AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Sakana AI has released Fugu Max and Fugu Ultra v2, 2 models built on the same learned orchestration architecture. Fugu Max routes tasks to lean open and specialized models, including NVIDIA Nemotron, at $2/$6 per 1M tokens. Fugu Ultra v2 targets peak capability, scoring 48.3 on Chartography and 74.3 on DeepSWE. The post Sakana AI Launches Fugu Max and Fugu Ultra v2 for Cheaper, Stronger Multi-Agent Orchestration appeared first on MarkTechPost.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：NVIDIA has detailed BioNeMo Inference Runtime (BioIR), a Python library that accelerates biomolecular structure-prediction models on NVIDIA GPUs while staying in plain PyTorch. In a matched benchmark on 1,000 human dimer targets across 8xH100 GPUs, BioIR-accelerated Boltz-2 delivered 58.5K successfully folded residues per GPU-hour versus 20.2K for a torch-compiled open-source implementation, a 2.90x gain. The runtime optimizes at 3 layers: custom kernel selection, CUDA Graph capture, and Ray-based replica scaling that places 1 full model copy per GPU. BioIR already powered the AlphaFold Database expansion, generating about 31 million candidate protein complexes across 4,777 proteomes. The post NVIDIA Details BioNeMo Inference Runtime (BioIR): 2.90x Higher Boltz…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Amazon SageMaker HyperPod now supports model caching for inference, which pre-loads model weights and container images onto cluster nodes so pods read from local NVMe storage instead of downloading over the network. Learn how model caching cuts cold starts from tens of minutes to seconds, how it works, and how to enable it.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The tech giant simultaneously revealed a nuclear power contract with Finnish operator Fortum, its first outside of the U.S.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Red Hat released Red Hat AI 3.5 this week, a move designed to let software engineering teams run AI with The post Red Hat AI 3.5 tackles the GPU queue that can stall AI pilots appeared first on The New Stack.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Manufacturing floors, warehouses and production lines rarely stay fixed — tasks change, layouts shift and new products arrive, and most robots can’t keep up without significant reprogramming. Skild AI’s new S1 robot foundation model helps address this, designed to learn previously unseen, long-horizon tasks from a single video demonstration. The model, launched last week, uses […]
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The global robotaxi market — physical AI’s first commercial breakthrough — is projected to reach $400 billion by 2035, with over 6 million commercial vehicles in operation as driverless fleets are already moving people through some of the world’s busiest and most complex streets. Deploying a driverless vehicle is one challenge. Scaling a fleet is […]
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Universal Music Group is launching a new AI-powered platform that will allow users to draw from its catalog of licensed music to create song remixes, mashups, and new takes on tracks, according to an announcement on Thursday. The record label is developing the platform through a multi-year licensing agreement with ElevenLabs, a company that specializes in AI voice and music generation. Artists can choose whether to participate in UMG and ElevenLabs' upcoming platform, which marks yet another AI deal for the record label. UMG is currently developing an AI music platform with Udio and has struck AI licensing deals with Spotify, Nvidia, and Kl … Read the full story at The Verge.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：AI inference chipmaker d-Matrix today announced it will use NVIDIA NVLink Fusion to connect its next-generation Raptor XPUs to NVIDIA’s AI infrastructure platform — joining a growing roster of ecosystem partners. By connecting Raptor to NVIDIA NVLink scale-up and Spectrum-X scale-out networking, the NVIDIA MGX rack architecture and the broader NVIDIA AI platform, NVLink Fusion […]
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Gear up: The latest PC games and major updates are ready to play on GeForce NOW this week. WARDOGS drops onto the cloud at early-access launch, alongside the Valheim 1.0 Deep North update and Bus Simulator 27 — part of nine new titles joining the cloud. The newest PC releases can demand serious hardware, storage […]
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Nvidia and Palantir announced on Thursday that they’re working together to bring “sovereign AI to critical supply chains,” kicking off The post “AI factories are among the most complex systems ever built”: Nvidia and Palantir turn Nvidia’s supply chain into a proving ground for sovereign AI appeared first on The New Stack.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Together GPU Clusters now supports preemptible compute: the same GPU capacity at a flat 50% of the on-demand rate, with a five-minute drain window.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We ported ThunderKittens to NVIDIA's Vera Rubin NVL72 and rebuilt our NVFP4 GEMM around the new hardware, taking it from 42% of roofline to over 22 PFLOPS — competitive with cuBLAS and CuTe DSL. Here is what changed in the ISA and how we used it.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Learn how to deploy Qwen3.8-2.4T-A95B, a 2.4-trillion-parameter open-weight model, on Amazon SageMaker HyperPod with vLLM. This walkthrough covers cluster provisioning, NVFP4 quantization, and an OpenAI-compatible endpoint with built-in reasoning, tool calling, and native MTP speculative decoding.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：At the IBC conference, running Sept. 11-14 in Amsterdam, the creative, technology and business communities are coming together to turn ideas into action and discuss innovations across the media and entertainment industries. More than 44,000 attendees from 170+ countries are gathering to explore 1,300+ exhibitions in 14+ halls and outdoor spaces, with over 600 speakers […]
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：TorchServe is no longer maintained, leaving teams to own the entire GPU inference stack. The AWS Ray Serve Deep Learning Container is a supported, pre-tested container with the framework, GPU drivers, and serving layer already assembled. This post walks through deploying a vision-language model on Amazon EKS using the Ray Serve DLC on a single GPU node.
Nous Research 將 Hermes Desktop 的本地開源模型部署簡化為單擊操作：應用會讀取硬體、從目錄中挑選適配 GPU 的模型、下載權重並自動配置 llama.cpp，全程無需賬戶。系統採用4bit量化下限、至少64K上下文視窗的推薦模型，並按綠色/琥珀色/紅色標註每款模型的視訊記憶體適配情況。
輝達推出免費開源軟體 PAIR（Personal AI Router），可將家庭網路中的閒置相容電腦連線起來，用於本地 AI 推理和智慧體（agentic）工作流。它支援 RTX 20 系列及以上、RTX Pro GPU、DGX Spark 系統以及 Apple M4 或更新晶片。PAIR 測試版即日起支援 Windows、Linux 和 macOS。
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Private AI search across your work. Ask across Google Drive, Dropbox, and Slack. Get source-backed answers without a permanent index. Choose German hosting or your own infrastructure. Create free account Create your acc…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The Hidden Bottleneck: Why Advanced Packaging is the Next AI Moat Executive Summary The market's obsession with GPU design is noise. The true bottleneck—and strategic moat—in the AI hardware race is not the silicon itse…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We're excited to share that AWS has been recognized as a Leader in The Forrester Wave: AI Infrastructure Solutions, Q4 2025. In this evaluation of 13 providers, AWS received the highest score in the Strategy category.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Three-quarters of Americans said in a recent poll that they oppose datacenters being built next to their homes Donald Trump has criticized communities pushing back against datacenter projects across the US amid a growing backlash, warning those that reject them risk becoming “backwards and poor”. As controversy surrounding local datacenter plans continues to swirl around election campaigns nationwide ahead of November’s midterm elections, the US president declared Americans “will only have yourselves to blame” if they are canceled. Continue reading...
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Investing Apple Is Suddenly an AI Infrastructure Stock as OpenAI Buys Macs by the Tens of Thousands OpenAI has been quietly buying Apple hardware by the tens of thousands, and it has nothing to do with iPhones or consum…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Learn how DSpark speculative decoding can improve local LLM generation speed using the same GPU, with Qwen3-8B, llama.cpp, and CUDA.
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Today, I’m talking with New York Governor Kathy Hochul, and I’ll just warn you — this episode moves really fast. It’s an election year, after all, with a shocking amount of tech policy at stake, and Governor Hochul has taken strong positions on almost every major tech issue there is. For example, Meta just reached a settlement with dozens of states, including New York, which will restrict how teens use platforms like Instagram in very specific ways. Governor Hochul is a strong supporter of those restrictions and more, as you’ll hear. But those come with a cost — widespread age verification means adults will also have to show ID to use the internet, which will essentially make it impossible to be anonymous online. Verge subscribers, don’t forget you get exclusiv…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.27550v1 Announce Type: new Abstract: Scaling robot data is crucial for building generalist Vision-Language-Action (VLA) models, yet robot trajectories are harder to scale than web-scale image-text data because embodied collection is costly and sparsely covers the physical world. This makes representation quality a central bottleneck: under a fixed robot-data budget, continued pre-training must turn limited trajectories into transferable visual-action knowledge rather than merely fit actions. We propose VLAct, a VLA-oriented VLM backbone trained on broad, heterogeneous, multi-embodiment robot data before task-specific fine-tuning. VLAct preserves the broad VLM prior and encourages shared action semantics across embodiments through VLM-prior preservati…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.27735v1 Announce Type: new Abstract: We present ABCD (Alpha-Composited Block Coordinate Descent), an out-of-core training framework for alpha-composited radiance fields, instantiated here for 3D Gaussian Splatting. Our method reformulates training as block coordinate descent over spatial partitions: only one block of parameters is active at a time, while all others are frozen. By exploiting the associativity of alpha blending, these inactive regions can be pre-rendered and collapsed into foreground and background RGBA images. As a result, for fixed partition size and image resolution, peak VRAM becomes O(1) with respect to total scene extent, rather than growing with full scene size. This enables GPUs with limited memory to train scenes that would ot…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.27584v1 Announce Type: new Abstract: Autonomous systems rely on extracting information from light, yet remain brittle in extreme environments, from nighttime navigation to high-speed robotics. Conventional sensors aggregate photons over fixed exposures, imposing trade-offs between sensitivity, dynamic range, and temporal resolution that degrade perception when photons are scarce or dynamics are rapid. Quanta sensors detect individual photons, but their streams exceed real-time compute and latency budgets by orders of magnitude. Here we introduce $\textit{probabilistic events}$, a computational primitive for real-time quanta perception from individual photon detections. By computing the posterior over the time since the last intensity change, we repre…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.27513v1 Announce Type: new Abstract: Softmax attention stores key and value vectors for every preceding token, causing inference memory to grow with sequence length. Recent language models incorporating Gated DeltaNet (GDN) or Kimi Delta Attention (KDA) reduce this cost by replacing the KV cache in most layers with fixed-size recurrent states. However, these recurrent states are commonly stored in FP32 and consume substantial GPU memory; their updates are memory-bandwidth bound and contribute significantly to decoding latency. To our knowledge, we are the first to study post-training quantization of recurrent states in GDN and KDA based language models. We find that uniform quantization provides a poor accuracy--storage trade-off: INT8 and FP8 alread…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Dr Simon Nieder on the global efforts needed to curb the threats posed by AI. Plus letters from Dr Anthony Harris and David Kyler Timothy Garton Ash is right that serious artificial intelligence risks demand international action, but “AI Hiroshima” may be the wrong picture (Would even an AI disaster on the scale of Hiroshima be enough to make humankind protect itself? I fear not, 22 August). Hiroshima was not technology going rogue. Human beings designed the bomb, authorised its use and dropped it. The technology worked much as intended. AI may one day behave in ways we cannot control, but many of the gravest harms could happen without any dramatic moment when “the AI takes over”. AI might help design a pathogen, find a vulnerability in critical infrastructure…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Your agent reads EDGAR. It cannot read DART. Your model knows NVIDIA. It guesses about SK Hynix. Ask it about both. “Find KOSDAQ names above RS 90 that pass the trend template.” Ask Claude and it screens every Korean li…
AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：In this tutorial, we build an ensemble weather forecasting workflow with NVIDIA Earth2Studio. We install the required Earth2Studio components while preserving Colab’s existing CUDA-enabled PyTorch environment, load the FCN prognostic model, and retrieve atmospheric initial conditions from GFS. We then implement a custom wind-power diagnostic that converts 10-meter wind components into turbine capacity factors, along […] The post Building Custom Batched Ensemble Weather Forecasting with NVIDIA Earth2Studio appeared first on MarkTechPost.