https://cluster-site.onrender.com/tags/inference/ Recent content in Inference on Tenu Tech Brief Hugo -- 0.146.0 en-us Thu, 26 Feb 2026 06:03:06 +0000 https://cluster-site.onrender.com/posts/dualpath-breaking-the-storage-bandwidth-bottleneck-in-agentic-llm-inference/ Thu, 26 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/dualpath-breaking-the-storage-bandwidth-bottleneck-in-agentic-llm-inference/ • Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 25 Feb 2026] Title:DualPath: Breaking the Storage Bandwidth Bottleneck in Agentic LLM Inference View https://cluster-site.onrender.com/posts/semantic-parallelism-redefining-efficient-moe-inference-via-model-data-co-scheduling/ Wed, 25 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/semantic-parallelism-redefining-efficient-moe-inference-via-model-data-co-scheduling/ • Computer Science > Machine Learning [Submitted on 6 Mar 2025 (v1), last revised 24 Feb 2026 (this version, v4)] Title:Semantic Parallelism: Redefining Efficient MoE Inference via https://cluster-site.onrender.com/posts/transform-live-video-for-mobile-audiences-with-aws-elemental-inference/ Tue, 24 Feb 2026 18:55:11 +0000 https://cluster-site.onrender.com/posts/transform-live-video-for-mobile-audiences-with-aws-elemental-inference/ • AWS News Blog Transform live video for mobile audiences with AWS Elemental Inference | Today, we’re announcing AWS Elemental Inference, a fully managed AI service that automatica https://cluster-site.onrender.com/posts/a-flaw-in-using-pretrained-protein-language-models-in-protein-protein-interaction-inference-models/ Tue, 24 Feb 2026 00:35:17 +0000 https://cluster-site.onrender.com/posts/a-flaw-in-using-pretrained-protein-language-models-in-protein-protein-interaction-inference-models/ • Abstract With the growing pervasiveness of pretrained protein language models (pLMs), pLM-based methods are increasingly being put forward for the protein-protein interaction (PP https://cluster-site.onrender.com/posts/codescaler-scaling-code-llm-training-and-test-time-inference-via-execution-free-reward-models/ Mon, 23 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/codescaler-scaling-code-llm-training-and-test-time-inference-via-execution-free-reward-models/ • Computer Science > Machine Learning [Submitted on 4 Feb 2026] Title:CodeScaler: Scaling Code LLM Training and Test-Time Inference via Execution-Free Reward Models View PDF HTML ( https://cluster-site.onrender.com/posts/collaborative-processing-for-multi-tenant-inference-on-memory-constrained-edge-tpus/ Mon, 23 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/collaborative-processing-for-multi-tenant-inference-on-memory-constrained-edge-tpus/ • Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 19 Feb 2026] Title:Collaborative Processing for Multi-Tenant Inference on Memory-Constrained Edge TP https://cluster-site.onrender.com/posts/ontology-guided-neuro-symbolic-inference-grounding-language-models-with-mathematical-domain-knowledge/ Mon, 23 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/ontology-guided-neuro-symbolic-inference-grounding-language-models-with-mathematical-domain-knowledge/ • Computer Science > Artificial Intelligence [Submitted on 19 Feb 2026] Title:Ontology-Guided Neuro-Symbolic Inference: Grounding Language Models with Mathematical Domain Knowledge https://cluster-site.onrender.com/posts/a-flaw-in-using-pretrained-protein-language-models-in-protein-protein-interaction-inference-models/ Sun, 22 Feb 2026 00:35:29 +0000 https://cluster-site.onrender.com/posts/a-flaw-in-using-pretrained-protein-language-models-in-protein-protein-interaction-inference-models/ • Abstract With the growing pervasiveness of pretrained protein language models (pLMs), pLM-based methods are increasingly being put forward for the protein-protein interaction (PP https://cluster-site.onrender.com/posts/accelerating-mobile-inference-through-fine-grained-cpu-gpu-co-execution/ Fri, 20 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/accelerating-mobile-inference-through-fine-grained-cpu-gpu-co-execution/ • Computer Science > Machine Learning [Submitted on 24 Oct 2025 (v1), last revised 18 Feb 2026 (this version, v2)] Title:Accelerating Mobile Inference through Fine-Grained CPU-GPU https://cluster-site.onrender.com/posts/privacy-aware-split-inference-with-speculative-decoding-for-large-language-models-over-wide-area-networks/ Fri, 20 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/privacy-aware-split-inference-with-speculative-decoding-for-large-language-models-over-wide-area-networks/ • Computer Science > Cryptography and Security [Submitted on 18 Feb 2026] Title:Privacy-Aware Split Inference with Speculative Decoding for Large Language Models over Wide-Area Net https://cluster-site.onrender.com/posts/rfc-tensalang-a-tensor-first-language-for-llm-inference-lowering-through-mlir-to-cpu/cuda/ Thu, 19 Feb 2026 22:24:46 +0000 https://cluster-site.onrender.com/posts/rfc-tensalang-a-tensor-first-language-for-llm-inference-lowering-through-mlir-to-cpu/cuda/ • Hello, I’ve been working on a project called TensaLang and it’s finally at a point worth sharing. • It’s a small language + compiler + runtime for writing LLM forward passes dire https://cluster-site.onrender.com/posts/digitalocean-gradient-ai-gpu-droplets-optimized-for-inference-increasing-throughput-at-lower-the-cost/ Thu, 19 Feb 2026 14:42:18 +0000 https://cluster-site.onrender.com/posts/digitalocean-gradient-ai-gpu-droplets-optimized-for-inference-increasing-throughput-at-lower-the-cost/ • By Jason Peng and Hemasumanth Rasineni Production-grade LLM inference demands more than just access to GPUs; it requires deep optimization across the entire serving stack, from q https://cluster-site.onrender.com/posts/expanding-our-agentic-inference-cloud-introducing-gpu-droplets-powered-by-amd-instinct-mi350x-gpus/ Thu, 19 Feb 2026 12:30:00 +0000 https://cluster-site.onrender.com/posts/expanding-our-agentic-inference-cloud-introducing-gpu-droplets-powered-by-amd-instinct-mi350x-gpus/ • Expanding our Agentic Inference Cloud: Introducing GPU Droplets Powered by AMD Instinct™ MI350X GPUs ByWaverly Swinton Published:February 19, 2026 2 min read As our Agentic Infer https://cluster-site.onrender.com/posts/multi-agent-cooperation-through-in-context-co-player-inference/ Thu, 19 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/multi-agent-cooperation-through-in-context-co-player-inference/ • Computer Science > Artificial Intelligence [Submitted on 18 Feb 2026] Title:Multi-agent cooperation through in-context co-player inference View PDF HTML (experimental)Abstract:Ac https://cluster-site.onrender.com/posts/multi-agent-cooperation-through-in-context-co-player-inference/ Thu, 19 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/multi-agent-cooperation-through-in-context-co-player-inference/ • Computer Science > Artificial Intelligence [Submitted on 18 Feb 2026] Title:Multi-agent cooperation through in-context co-player inference View PDF HTML (experimental)Abstract:Ac https://cluster-site.onrender.com/posts/microsoft-rolls-out-next-inference-accelerator-to-boost-ai-in-azure/ Thu, 19 Feb 2026 01:58:18 +0000 https://cluster-site.onrender.com/posts/microsoft-rolls-out-next-inference-accelerator-to-boost-ai-in-azure/ • The company devised the new Maia 200 inference accelerator to improve cost and performance for AI inference processing in Azure Cloud Services. 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/ast-pac-ast-guided-membership-inference-for-code/ Tue, 17 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/ast-pac-ast-guided-membership-inference-for-code/ • Computer Science > Artificial Intelligence [Submitted on 30 Jan 2026] Title:AST-PAC: AST-guided Membership Inference for Code View PDF HTML (experimental)Abstract:Code Large Lang https://cluster-site.onrender.com/posts/ast-pac-ast-guided-membership-inference-for-code/ Tue, 17 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/ast-pac-ast-guided-membership-inference-for-code/ • Computer Science > Artificial Intelligence [Submitted on 30 Jan 2026] Title:AST-PAC: AST-guided Membership Inference for Code View PDF HTML (experimental)Abstract:Code Large Lang https://cluster-site.onrender.com/posts/announcing-amazon-sagemaker-inference-for-custom-amazon-nova-models/ Mon, 16 Feb 2026 21:25:23 +0000 https://cluster-site.onrender.com/posts/announcing-amazon-sagemaker-inference-for-custom-amazon-nova-models/ • AWS News Blog Announcing Amazon SageMaker Inference for custom Amazon Nova models | Since we launched Amazon Nova customization in Amazon SageMaker AI at AWS NY Summit 2025, cust https://cluster-site.onrender.com/posts/how-low-bit-inference-enables-efficient-ai/ Thu, 12 Feb 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/how-low-bit-inference-enables-efficient-ai/ • In just the past few years, large machine learning models have made incredible strides. • Today’s models are not only remarkably capable but also achieve impressive results acros https://cluster-site.onrender.com/posts/how-low-bit-inference-enables-efficient-ai/ Thu, 12 Feb 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/how-low-bit-inference-enables-efficient-ai/ • In just the past few years, large machine learning models have made incredible strides. • Today’s models are not only remarkably capable but also achieve impressive results acros https://cluster-site.onrender.com/posts/the-container-paradox-why-the-inference-cloud-demands-a-decoupled-database/ Tue, 10 Feb 2026 14:00:00 +0000 https://cluster-site.onrender.com/posts/the-container-paradox-why-the-inference-cloud-demands-a-decoupled-database/ • The Container paradox: Why the Inference Cloud Demands a ‘Decoupled’ Database ByKang Xie,Nicole Ghalwash,andZach Peirce Published:February 10, 2026 5 min read Kubernetes has won https://cluster-site.onrender.com/posts/parallel-track-transformers-enabling-fast-gpu-inference-with-reduced-synchronization/ Tue, 10 Feb 2026 00:00:00 +0000 https://cluster-site.onrender.com/posts/parallel-track-transformers-enabling-fast-gpu-inference-with-reduced-synchronization/ • Parallel Track Transformers: Enabling Fast GPU Inference with Reduced Synchronization Parallel Track Transformers: Enabling Fast GPU Inference with Reduced Synchronization Author 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/now-available-anthropic-claude-opus-4.6-on-digitaloceans-agentic-inference-cloud/ Fri, 06 Feb 2026 19:38:29 +0000 https://cluster-site.onrender.com/posts/now-available-anthropic-claude-opus-4.6-on-digitaloceans-agentic-inference-cloud/ • Now Available: Anthropic Claude Opus 4.6 on DigitalOcean’s Agentic Inference Cloud ByDigitalOcean Updated:February 6, 2026 2 min read Claude Opus 4.6 is now available on the Digi https://cluster-site.onrender.com/posts/how-we-cut-vertex-ai-latency-by-35-with-gke-inference-gateway/ Fri, 06 Feb 2026 18:00:00 +0000 https://cluster-site.onrender.com/posts/how-we-cut-vertex-ai-latency-by-35-with-gke-inference-gateway/ • How we cut Vertex AI latency by 35% with GKE Inference Gateway Product Manager Software Engineer Our most intelligent model is now available on Vertex AI and Gemini Enterprise As 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/llm-inference-benchmarking-measure-what-matters/ Fri, 06 Feb 2026 14:46:06 +0000 https://cluster-site.onrender.com/posts/llm-inference-benchmarking-measure-what-matters/ • By Piyush Srivastava, Karnik Modi, Stephen Varela, and Rithish Ramesh Production-grade LLM inference is a complex systems challenge, requiring deep co-designs - from hardware pri https://cluster-site.onrender.com/posts/maia-200-the-ai-accelerator-built-for-inference/ Mon, 26 Jan 2026 16:00:30 +0000 https://cluster-site.onrender.com/posts/maia-200-the-ai-accelerator-built-for-inference/ • Maia 200: 3nm TSMC accelerator with native FP8/FP4 tensor cores, 216GB HBM3e, 272MB SRAM. • Outperforms Amazon Trainium (3× FP4) and Google TPU v7 (FP8), delivering top‑tier infe https://cluster-site.onrender.com/posts/building-the-inference-cloud-and-what-comes-next/ Wed, 07 Jan 2026 17:29:20 +0000 https://cluster-site.onrender.com/posts/building-the-inference-cloud-and-what-comes-next/ • Building the Inference Cloud, and What Comes Next ByPaddy Srinivasan CEO, DigitalOcean Published:January 7, 2026 4 min read 2025 was a defining year for DigitalOcean, not only be https://cluster-site.onrender.com/posts/token-count-based-batching-faster-cheaper-embedding-inference-for-queries/ Thu, 18 Dec 2025 15:00:00 +0000 https://cluster-site.onrender.com/posts/token-count-based-batching-faster-cheaper-embedding-inference-for-queries/ • Token-count-based Batching: Faster, Cheaper Embedding Inference for Queries Embedding model inference often struggles with efficiency when serving large volumes of short requests