Robuta

https://resources.nvidia.com/en-us-run-ai/streamline-complex-ai-inference-on-kubernetes-with-nvidia-grove
Over the past few years, AI inference has evolved from single-model, single-pod deployments into complex, multicomponent systems. A model deployment may now…
ai inferencestreamlinecomplexkubernetesnvidia
https://www.dtcp.capital/news-and-insights/detail/dtcp-growth-participates-in-groqs-750-million-financing-to-accelerate-ai-inference-at-scale/
growthparticipatesmillionfinancingaccelerate
https://arize.com/blog/sleep-time-compute-beyond-inference-scaling-at-test-time/
May 9, 2025 - We summarize a new concept called Sleep-time Compute, a new way to scale AI capabilities: letting models "think" during downtime.
sleeptimecomputebeyondinference
https://wayve.firststage.co/jobs/fvkqoWSp6x/view?layout=grid
inference performancesweonboardwayvefirst
https://semiwiki.com/artificial-intelligence/363023-inference-acceleration-from-the-ground-up/
Oct 29, 2025 - VSORA, a pioneering high-tech company, has engineered a novel architecture designed specifically to meet the stringent demands of AI inference—both in...
inferenceaccelerationground
https://www.clarifai.com/
Get unmatched speed, slash infra costs by over 90%, and scale effortlessly.
ai inferencefastestreasoninggpus
https://sambanova.ai/solutions/sovereign-ai
Discover high-performance sovereign AI capabilities with SambaNova: lightning fast inference, energy-efficient, and deployed in as little as 90 days.
sovereign aiinferencesambanova
https://huggingface.co/spaces/Intel/intel-ai-enterprise-inference
Chat with an AI assistant using models from Denvr Dataworks or IBM. Enter your messages, and get AI-generated responses. Choose your provider and model from...
hugging faceaienterpriseinferencespace
https://u.today/interviews/centralization-risks-in-ai-human-potential-opportunities-interview-with-inference-labs-co-founder
In exclusive interview, prominent AI innovator shares his views on what is next for AI and why this segment truly needs Web3.
human potentialrisksaiopportunitiesinterview
https://devnet.inference.net/
Distributed GPU cluster for LLM Inference on Solana
devnetinferencedistributedgpunetwork
https://huggingface.co/hf-inference
Org profile for hf-inference on Hugging Face, the AI community building the future.
hfinference
https://predibase.com/blog/guide-how-to-serve-llms-faster-inference
Learn how to accelerate and optimize deployments for open-source models with our blueprint for fast, reliable, and cost-efficient LLM serving. Deep dive on GPU...
llmservingguidebuildfaster
https://verda.com/
Discover Verda (formerly DataCrunch) - European ISO-certified cloud provider offering on-demand GPU clusters, AI model hosting, and autoscaling containers with...
gpuinstancesserverlessinferenceformerly
https://www.telecomreviewamericas.com/articles/wholesale-and-capacity/qualcomm-redefines-ai-for-rack-scale-data-center-inference-performance/
Oct 29, 2025 - Qualcomm Technologies, Inc. announced the launch of its next-generation AI inference-optimized solutions for data centers—the Qualcomm® AI200 and AI250...
data centerinference performancequalcommairack
https://steipete.me/posts/2025/shipping-at-inference-speed
Dec 28, 2025 - Why I stopped reading code and started watching it stream by.
peter steinbergershippinginferencespeed
https://jobs.ashbyhq.com/inference
inferencejobs
https://www.lattica.ai/
Apr 23, 2025 - Lattica is a platform that allows AI models to process encrypted data, so no one, neither us nor the model provider, can see the raw data.
privacypreservinginferenceplatform
https://www.eejournal.com/article/will-ultra-high-performance-ai-inference-chips-make-ai-data-centers-cost-effective/
My head is currently spinning like a top. I foolishly wondered how much power AI-heavy data centers are currently consuming, and how much they are expected to...
high performanceai inferencenewultrachips
https://www.blocksandfiles.com/flash/2026/02/16/sk-hynix-proposes-hbm-and-hbf-hybrid-for-llm-inference/4091326
Feb 17, 2026
sk hynixproposeshbmhybridllm
https://huggingface.co/docs/inference-endpoints/index
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
inferenceendpoints
https://www.webpronews.com/the-deterministic-bet-how-groqs-lpu-is-rewriting-the-rules-of-ai-inference-speed/
Nov 27, 2025
betrewritingrules
https://u.today/inference-labs
Inference labs - News, hot and most important Inference labs news in the United States and Worldwide on U.Today. "U.Today" - leading crypto news...
inferencelabslatesthotnews
https://habr.com/ru/companies/cloud_ru/articles/965212/
Nov 18, 2025 - Привет! Меня зовут Андрей Пелешок, я инженер L3 команды PaaS в Cloud.ru . Я отвечаю за работу...
gpuinference
https://www.gmicloud.ai/
GPU cloud solutions for AI training, inference, and deployment. GMI Cloud is a trusted cloud GPU provider offering high-performance infrastructure at scale.
cloud solutionsai inferencegpuscalablegmi
https://blogs.nvidia.com/blog/inference-open-source-models-blackwell-reduce-cost-per-token/
Leading inference providers Baseten, DeepInfra, Fireworks AI and Together AI are using NVIDIA Blackwell, which helps them reduce cost per token by up to 10x...
leadinginferenceproviderscutai
https://www.tensordyne.ai/
Tensordyne is the official home of next-generation AI inference systems. Discover our technology, products, and research at Tensordyne.ai.
official sitenext generationai inferencesystems
https://www.nextplatform.com/2019/10/23/a-look-inside-the-groq-approach-to-ai-inference/
Oct 31, 2019 - If the only thing you really know to date about machine learning chip startup, Groq, is that it is led by one of the creators of Google’s TPU and that
look insideai inferencegroqapproach
https://www.codecademy.com/learn/paths/data-science-inf
Inference Data Scientists run A/B tests, do root-cause analysis, and conduct experiments. They use Python, SQL, and R to analyze data. Includes **Python 3**,...
data scientistinferencespecialistcodecademy
https://predibase.com/blog/how-to-run-inference-on-ludwig-models-using-torchscript
Ludwig now makes it even easier to deploy models for highly performant inference with Torchscript
runinferenceludwigmodelsusing
https://www.cerebras.ai/blog/introducing-cerebras-inference-ai-at-instant-speed
We are excited to announce the release of Cerebras DocChat, our first iteration of models designed for document-based conversational question answering. This...
introducingcerebrasinferenceaiinstant
https://groq.com/newsroom/meta-and-groq-collaborate-to-deliver-fast-inference-for-the-official-llama-api
Discover Meta & Groq’s partnership for rapid, low-cost Llama API inference. Run trusted models at scale with Groq LPU—get started with production AI...
metagroqcollaboratedeliverfast
https://aiwith.me/blog/gemini-3-flash/
Google's newly released Gemini 3 series can be described as a bombshell in the large-format market. While the Gemini 3 Pro represents Google's...
depthanalysisgeminiflashterminator
https://www.digitimes.com/news/a20251121PR200/guc-asic.html
Nov 24, 2025
ai inferencepartnerdatacenterprocessor
https://wallaroo.ai/universal-ai-inference-platform-whitepaper/
Dec 23, 2024 - Why Wallaroo.AI? The Universal AI inference platform Going from proof-of-concept to viable AI in production is hard. This is why most AI initiatives fail. As a...
ai inferenceuniversalplatformwhitepaperwallaroo
https://mlcommons.org/2025/09/deepseek-inference-5-1/
Sep 9, 2025 - MLCommons MLPerf Inference v5.1 Benchmarking the Next Generation of Reasoning LLMs with Long Output Sequences
mlperf inferencedeepseekreasoning
https://www.redhat.com/en/topics/ai/what-is-ai-inference
AI inference is when an AI model provides an answer based on data. It's the final step in a complex process of machine learning technology.
ai inference
https://kube.fm/akamai-announces-ai-inference
high performancecost effectiveai inferenceakamaiannounces
https://www.datacenterknowledge.com/data-center-chips/nvidia-showcases-inference-chops-with-rubin-cpx-preview
Sep 10, 2025 - Nvidia’s future data center market share will depend on inference, which demands a different computational toolset.
nvidiashowcasesinferencechopsrubin
https://blogs.nvidia.com/blog/three-computers-robotics/
Sep 10, 2025 - Physical AI, embodied by industrial systems such as humanoids and factories, is being accelerated by three NVIDIA computers and software platforms across...
physical aiacceleratedthreenvidiacomputers
https://www.manning.com/books/causal-inference-for-data-science
Understand cause and effect. Predict outcomes with statistics and machine learning.
causal inferencedata scienceruizdevilla
https://www.morganstanley.com.au/ideas/ai-enters-a-new-phase-of-inference
Artificial intelligence (AI) has rapidly evolved, with significant investments made in training large-scale models. Now, the industry is entering a new and...
aientersnewphaseinference
https://openjdk.org/projects/amber/guides/lvti-faq
frequently asked questionslocalvariabletypeinference
https://github.blog/ai-and-ml/llms/solving-the-inference-problem-for-open-source-ai-projects-with-github-models/
Aug 1, 2025 - How using GitHub’s free inference API can make your AI-powered open source software more accessible.
open source aisolvinginferenceproblemprojects
https://mlcommons.org/2025/04/mlperf-inference-v5-0-results/
Jul 1, 2025 - MLCommons' latest MLPerf Inference v5.0 results show Gen AI now the center of attention for performance engineering.
mlperf inferencebenchmark resultsreleasesnew
https://www.networkworld.com/article/4132357/nvidia-claims-10x-cost-savings-with-open-source-inference-models.html
Feb 13, 2026
cost savingsopen sourcenvidiaclaimsinference
https://land-book.com/websites/88029-home
Cloudflare Workers AI - Edge AI Inference Platform on Landbook - get inspired by landing design and more
cloudflare workersaiedgeinferenceplatform
https://insidehpc.com/2025/09/how-mitac-helps-organizations-scale-for-both-ai-training-and-inference/
Oct 9, 2025 - "Our design philosophy is centered around our customers. They need solutions that are not just technically advanced but also seamlessly integrated, easily...
ai traininghelpsorganizationsscale
https://vsora.com/vsora-announces-tape-out-of-game-changing-inference-chip-putting-europe-at-the-forefront-of-data-center-ai/
Oct 22, 2025 - Breakthrough chip architecture solves the memory wall bottleneck, delivering unmatched performance, efficiency and scalability for large-scale AI inference —...
announcestapegamechanginginference
https://www.csoonline.com/article/4090061/copy-paste-vulnerability-hit-ai-inference-frameworks-at-meta-nvidia-and-microsoft.html
Nov 20, 2025 - Flaws replicated from Meta’s Llama Stack to Nvidia TensorRT-LLM, vLLM, SGLang, and others, exposing enterprise AI stacks to systemic risk.
ai inferencecopypastevulnerabilityhits
https://www.intechopen.com/books/6444
New Insights into Bayesian Inference. Edited by: Mohammad Saber Fallah Nezhad. ISBN 978-1-78923-092-5, eISBN 978-1-78923-093-2, PDF ISBN 978-1-83881-474-8,...
new insightsbayesianinference
https://huggingface.co/papers/2212.10986
Join the discussion on this paper page
papersokletprivacygames
https://bentoml.com/
Inference Platform built for speed and control. Deploy any model anywhere, with tailored inference optimization, efficient scaling, and streamlined operations.
bentoruninferencescale
https://zededa.com/blog/manage-edge-ai-using-zededa-edge-kubernetes-service-bringing-inference-to-the-edge/
Nov 18, 2025 - How ZEDEDA extends Kubernetes to simplify AI deployment across diverse edge environments AI workloads are moving closer to the data they analyze. But running...
edge aimanageusingkubernetesservice
https://www.weka.io/resources/video/the-inference-era-building-scalable-data-infrastructure-for-ai-with-nand-research/
Nov 5, 2025 - Learn how data infrastructure is evolving and why the future of enterprise AI relies on high-performance, scalable solutions in Nand Research feature.
data infrastructureinferenceerabuildingscalable
https://wallaroo.ai/optimizing-ai-inference-and-governance-with-wallaroo-on-ibm-power/
Oct 2, 2025 - Intro The surge in AI adoption across all industries, such as retail, manufacturing, and financial services, is astounding. Businesses are looking to...
ai inferencegovernancewallaroo
https://blog.deeplite.ai/deeplite-deeplitert-ultra-low-bit-inference-0-0
DeepliteRT: An end-to-end solution for the compilation, tuning, and inference of ultra low-bit models on ARM devices
computer visionenableedgeultralow
https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/ironwood-tpu-age-of-inference/
We’re introducing Ironwood, our seventh-generation Tensor Processing Unit (TPU) designed to power the age of generative AI inference.
ironwoodfirstgoogletpuage
https://github.com/NVIDIA/digital-biology-examples?tab=readme-ov-file
NVIDIA Digital Biology examples for optimized inference and training at scale - NVIDIA/digital-biology-examples
githubnvidiadigitalbiologyexamples
https://inference.net/
AI inference for 90% lower cost
inferencenetaidevelopers
https://www.amd.com/en/developer/resources/technical-articles/2026/inference-performance-on-amd-gpus.html
Feb 17, 2026 - The competition on InferenceX is a systemic stress test for AMD’s software engineering. By achieving breakthroughs in DI and Single Node while maintaining a...
inference performanceamdgpus
https://www.graphcore.ai/posts/how-to-run-stable-diffusion-inference-on-ipus-with-paperspace
Sep 8, 2025 - How to run inference on pretrained stable diffusion models for text to image, image to image and text-guide inpainting applications.
stable diffusionruninferencepaperspace
https://boston.qcon.ai/presentation/boston2026/adaptive-recommenders-real-world-inference-evals-and-system-design
Modern personalization systems are shifting from hand-tuned heuristics to AI-native architectures, but building an adaptive recommendation engine in...
real worldqconaibostonadaptive
https://techcrunch.com/2026/02/19/co-founders-behind-reface-and-prisma-join-hands-to-improve-on-device-model-inference-with-mirai/
Feb 19, 2026 - Mirai raised a $10 million seed round to improve how AI models run on devices like smartphones and laptops.
cofoundersbehindrefaceprisma
https://www.inference.vc/causal-inference-3-counterfactuals/
Counterfactuals are weird. I wasn't going to talk about them in my MLSS lectures on Causal Inference, mainly because wasn't sure I fully understood...
causal inference
https://dev.to/shakticoreai/building-a-168x-faster-ai-inference-engine-in-rust-our-open-source-journey-g2j
Dec 10, 2025 - 🚀 Building a 168x Faster AI Inference Engine in Rust: Our Open Source Journey The... Tagged with ai, rust, machinelearning, gpu.
ai inferencebuildingfasterenginerust
https://www.heroku.com/podcasts/codeish/development-basics-of-managed-inference-and-agents/
Jul 17, 2025 - Join Heroku superfan Jon Dodson and Hillary Sanders from the Heroku AI Team for the latest entry in our “Deeply Technical” series. In this episode, the pair...
developmentbasicsmanagedinferenceagents
https://creati.ai/ai-tools/inference-ai/
Experience seamless automation of inference tasks with Inference.ai. Optimize data processing and decision-making with advanced AI solutions.
inferenceaiautomatetaskseffortlessly
https://www.weka.io/solutions/ai-inference-acceleration/
Sep 18, 2025 - WEKA AI inference acceleration delivers ultra-low latency, high IOPS, and seamless GPU optimization, for faster AI/ML workloads and maximum hardware efficiency.
ai inferenceaccelerationacceleratemlworkloads
https://www.f5.com/company/blog/f5-accelerates-and-secures-ai-inference-at-scale-with-nvidia-cloud-partner-reference-architecture
F5’s inclusion within the NVIDIA Cloud Partner (NCP) reference architecture enables secure, high-performance AI infrastructure that scales efficiently to...
ai inferencesecuresscalenvidia
https://huggingface.co/docs/inference-providers/index
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
inferenceproviders
https://fortytwo.network/
Fortytwo is building a new AI architecture called swarm inference. Networked small language models collaborate to achieve scale and reasoning capabilities...
ai inferencedecentralizedscaleseverynode
https://groq.com/newsroom/groq-and-nvidia-enter-non-exclusive-inference-technology-licensing-agreement-to-accelerate-ai-inference-at-global-scale
The Groq LPU delivers inference with the speed and cost developers need.
non exclusivetechnology licensinggroqnvidiaenter
https://www.novuslight.com/smart-camera-with-on-sensor-ai-for-edge-inference_N13591.html
smart camerasensoraiedgeinference
https://www.graphcore.ai/posts/probabilistic-modelling-by-combining-markov-chain-monte-carlo-and-variational-inference-with-ipus
Probabilistic Modelling by Combining Markov Chain Monte Carlo and Variational Inference with IPUs
probabilisticmodellingcombiningmcmcinference
https://bfi.uchicago.edu/insight/research-summary/finite-and-large-sample-inference-for-ranks-using-multinomial-data-with-an-application-to-ranking-political-parties/
Dec 10, 2024 - Polling is ubiquitous in US elections, as well as in countries around the world, and for many voters they may seem more noise than information. However, polls...
finitelargesampleinferenceranks
https://huggingface.co/docs/text-generation-inference/index
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
text generationinference
https://www.baseten.co/blog/llm-transformer-inference-guide/
Nov 17, 2023 - Learn if LLM inference is compute or memory bound to fully utilize GPU power. Get insights on better GPU resource utilization.
guidellminferenceperformance
https://vsora.com/the-company/
Nov 28, 2025 - VSORA empowers enterprises with ultra-efficient AI inference chips for generative, agentic, and reasoning models—boosting performance while reducing costs.
ai inferenceeuropeanchipprovider
https://www.datacenterknowledge.com/infrastructure/microsoft-unveils-maia-200-in-house-inference-chip
Jan 27, 2026 - Designed on TSMC’s 3nm process, Microsoft’s latest silicon promises faster AI inference processing.
microsoftunveilsmaiainferencechip
https://kx.com/blog/gpu-accelerated-deep-learning-real-time-inference/
May 1, 2025 - While model training is often the key focus in deep learning, the demands of high-velocity data, necessitate optimizing inference performance via GPU...
deep learningreal timegpuacceleratedinference
https://www.mindstick.com/articles/338484/how-ai-startups-can-leverage-gpu-inference-to-scale-faster
Feb 11, 2025 - AI startups can scale faster with GPU inference by optimizing performance and costs. Here are the best strategies and the best GPU for AI inference.
ai startupsleveragegpuinferencescale
https://techcrunch.com/2026/01/22/inference-startup-inferact-lands-150m-to-commercialize-vllm/
Jan 22, 2026 - The seed round values the newly formed startup at $800 million.
inferencestartuplandsvllmtechcrunch
https://tompepinsky.com/2019/07/22/imbens-on-dags-and-the-pedagogy-of-causal-inference/
Guido Imbens has an interesting new essay on the graphical causal modeling approach pioneered by Judea Pearl, which uses directed acyclic graphs (DAGs) to...
causal inferencedagspedagogy
https://predibase.com/blog/predibase-inference-engine
Predibase's Inference Engine Harnesses LoRAX, Turbo LoRA, and Autoscaling GPUs to 3-4x Throughput and Cut Costs by Over 50% While Ensuring Reliability for...
next geninferenceenginefinetuned
https://www.teacherspayteachers.com/Product/Making-Inferences-Inferencing-Activities-Worksheets-Inference-Anchor-Chart-192996
Nov 5, 2025 - Making Inferences is an important reading skill, and these inferencing task cards and digital activities can help!Each card/slide features a short passage with...
makinginferencingactivitiesworksheetsinference
https://multicorewareinc.com/build-and-optimize-libraries-for-ai-accelerator-hardware/
Jan 6, 2025 - The client is the leader in memory-efficient computation for Artificial Intelligence workloads. The customer provides ultra-efficient, high-performance AI...
optimizennopsstitchinference
https://dspace.mit.edu/handle/1721.1/158960
open endedgoalinferencedialog
https://www.computerweekly.com/news/366633526/Qualcomm-gears-up-for-AI-inference-revolution
Oct 28, 2025 - New rack-based AI acceleration hardware is being positioned as a cost-effective and straightforward way to power AI inference workloads
ai inferencecomputer weeklyqualcommgearsrevolution
https://blog.nginx.org/blog/ngf-supports-gateway-api-inference-extension
nginx gateway fabricsupportsapiinferenceextension
https://blog.exolabs.net/nvidia-dgx-spark/
How to optimize both TTFT and TPS by splitting prefill and decode across different hardware
nvidia dgx sparkapple mac studiocombiningfaster
https://modal.com/docs/examples/batched_whisper
In this example, we demonstrate how to run dynamically batched inference for OpenAI’s speech recognition model, Whisper, on Modal. Batching multiple audio...
fastwhisperinferenceusingdynamic
https://huggingface.co/blog/bloom-inference-pytorch-scripts
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
incrediblyfastbloominferenceaccelerate
https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005229
causal inferencemodelexplainsperceptioneffect
https://inferencelabs.com/
The accountability layer for autonomy, ensuring every agent, decision, and transaction is provable, private, and compliant by design.
inferencenetworkautonomy
https://blogs.nvidia.com/blog/nvidia-microsoft-ai-superfactories/
Nov 25, 2025 - NVIDIA is expanding its collaboration with Microsoft, including through the adoption of NVIDIA Spectrum-X Ethernet switches for the new Microsoft Fairwater AI...
latest technologiesainvidiamicrosoftintegrate
https://protopia.ai/private-test-secure-ai-inference-pipelines-building-end-to-end-private-rag-with-cyborg-protopia-ai/
Nov 12, 2025 - Unlock the value of your enterprise data without exposing it during retrieval or inference Why “Private” in RAG Still Isn’t Private Enough...
secure aiinferencepipelinesbuildingend
https://www.baseten.co/products/training/
Developer-first AI model training for real products. Fine-tune, optimize, and deploy models fast with Baseten’s production-ready tools.
ai modeltrainingbuiltproductioninference
https://thenewstack.io/google-debuts-gke-agent-sandbox-inference-gateway-at-kubecon/
Nov 10, 2025 - Google has updated Google Kubernetes Engine to better support large-scale AI workloads, introducing the GKE Agent Sandbox for securely LLM-generated code.
googledebutsgkeagentsandbox
https://predibase.com/blog/turbo-lora
Turbo LoRA is a new parameter-efficient fine-tuning method we’ve developed at Predibase that increases text generation throughput by 2-3x while...
turbolorafasterfinetuned
https://www.weka.io/resources/datasheet/persistent-gpu-memory-for-ai-inference-at-scale/
Nov 18, 2025 - Extend GPU memory 1000x with WEKA's Augmented Memory Grid. Get a persistent, petabyte-scale token warehouse, 6x faster TTFT, and 4.2x higher throughput.
ai inferenceaugmentedmemorygridpersistent