惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Cisco Talos Blog
Cisco Talos Blog
K
Kaspersky official blog
T
The Exploit Database - CXSecurity.com
NISL@THU
NISL@THU
AWS News Blog
AWS News Blog
V2EX - 技术
V2EX - 技术
Google DeepMind News
Google DeepMind News
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
S
Security @ Cisco Blogs
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Recent Commits to openclaw:main
Recent Commits to openclaw:main
J
Java Code Geeks
Microsoft Azure Blog
Microsoft Azure Blog
Attack and Defense Labs
Attack and Defense Labs
Jina AI
Jina AI
The Last Watchdog
The Last Watchdog
W
WeLiveSecurity
H
Help Net Security
V
Visual Studio Blog
宝玉的分享
宝玉的分享
C
Cybersecurity and Infrastructure Security Agency CISA
T
Threat Research - Cisco Blogs
IT之家
IT之家
Hugging Face - Blog
Hugging Face - Blog
Latest news
Latest news
T
Tor Project blog
I
Intezer
美团技术团队
GbyAI
GbyAI
T
Tailwind CSS Blog
Last Week in AI
Last Week in AI
博客园 - 三生石上(FineUI控件)
Google DeepMind News
Google DeepMind News
Scott Helme
Scott Helme
Y
Y Combinator Blog
博客园 - 司徒正美
T
Tenable Blog
O
OpenAI News
N
News and Events Feed by Topic
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
V
Vulnerabilities – Threatpost
P
Palo Alto Networks Blog
博客园 - 聂微东
酷 壳 – CoolShell
酷 壳 – CoolShell
D
Darknet – Hacking Tools, Hacker News & Cyber Security
T
Threatpost
Google Online Security Blog
Google Online Security Blog
Apple Machine Learning Research
Apple Machine Learning Research
云风的 BLOG
云风的 BLOG
Help Net Security
Help Net Security

The Register - Software: AI + ML

Anthropic, now atop the AI bubble, files for its IPO Sick and wrong: Ontario auditors find doctors' AI note takers routinely blow basic facts OpenAI exec says it will burn $50B on compute this year Anthropic unleashes finance agents for Claude IBM asks DBAs to trust AI to act on their behalf ServiceNow adds agent kill switches to AI control tower British mathematician hands OpenClaw agent a credit card Microsoft fixes VS Code after Copilot credited human code Shadow IT has given way to shadow AI. Enter AI-BOMs AI inference just plays by different rules How TeamViewer ONE transforms IT operations from firefighting to autopilot How TeamViewer ONE transforms IT operations firefighting aut Inference is giving AI chip startups a 2nd chance to shine How to roll your own local AI coding agents CIOs will be the governors for AI agents Govern your bots carefully or chaos could ensue Mozilla pushes back against Google's Prompt API SAP user group slams 'uncertainty' in ERP giant's API policy Microsoft boss tells investors the company is working to 'win back fans' Anthropic tops OpenAI in LLM revenue stakes Amazon's chips become a $20B business Fooling large language models just keeps getting simpler Amazon tells its engineers to review all AI output ZTE powers 2026 Jiangsu Football League with 5G-A & AI robot Future holiday horror: ‘A robot lost my luggage in Tokyo’ The future of software development has less development OpenAI jumps out of Microsoft's bed, into Amazon's Bedrock Vintage chatbot lives in the past like an elderly relative IBM's AI coding 'partner' Bob hits general availability Locked, stocked, and losing budget: AI vendor lock-in bites Ex-AWS legend explains what enterprises need to make AI work DeepSeek's new models offer big inference cost savings Anthropic admits it dumbed down Claude with 'úpgrades' Microsoft gives your Word documents an AI co-author you didn’t ask for Datadog digs down into GPU efficiency as AI costs soar Robotic arm powered by AI bats away ping-pong challenge Partnerships drive ZTE’s strategy to unlock AI potential Gov.uk says AI gaslighting Brits with stale Gov.uk data Google says it has all the answers for AI agent sprawl NeuBird plans a bright future for incident response NeuBird AI plans a bright future for incident response AI-assisted intruders pwned Vercel via OAuth abuse and a pilfered employee account Vibe coding upstart Lovable denies data leak, cites 'intentional behavior,' then throws HackerOne under the bus Schmoozebots: study finds flattery will get AI everywhere New Android development tool designed for robots, not humans AI is reshaping Britain's datacenter map away from London Just like phishing for gullible humans, prompt injecting AIs is here to stay Anthropic debuts Claude Design, because who needs designers? Mozilla takes on enterprise AI providers with Thunderbolt Anthropic ejects bundled tokens from enterprise seat deal Maine to pause big bit barns as local opposition spreads If you want into Anthropic's Claude club, you may have to show ID Git identity spoof fools Claude into giving bad code the nod Nobody knows how many CVEs Anthropic's Project Glasswing has actually found Allbirds shoe company moving to AI infra is the top Bad teacher bots can leave hidden marks on model students Networks not ready for the challenges of AI traffic US states can't account for datacenter tax breaks. Literally Salesforce debuts Headless 360 agentic platform Waymo's self-driving cars face their toughest test yet: London Commvault has a Ctrl+Z for rogue AI agents Nvidia slaps forehead: AI, that's what quantum needs! OpenAI CEO Sam Altman home attack suspect charged Anthropic: Claude quota drain not caused by cache tweaks AI vs the cold hard reality of the legal profession China wants AI to prepare school lessons and mark homework Linux 7.0 debuts as Linus Torvalds ponders AI's impact Anthropic's Mythos has The Kettle crew curious, skeptical I vibe coded web app: It was enlightening and uncomfortable The AI divide putting open weights models in spotlight Amazon rejects AWS climate disclosure proposal UK to spend £15M on AI mapping in knife crime crackdown UK to spend £15M on AI-powered crime mapping in knife violence crackdown Rebrand automation as 'zero-token architecture' to master AI Call your existing automation ‘zero-token architecture’ to become an instant agentic AI wiz Only 28% of AI infrastructure projects fully pay off UALink delivers 2.0 spec before v. 1.0 silicon ships Only 28% of AI infrastructure projects fully pay off, survey finds No-Nvidia interconnect club delivers 2.0 spec before v1.0 silicon ships Anthropic reveals $30bn run rate and plans to use 3.5GW of new Google AI chips AI slop got better, so now maintainers have more work AMD's AI director slams Claude Code for becoming dumber and lazier since last update Anthropic closes door on subscription use of OpenClaw AI will make anyone a 10x programmer, but with 10x the cleanup PrismML debuts energy-sipping 1-bit LLM in bid to free AI from the cloud Netflix – yes, Netflix – jumps on the AI bandwagon with video editor AI models will deceive you to save their own kind Google battles Chinese open-weights models with Gemma 4 Microsoft shivs OpenAI with three new AI models for speech and images They thought they were downloading Claude Code source. They got a nasty dose of malware instead Even Microsoft knows Copilot shouldn't be trusted with anything important Google's TurboQuant saves memory, but won't save us from DRAM-pricing hell Claude Code bypasses safety rule if given too many commands OpenAI gets $122B to 'just build things' as the world blows them up One in seven Americans are ready for an AI boss, but they might not trust it Claude Code source leak reveals how much info Anthropic can hoover up about you and your system Oracle cuts jobs across sales, engineering, security Anthropic goes nude, exposes Claude Code source by accident GitHub backs down, kills Copilot pull-request ads after backlash Microsoft Fabric Database Hub only a 'partial' solution for admins
Astera speaks softly and carries a big switch
Tobias Mann Tobias Mann · 2026-05-06 · via The Register - Software: AI + ML

AI + ML

High-speed connectivity without NVLink baggage

Astera Labs unveiled an alternative to Nvidia's NVSwitch for building rack-scale AI systems on Tuesday, claiming it will work with nearly any accelerator.

The AI fabric switch, codenamed Scorpio X, crams 320 lanes of PCIe 6.0 connectivity into a single ASIC with 5.12 TB/s of bidirectional bandwidth.

Historically, PCIe switches have been used in a variety of applications including scale-out compute fabrics. CPUs alone either didn't offer enough or fast enough lanes for all the GPUs, NICs, and storage required. So, rather than hanging everything off the CPU, a PCIe switch, often built into the NIC, was used to connect everything together.

Astera contends that with a big enough switch, PCIe is a viable alternative to interconnects like NVLink, in the scale-up fabrics used to make dozens or more GPUs behave more like a single large one without needing to redesign their accelerators.

However, Astera hasn't just built a bigger PCIe switch. Scorpio is equipped with many of the same in-network compute capabilities as Nvidia's NVSwitch, which help to accelerate collective communications.

These communications are especially important for generative AI inference. Large language models have become rather chatty from a network standpoint as mixture-of-experts (MoE) architectures have caught on.

MoE models are composed of multiple sub-models called experts. For each token generated, a different selection of experts, potentially running on different GPUs, may be used. 

By moving collective communications to the switch, the GPUs spend less time waiting for the network to catch up and more time churning out tokens.

Astera has gone so far as to develop a multicast operation optimized for MoE inference that it calls Hypercast.

"One of the limitations of the standard multicast is the number of groups you can actually support, as well as the dynamic nature of needing to change those groups on the fly for mixture-of-experts models," Ahmad Danesh, AVP of product management at Astera, told El Reg.

Where Scorpio fits in the scale-up ecosystem

While there are clear benefits to using PCIe as a chip-to-chip interconnect, Scorpio isn't exactly a replacement for Nvidia's NVSwitch chips. NVSwitch 6, announced at CES in January, offers nearly 3x the bandwidth at 14.4 TB/s.

However, Astera doesn't need to compete with NVSwitch directly. In fact, Astera announced plans to extend support for NVLink Fusion, Nvidia's attempt to open its high-speed interconnect to the broader ecosystem, last spring.

Instead, Scorpio is being positioned more as a vendor agnostic alternative. Technologies like NVLink Fusion or the emerging UALink protocol are gaining traction, but chips need to be designed around them.

PCIe works with just about anything because it's already used to get data in and out of the accelerators. For example, if you wanted to stitch together 32 or more Nvidia RTX Pro 6000 Server cards, you'd need a PCIe switch, since those GPUs don't support NVLink at all. 

PCIe also makes it easier to mix and match chips for disaggregated inference architectures, like we've seen with Nvidia and Groq, AWS and Cerebras, or Intel and SambaNova.

These architectures involve using one accelerator for compute heavy prefill operations and another for bandwidth intensive decode operations. For this to work, the chips have to be connected to one another. Many AI chip builders are doing this over Ethernet, but PCIe would be more direct.

Alongside its Scorpio X family of chips, Astera is also expanding its Scorpio P-series switches with models ranging from 32 to 320 lanes of PCIe connectivity.

All of these switches work with its COSMOS management suite, a hardware monitoring platform designed to help track down and resolve issues across the network fabric. 

Astera's refreshed Scorpio switches are currently sampling with production expected to ramp in the second half of 2026. ®