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  • All entries127,664
  • Agents10,695
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  • Hardware2,794
  • Industry6,825
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  • Research29,820
  • Safety19,755
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Search: “hardware”

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24 Aug 2026

NVIDIA Vera Rubin and Blackwell Set a New Standard for Agentic AI Performance per Watt

HardwareDGX agent

NVIDIA’s new GPUs in the Vera Rubin and Blackwell families set a new benchmark for agentic‑AI performance per watt on AgentX, an open‑source inference test that models realistic multi‑step, tool‑using

Nvidia’s dedicated inference accelerator Groq 3 LPX enters full production to supercharge AI agents

HardwareDGX agent

Chipmaker Nvidia Corp. says its dedicated artificial intelligence inference accelerator Groq 3 LPX has now entered full production as it strives to maintain its dominance in the world of AI compute. T

Perplexity has low tens of millions in revenue a month, and I’m not even talking about how much they lose. Nvidia had to step in to boost th…

HardwareDGX agent
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Perplexity has low tens of millions in revenue a month, and I’m not even talking about how much they lose. Nvidia had to step in to boost their valuation and give them first aid, either through cloud

Solving Agentic AI Fleet Challenges with NVIDIA Vera CPU

HardwareDGX agent

Agentic AI workloads exhibit extreme variability—telemetry from over 163,000 sessions shows more than 97 % have unique workload trajectories, rendering traditional multi‑design CPU fleets ineffective.

Sources: Nvidia-backed neocloud Lambda is in talks to raise up to 3B at a 12B+ valuation; its revenue this year is estimated to reach $1.5B+ (Bloomberg)

HardwareDGX agent

Bloomberg: Sources: Nvidia-backed neocloud Lambda is in talks to raise up to 3B at a 12B+ valuation; its revenue this year is estimated to reach 1.5B+ — Lambda Inc., an AI cloud-computing provider bac

SpaceX, in partnership with Nvidia, has designed a space-optimized Vera Rubin NVL72 system for launch to orbit in Q4 next year, with signifi…

HardwareDGX agent

SpaceX, in partnership with Nvidia, has designed a space-optimized Vera Rubin NVL72 system for launch to orbit in Q4 next year, with significant scale in 2028 The first CPU built for agents is going t

Taiwanese prosecutors indict nine people, including Nvidia and Super Micro employees, for allegedly helping illegally export AI servers to China (Reuters)

HardwareDGX agent

Reuters: Taiwanese prosecutors indict nine people, including Nvidia and Super Micro employees, for allegedly helping illegally export AI servers to China — Taiwan prosecutors said on Monday they had i

TurboBias 2.0: Streaming Context-Biasing for Production-Efficient ASR Systems

HardwareDGX agent

arXiv:2608.21343v1 Announce Type: cross Abstract: Contextualization is essential for production automatic speech recognition (ASR) systems, where user-provided phrases must be recognized accurately un

Ukraine says Russia used an Nvidia Jetson Orin computing module in its fully autonomous AI-guided drones; Nvidia says they're widely available on resale markets (Andrew E. Kramer/New York Times)

HardwareDGX agent

Andrew E. Kramer / New York Times: Ukraine says Russia used an Nvidia Jetson Orin computing module in its fully autonomous AI-guided drones; Nvidia says they're widely available on resale markets — Th

Ukrainian officials say an AI-guided, fully autonomous Russian drone killed three Ukrainians in a strike on a gas station in the city of Zaporizhzhia (New York Times)

HardwareDGX agent

New York Times: Ukrainian officials say an AI-guided, fully autonomous Russian drone killed three Ukrainians in a strike on a gas station in the city of Zaporizhzhia — An attack by what Ukrainian offi

Up to 30x More Work Per Watt: NVIDIA Vera Rubin NVL72 Sets a New Efficiency Standard for AI Agents

HardwareDGX agent

According to OpenRouter data, agentic AI workloads consume 15x more tokens than a simple chat request. Why? Consider what happens when an AI agent researches a company for an investment decision. The

Valid Inference with Synthetic Data via Task Exchangeability

HardwareDGX agent

arXiv:2606.13629v2 Announce Type: replace-cross Abstract: There is a proliferation of work arguing for the use of synthetic data in scientific research. For example, social scientists are arguing for

Very interesting new paper from NVIDIA. (bookmark it) It takes a closer look at evaluating agent skills. Enterprise teams are starting to le…

HardwareDGX agent

Very interesting new paper from NVIDIA. (bookmark it) It takes a closer look at evaluating agent skills. Enterprise teams are starting to leverage shared skill libraries, and the review gate is typica

With Groq 3 LPX in Full Production, NVIDIA Extends Vera Rubin Inference for Agents

HardwareDGX agent

The next era of AI inference won’t be defined by a single breakthrough chip, network or system. It’ll be defined by how every layer of the AI factory works together. That’s why NVIDIA is extending Ver

23 Aug 2026

Sources: Nvidia is in talks to invest in Perplexity's new equity round valuing it at $30B+; Nvidia considered a tech licensing deal and hiring some of its staff (The Information)

HardwareDGX agent

The Information: Sources: Nvidia is in talks to invest in Perplexity's new equity round valuing it at 30B+; Nvidia considered a tech licensing deal and hiring some of its staff — Nvidia is discussing

22 Aug 2026

NVIDIA built its own coding harness to optimize CUDA GPU kernels and achieved a 100% score on ARC-AGI-3’s 25 public games, solving all 183 l…

HardwareDGX agent

NVIDIA built its own coding harness to optimize CUDA GPU kernels and achieved a 100% score on ARC-AGI-3’s 25 public games, solving all 183 levels. With agents, we'll move from a world where it's quite

Sources: some of Nvidia's top customers have been told that prices will jump 15%+ on systems, including Vera Rubin and Grace Blackwell, starting in early 2027 (Bloomberg)

HardwareDGX agent

Bloomberg: Sources: some of Nvidia's top customers have been told that prices will jump 15%+ on systems, including Vera Rubin and Grace Blackwell, starting in early 2027 — Some of Nvidia Corp.'s bigge

21 Aug 2026

Anthropic hires Amir Salek, who ran Google's TPU business until 2022, to join its compute team as part of a push to develop its own chips (Dina Bass/Bloomberg)

HardwareDGX agent

Dina Bass / Bloomberg: Anthropic hires Amir Salek, who ran Google's TPU business until 2022, to join its compute team as part of a push to develop its own chips — Anthropic PBC has hired Amir Salek, a

FlashPrefill V2: Block-Sparse Prefill Attention for Long-Context LLM Serving

HardwareDGX agent

arXiv:2608.19758v1 Announce Type: new Abstract: Long-context modeling is a pivotal capability for Large Language Models, yet the quadratic complexity of attention remains a critical bottleneck, partic

GPU-Accelerated Clustering for Financial Instruments at Scale

HardwareDGX agent

AdaptGrow is a GPU‑accelerated matrix‑factorization framework that transforms rolling correlation or tail‑dependence matrices into hard clusters, soft factor loadings, and structural‑break signals for

Maximizing AI Factory Performance per Watt with NVIDIA DSX MaxLPS

HardwareDGX agent

NVIDIA DSX MaxLPS is a Dynamic Power Software (DPS) solution that reallocates power in real time across racks and GPUs to maximize performance per watt while operating within fixed facility limits. By

NVIDIA AVO Reaches 100% on ARC-AGI-3, Demonstrating a Frontier-Level General-Purpose Architecture for Long-Horizon Autonomous Agents

HardwareDGX agent

NVIDIA’s Agentic Variation Operators (AVO) architecture delivers a frontier‑level general‑purpose agent by integrating persistent memory, supervision, and tool use within the system harness rather tha

Nvidia makes a minority investment in Cloverleaf, which works with utilities and energy providers to secure infrastructure for data center sites (Rashika Singh/Reuters)

HardwareDGX agent

Rashika Singh / Reuters: Nvidia makes a minority investment in Cloverleaf, which works with utilities and energy providers to secure infrastructure for data center sites — Nvidia (NVDA.O) has made a m

Qwen3.8-27B at 262K context on a Strix Halo + RTX 3090 Ti: 9.5 -> 153 tok/s, and it beats a dual-3090 vLLM box on HumanEval

Model ReleasesDGX agent

Spent a while treating layer placement, KV format and llama.cpp itself as experimental variables. 159 logged experiments. Numbers first, caveats after. Hardware: AMD Ryzen AI MAX+ 395 (Strix Halo, 128

S^2GS: Structured Sparse Gaussian Streaming for Efficient Free-Viewpoint Video Reconstruction on Edge-IoT Devices

HardwareDGX agent

arXiv:2608.19639v1 Announce Type: new Abstract: Streaming reconstruction of Free-Viewpoint Videos (FVVs) supports immersive Internet of Things (IoT) services, such as telepresence and digital twin vis

Sources: Nvidia is in early talks with South Korean AI chip maker Rebellions for a potential deal, including a partnership, an investment, or an acquisition (Yoolim Lee/Bloomberg)

HardwareDGX agent

Yoolim Lee / Bloomberg: Sources: Nvidia is in early talks with South Korean AI chip maker Rebellions for a potential deal, including a partnership, an investment, or an acquisition — Nvidia Corp. is i

Space data center startup Starcloud raised a 250M extension, at a 2.3B valuation, to its March 170M Series A; source: Nvidia invested 25M (Tim Fernholz/TechCrunch)

HardwareDGX agent

Tim Fernholz / TechCrunch: Space data center startup Starcloud raised a 250M extension, at a 2.3B valuation, to its March 170M Series A; source: Nvidia invested 25M — Starcloud, a startup developing s

Stop Making TUIs

HardwareDGX agent

Stop Making TUIs Thomas Ptacek advocates for building real native user interfaces for even the smallest of personal tools, because coding agents have reduced the cost of getting a usable-enough GUI up

TorchDCM: A Unified PyTorch-Native Package for Discrete Choice Modeling

HardwareDGX agent

arXiv:2608.19231v1 Announce Type: cross Abstract: Estimating large and simulation-intensive discrete choice models (DCMs) requires repeated evaluation of utilities, probabilities, derivatives, and sim

Where Security Fits in an AI Agent Stack

HardwareDGX agent

Recent frontier‑AI incidents show agents can bypass intended restrictions, underscoring the need to embed security controls at the runtime and infrastructure layers of an AI agent stack rather than wi

20 Aug 2026

A milestone for our infrastructure: our first NVIDIA Vera Rubin racks are here and now running our training stack. This is an important step…

HardwareDGX agent

A milestone for our infrastructure: our first NVIDIA Vera Rubin racks are here and now running our training stack. This is an important step as we expand compute that powers OpenAI's next generation o

AI bull reluctantly acknowledging some cracks in the story

HardwareDGX agent

AI bull reluctantly acknowledging some cracks in the story Over the past week, we are seeing some early cracks in our GPU availability data...not going to overreact but have to call balls and strikes.

Bring the Fire: Play Games on GeForce NOW With New Firefox Browser Support

HardwareDGX agent

It’s a new way into the cloud. GeForce NOW welcomes Firefox support to the cloud, opening up another way to jump into high-performance PC gaming straight from the browser, starting today. Whether on a

Depth Anything V4: Dynamic 4D Scene Reconstruction via Riemannian Flow Matching on 4D Gaussian Splatting

HardwareDGX agent

arXiv:2608.18388v1 Announce Type: new Abstract: We present Depth Anything V4 (DAV4), a framework for dynamic 4D scene reconstruction from monocular video. Our key contribution is the application of Ri

EfficientSync: Real-Time Lip Synchronization via Deformation-Based Reference Texture Mixing

HardwareDGX agent

arXiv:2608.18832v1 Announce Type: new Abstract: Audio-driven lip synchronization manipulates the mouth region of a talking-face video to match the driving audio while preserving head pose, identity, a

Entropy-Constrained Adaptive Stochastic Quantization

HardwareDGX agent

arXiv:2608.18147v1 Announce Type: cross Abstract: Adaptive stochastic quantization (ASQ) is a recently introduced quantization approach that optimizes the Mean Squared Error (MSE) for a given input wh

How Generative Recommenders Are Redefining RecSys at Scale

HardwareDGX agent

Generative recommenders (GRs) replace traditional embedding‑based methods with transformer‑style sequence models like HSTU and Semantic IDs, addressing scalability, cold‑start, and long‑tail issues in

Large Language Model for Verilog Code Generation: Literature Review and the Road Ahead

SafetyDGX agent

arXiv:2512.00020v3 Announce Type: replace-cross Abstract: Code generation has emerged as a critical research area at the intersection of Software Engineering (SE) and Artificial Intelligence (AI), att

LLM-Powered Predictive Decision-Making for Sustainable Data Center Operations

HardwareDGX agent

arXiv:2608.18503v1 Announce Type: new Abstract: The growing demand for AI-driven workloads, particularly from Large Language Models (LLMs), has raised concerns about the significant energy and resourc

Sanja Fidler’s world model startup Veeda AI raises $90M in seed funding

HardwareDGX agent

Veeda AI, a startup led by a team of former Nvidia Corp. researcher and renowned computer scientist Sanja Fidler, has taken its bow on the main stage after raising 90 million in a seed funding round t

SMTrap: Cost-Effective DoS Attacks Against Large Reasoning Models via SMT Conflict Guidance

HardwareDGX agent

arXiv:2608.18921v1 Announce Type: cross Abstract: Existing LRM-DoS methods rely heavily on model feedback to synthesize attack queries, requiring either repeated queries to the target model or trainin

Sources: Nvidia plans to begin small-batch shipments of an LPU tailored for Chinese customers by the end of 2026; the chip complies with US export control rules (Qianer Liu/The Information)

HardwareDGX agent

Qianer Liu / The Information: Sources: Nvidia plans to begin small-batch shipments of an LPU tailored for Chinese customers by the end of 2026; the chip complies with US export control rules — Nvidia

Sources: Poolside struck a non-exclusive 6B licensing deal with Nvidia, plus a 1B investment at a $12B pre-money valuation; 109 staffers get Nvidia job offers (Newcomer)

HardwareDGX agent

Newcomer: Sources: Poolside struck a non-exclusive 6B licensing deal with Nvidia, plus a 1B investment at a $12B pre-money valuation; 109 staffers get Nvidia job offers — EXCLUSIVE TO NEWCOMER: Poolsi

TokenPowerSandbox: Evidence-Gated CPU-First Screening for Energy-Aware LLM Serving

HardwareDGX agent

arXiv:2608.18149v1 Announce Type: cross Abstract: Energy-aware LLM serving requires comparing configurations under realistic request shapes, yet exhaustive target-GPU profiling is costly and a cheap p

Tuning the Stochastic Machine: A Systems Engineer's Operating Model for Human-AI Engineering

HardwareDGX agent

arXiv:2608.19125v1 Announce Type: new Abstract: When an expert corrects an LLM assistant's error, the correction usually dies with the session, and the error class returns. I argue this is an operatio

Waymo says it has built an ASIC chip that will improve its robotaxis' reflexes and navigational skills and help it diversify away from companies like Nvidia (Edward Ludlow/Bloomberg)

HardwareDGX agent

Edward Ludlow / Bloomberg: Waymo says it has built an ASIC chip that will improve its robotaxis' reflexes and navigational skills and help it diversify away from companies like Nvidia — Alphabet Inc.'

Whole-Piece Training for Symbolic Music Language Models via Full-Horizon Compressed Recurrence

HardwareDGX agent

arXiv:2602.19816v3 Announce Type: replace-cross Abstract: For computational efficiency, modern language models are typically trained on independently sampled fixed-length sequences. Symbolic music lan

19 Aug 2026

Building Federated Multimodal AI Workflows with NVIDIA FLARE

HardwareDGX agent

NVIDIA FLARE orchestrates federated multimodal AI training by supporting both full‑model and parameter‑efficient (adapter‑based) communication patterns, using large‑object externalization, tensor stre

Developing NVIDIA Holoscan Applications with CLI, Skills, and AI Coding Agents

HardwareDGX agent

The blog describes the iterative development of a real‑time endoscopic tool‑segmentation application using NVIDIA Holoscan, HoloHub, and an AI coding agent. Each cycle consisted of engineering-defined

Differentiable Voronoi Ray Tracing Beyond Rasterization Speeds

HardwareDGX agent

arXiv:2608.17682v1 Announce Type: new Abstract: Real-time novel view synthesis is dominated by rasterized explicit primitives. These projection-based pipelines provide high throughput but require spec

Evaluating AI Agent Skill Performance with NVIDIA SkillEvaluator

HardwareDGX agent

NVIDIA SkillEvaluator is an open‑source framework that measures how pre‑verified “skills” improve AI agent performance through static checks, distinctiveness analysis, and live task runs in isolated e

Great paper if you are building production-grade agents. It's a good way to understand what is actually incurring costs in your agents, whic…

HardwareDGX agent

Great paper if you are building production-grade agents. It's a good way to understand what is actually incurring costs in your agents, which involve more complex components and decisions. This works

Hermes now leverages NVIDIA's SkillEvaluator on skill installs, checking for PII, leaked secrets, Unicode smuggling, licensing and security …

HardwareDGX agent

Hermes now leverages NVIDIA's SkillEvaluator on skill installs, checking for PII, leaked secrets, Unicode smuggling, licensing and security issues before you confirm. We pointed it at our own bundled

Multi-Scale Spectral Attention Module-based Hyperspectral Segmentation in Autonomous Driving Scenarios

HardwareDGX agent

arXiv:2506.18682v3 Announce Type: replace-cross Abstract: Recent advances in autonomous driving (AD) have highlighted the potential of hyperspectral imaging (HSI) for enhanced environmental perception

NeuroAbs: A Neuro-Symbolic RTL Abstraction Framework for Property Checking Acceleration

TutorialsDGX agent

arXiv:2608.17304v1 Announce Type: cross Abstract: Formal verification is a crucial technique for ensuring the functional correctness of hardware designs. In the context of property checking, a key cha

Nvidia, with quarterly free cash flow up 18x over the past three years to $48.5B, is using its balance sheet and credit rating to build an AI capital moat (Ari Levy/CNBC)

HardwareDGX agent

Ari Levy / CNBC: Nvidia, with quarterly free cash flow up 18x over the past three years to $48.5B, is using its balance sheet and credit rating to build an AI capital moat — Nvidia's massive head star

Parallel Branch Model Predictive Control on GPUs

HardwareDGX agent

arXiv:2506.13624v2 Announce Type: replace-cross Abstract: We present a GPU-based solver for trajectory planning problems using branch Model Predictive Control. Building on iterative LQR methods, we ad

Picard Proximal Monte Carlo for Parallel Bayesian Imaging with Score-Based Generative Priors

HardwareDGX agent

arXiv:2608.17666v1 Announce Type: new Abstract: Bayesian imaging inverse problems often require sampling from high-dimensional posterior distributions. While recent score-based and diffusion models pr

rl-triton: High-Performance Triton GPU Kernels for Reinforcement Learning Credit Assignment

HardwareDGX agent

arXiv:2608.17641v2 Announce Type: new Abstract: We present rl-triton, an open-source library of high-performance GPU kernels for reinforcement learning credit assignment, implemented in Triton. The co

Seeing is Free, Speaking is Not: Uncovering the True Energy Bottleneck in Edge VLM Inference

Local AiDGX agent

arXiv:2607.09520v2 Announce Type: replace-cross Abstract: Vision-Language Models (VLMs) are the perceptual backbone of embodied AI, but their energy footprint on edge hardware remains poorly understoo

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