/unlock-massive-token-throughput-with-gpu-fractioning-in-nvidia-runai/ • As AI workloads scale, achieving high throughput, efficient resource usage, and predictable latency becomes essential. • NVIDIA Run:ai addresses these challenges through intellig https://cluster-site.onrender.com/posts/topping-the-gpu-mode-kernel-leaderboard-with-nvidia-cuda.compute/ Wed, 18 Feb 2026 17:00:00 +0000 https://cluster-site.onrender.com/posts/topping-the-gpu-mode-kernel-leaderboard-with-nvidia-cuda.compute/ • Topping the GPU MODE Kernel Leaderboard with NVIDIA cuda.compute The leaderboard scores how fast users’ custom GPU kernels solve a set of standard problems like vector addition, https://cluster-site.onrender.com/posts/how-nvidia-extreme-hardware-software-co-design-delivered-a-large-inference-boost-for-sarvam-ais-sovereign-models/ Wed, 18 Feb 2026 16:00:00 +0000 https://cluster-site.onrender.com/posts/how-nvidia-extreme-hardware-software-co-design-delivered-a-large-inference-boost-for-sarvam-ais-sovereign-models/ • As global AI adoption accelerates, developers face a growing challenge: delivering large language model (LLM) performance that meets real-world latency and cost requirements. • R https://cluster-site.onrender.com/posts/build-ai-ready-knowledge-systems-using-5-essential-multimodal-rag-capabilities/ Tue, 17 Feb 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/build-ai-ready-knowledge-systems-using-5-essential-multimodal-rag-capabilities/ • Enterprise data is inherently complex: real-world documents are multimodal, spanning text, tables, charts and graphs, images, diagrams, scanned pages, forms, and embedded metadat https://cluster-site.onrender.com/posts/lora-and-lorawan-for-industrial-sensors-enabling-smart-connected-operations/ Wed, 11 Feb 2026 17:15:00 +0000 https://cluster-site.onrender.com/posts/lora-and-lorawan-for-industrial-sensors-enabling-smart-connected-operations/ • LoRa® and LoRaWAN® for Industrial Sensors: Enabling Smart, Connected Operations The industrial sector is experiencing a significant transformation as organizations strive to enha https://cluster-site.onrender.com/posts/rd-scaling-multimodal-robot-learning-with-nvidia-isaac-lab/ Tue, 10 Feb 2026 18:30:00 +0000 https://cluster-site.onrender.com/posts/rd-scaling-multimodal-robot-learning-with-nvidia-isaac-lab/ • Building robust, intelligent robots requires testing them in complex environments. • However, gathering data in the physical world is expensive, slow, and often dangerous. • It i https://cluster-site.onrender.com/posts/using-accelerated-computing-to-live-steer-scientific-experiments-at-massive-research-facilities/ Tue, 10 Feb 2026 17:30:00 +0000 https://cluster-site.onrender.com/posts/using-accelerated-computing-to-live-steer-scientific-experiments-at-massive-research-facilities/ • Scientists and engineers who design and build unique scientific research facilities face similar challenges. • These include managing massive data rates that exceed current compu https://cluster-site.onrender.com/posts/automating-inference-optimizations-with-nvidia-tensorrt-llm-autodeploy/ Mon, 09 Feb 2026 18:30:00 +0000 https://cluster-site.onrender.com/posts/automating-inference-optimizations-with-nvidia-tensorrt-llm-autodeploy/ • NVIDIA TensorRT LLM enables developers to build high-performance inference engines for large language models (LLMs), but deploying a new architecture traditionally requires signi https://cluster-site.onrender.com/posts/3-ways-nvfp4-accelerates-ai-training-and-inference/ Fri, 06 Feb 2026 16:00:00 +0000 https://cluster-site.onrender.com/posts/3-ways-nvfp4-accelerates-ai-training-and-inference/ • 3 Ways NVFP4 Accelerates AI Training and Inference L T F R E The latest AI models continue to grow in size and complexity, demanding increasing amounts of compute performance for https://cluster-site.onrender.com/posts/how-to-build-license-compliant-synthetic-data-pipelines-for-ai-model-distillation/ Thu, 05 Feb 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/how-to-build-license-compliant-synthetic-data-pipelines-for-ai-model-distillation/ • Specialized AI models are built to perform specific tasks or solve particular problems. • But if you’ve ever tried to fine-tune or distill a domain-specific model, you’ve probabl https://cluster-site.onrender.com/posts/how-painkiller-rtx-uses-generative-ai-to-modernize-game-assets-at-scale/ Thu, 05 Feb 2026 14:00:00 +0000 https://cluster-site.onrender.com/posts/how-painkiller-rtx-uses-generative-ai-to-modernize-game-assets-at-scale/ • Painkiller RTX sets a new standard for how small teams can balance massive visual ambition with limited resources by integrating generative AI. • By upscaling thousands of legacy https://cluster-site.onrender.com/posts/build-with-kimi-k2.5-multimodal-vlm-using-nvidia-gpu-accelerated-endpoints/ Wed, 04 Feb 2026 19:46:33 +0000 https://cluster-site.onrender.com/posts/build-with-kimi-k2.5-multimodal-vlm-using-nvidia-gpu-accelerated-endpoints/ • Kimi K2.5 is a multimodal vision‑language model trained with Megatron‑LM. • It contains 1 trillion parameters, 384 experts, a single dense layer, and 3.2% activation per token. • https://cluster-site.onrender.com/posts/how-to-build-a-document-processing-pipeline-for-rag-with-nemotron/ Wed, 04 Feb 2026 16:00:00 +0000 https://cluster-site.onrender.com/posts/how-to-build-a-document-processing-pipeline-for-rag-with-nemotron/ • What if your AI agent could instantly parse complex PDFs, extract nested tables, and ‘see’ data within charts as easily as reading a text file? • With NVIDIA Nemotron RAG, you ca https://cluster-site.onrender.com/posts/accelerating-long-context-model-training-in-jax-and-xla/ Tue, 03 Feb 2026 17:30:00 +0000 https://cluster-site.onrender.com/posts/accelerating-long-context-model-training-in-jax-and-xla/ • Large language models (LLMs) are rapidly expanding their context windows, with recent models supporting sequences of 128K tokens, 256K tokens, and beyond. • However, training the https://cluster-site.onrender.com/posts/optimizing-communication-for-mixture-of-experts-training-with-hybrid-expert-parallel/ Mon, 02 Feb 2026 18:43:08 +0000 https://cluster-site.onrender.com/posts/optimizing-communication-for-mixture-of-experts-training-with-hybrid-expert-parallel/ • In LLM training, Expert Parallel (EP) communication for hyperscale mixture-of-experts (MoE) models is challenging. • EP communication is essentially all-to-all, but due to its dy https://cluster-site.onrender.com/posts/advancing-gpu-programming-with-the-cuda-tile-ir-backend-for-openai-triton/ Fri, 30 Jan 2026 20:01:47 +0000 https://cluster-site.onrender.com/posts/advancing-gpu-programming-with-the-cuda-tile-ir-backend-for-openai-triton/ • NVIDIA CUDA Tile is a GPU-based programming model that targets portability for NVIDIA Tensor Cores, unlocking peak GPU performance. • One of the great things about CUDA Tile is t https://cluster-site.onrender.com/posts/establishing-a-scalable-sparse-ecosystem-with-the-universal-sparse-tensor/ Fri, 30 Jan 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/establishing-a-scalable-sparse-ecosystem-with-the-universal-sparse-tensor/ • UST decouples tensor sparsity from memory representation, enabling flexible storage formats. • Developers describe storage via a DSL, focusing solely on sparsity patterns. • Comp https://cluster-site.onrender.com/posts/practical-security-guidance-for-sandboxing-agentic-workflows-and-managing-execution-risk/ Fri, 30 Jan 2026 16:13:00 +0000 https://cluster-site.onrender.com/posts/practical-security-guidance-for-sandboxing-agentic-workflows-and-managing-execution-risk/ • AI coding agents enable developers to work faster by streamlining tasks and driving automated, test-driven development. • However, they also introduce a significant, often overlo https://cluster-site.onrender.com/posts/ensuring-balanced-gpu-allocation-in-kubernetes-clusters-with-time-based-fairshare/ Wed, 28 Jan 2026 17:00:00 +0000 https://cluster-site.onrender.com/posts/ensuring-balanced-gpu-allocation-in-kubernetes-clusters-with-time-based-fairshare/ • NVIDIA Run:ai v2.24 introduces time-based fairshare scheduling for Kubernetes GPU clusters. • Scheduler tracks historical GPU usage, adjusting queue scores to balance long-term r https://cluster-site.onrender.com/posts/speeding-up-variable-length-training-with-dynamic-context-parallelism-and-nvidia-megatron-core/ Wed, 28 Jan 2026 16:28:06 +0000 https://cluster-site.onrender.com/posts/speeding-up-variable-length-training-with-dynamic-context-parallelism-and-nvidia-megatron-core/ • This post introduces Dynamic Context Parallelism (Dynamic-CP), a scheduling approach in NVIDIA Megatron Core used for LLM post-training or DiT pre-training. • It dynamically sele https://cluster-site.onrender.com/posts/updating-classifier-evasion-for-vision-language-models/ Wed, 28 Jan 2026 16:19:12 +0000 https://cluster-site.onrender.com/posts/updating-classifier-evasion-for-vision-language-models/ • Advances in AI architectures have unlocked multimodal functionality, enabling transformer models to process multiple forms of data in the same context. • For instance, vision lan https://cluster-site.onrender.com/posts/lora-technology-revolutionizing-drone-communications/ Tue, 27 Jan 2026 23:40:49 +0000 https://cluster-site.onrender.com/posts/lora-technology-revolutionizing-drone-communications/ • LoRa’s Chirp Spread Spectrum delivers >10 km range, surpassing conventional RC links for drones. • Low power consumption keeps drone batteries light, extending flight times and m https://cluster-site.onrender.com/posts/ces-2026-semtech-showcases-next-generation-iot-innovation-with-lora-and-edge-ai-solutions/ Tue, 27 Jan 2026 21:51:56 +0000 https://cluster-site.onrender.com/posts/ces-2026-semtech-showcases-next-generation-iot-innovation-with-lora-and-edge-ai-solutions/ • Semtech unveiled its next-gen LoRa® Gen 4 platform at CES 2026, boosting throughput to 2.6 Mbps. • Multi‑protocol connectivity via LoRa Plus™ supports LoRaWAN®, Amazon Sidewalk, https://cluster-site.onrender.com/posts/racing-to-6g-key-takeaways-from-the-mopa-alliance-webinar-on-optical-standardization/ Wed, 14 Jan 2026 19:43:45 +0000 https://cluster-site.onrender.com/posts/racing-to-6g-key-takeaways-from-the-mopa-alliance-webinar-on-optical-standardization/ • Racing to 6G: Key Takeaways from the MOPA Alliance Webinar on Optical Standardization Industry leaders from Ericsson, Nokia, and Semtech recently discussed why mobile optical sta https://cluster-site.onrender.com/posts/lorawan-takes-center-stage-at-enlit-europe-a-smart-metering-milestone/ Wed, 07 Jan 2026 14:30:00 +0000 https://cluster-site.onrender.com/posts/lorawan-takes-center-stage-at-enlit-europe-a-smart-metering-milestone/ • LoRaWAN® Takes Center Stage at Enlit Europe: A Smart Metering Milestone If there was any doubt that LoRaWAN® has secured its place in smart metering, Enlit Europe 2025 put that t https://cluster-site.onrender.com/posts/lora-holiday-blog-2025-wrapping-up-a-year-of-innovation-and-collaboration/ Tue, 16 Dec 2025 14:15:00 +0000 https://cluster-site.onrender.com/posts/lora-holiday-blog-2025-wrapping-up-a-year-of-innovation-and-collaboration/ • LoRa® Holiday Blog 2025: Wrapping Up a Year of Innovation and Collaboration Expanding the Boundaries of Internet of Things (IoT) Connectivity - Because Innovation Doesn’t Take a https://cluster-site.onrender.com/posts/one-channel-hub-a-compact-lorawan-access-point-for-cost-effective-internet-of-things-iot/ Fri, 12 Dec 2025 01:16:33 +0000 https://cluster-site.onrender.com/posts/one-channel-hub-a-compact-lorawan-access-point-for-cost-effective-internet-of-things-iot/ • One-Channel Hub: A Compact LoRaWAN® Access Point for Cost-Effective Internet of Things (IoT) Semtech’s One-Channel Hub reference design enables affordableLoRaWAN®sensor networks, https://cluster-site.onrender.com/posts/advanced-surge-protection-for-industrial-24v-dc-systems/ Wed, 10 Dec 2025 01:45:28 +0000 https://cluster-site.onrender.com/posts/advanced-surge-protection-for-industrial-24v-dc-systems/ • Advanced Surge Protection for Industrial 24V DC Systems Protecting the 24-Volt Direct Current (DC) System - The Backbone of Industry 4.0 Industrial automation is rapidly evolving https://cluster-site.onrender.com/posts/lorawan-reaches-critical-mass-125-million-devices-and-accelerating-growth/ Tue, 18 Nov 2025 17:50:05 +0000 https://cluster-site.onrender.com/posts/lorawan-reaches-critical-mass-125-million-devices-and-accelerating-growth/ • LoRaWAN® Reaches Critical Mass: 125 Million Devices and Accelerating Growth The Internet of Things (IoT) landscape is witnessing a significant milestone. • LoRaWAN®, the low-powe