PARTNER CONTENT: For years, data science and engineering teams have faced a familiar challenge: turning vast, messy datasets into timely, reliable insights. …
Automating Data Pipelines With AI Agents was written by David Gordon at The Next Platform.
There are four businesses that are very difficult for an equipment manufacturer in the IT sector to make any money on: smartphones, PCs, datacenter servers, and services. …
Hope Is The First Phase Of A Strategy To Profit From Selling AI Systems was written by Timothy Prickett Morgan at The Next Platform.
Today, we are announcing Cloudflare’s Browser Developer Program, a collaborative initiative to strengthen partnership between Cloudflare and browser development teams.
Browser developers can apply to join here.
At Cloudflare, we aim to help build a better Internet. One way we achieve this is by providing website owners with the tools to detect and block unwanted traffic from bots through Cloudflare Challenges or Turnstile. As both bots and our detection systems become more sophisticated, the security checks required to validate human traffic become more complicated. While we aim to strike the right balance, we recognize these security measures can sometimes cause issues for legitimate browsers and their users.
A core objective of the program is to provide a space for intentional collaboration where we can work directly with browser developers to ensure that both accessibility and security can co-exist. We aim to support the evolving browser landscape, while upholding our responsibility to our customers to deliver the best security products. This program provides a dedicated channel for browser teams to share feedback, report issues, and help ensure that Cloudflare’s Challenges and Turnstile work seamlessly with all browsers.
Browser developers in Continue reading
From a network engineer’s perspective, it is not mandatory to understand the full functionality of every application running in a datacenter. However, understanding the communication patterns of the most critical applications—such as their packet and flow sizes, entropy, transport frequency, and link utilization—is essential. Additionally, knowing the required transport services, including reliability, in-order packet delivery, and lossless transmission, is important.
In AI fabrics, a neural network, including both its training and inference phases, can be considered an application. For this reason, this section first briefly explains the basic operation of the simplest neural network: the Feed Forward Neural Network (FNN). It then discusses the operation of a single neuron. Although a deep understanding of the application itself is not required, this section equips the reader with knowledge of what pieces of information are exchanged between GPUs during each phase and why these data exchanges are important.
Figure 1-7 illustrates a simple four-layer Feed Forward Neural Network (FNN) distributed across four GPUs. The two leftmost GPUs reside in Node-1, and the other two GPUs reside in Node-2. The training data is fed into the first layer. In real neural networks, this first layer is the input Continue reading
The Ultra Ethernet Specification v1.0 (UES), created by the Ultra Ethernet Consortium (UEC), defines end-to-end communication practices for Remote Direct Memory Access (RDMA) services in AI and HPC workloads over Ethernet network infrastructure. UES not only specifies a new RDMA-optimized transport layer protocol, Ultra Ethernet Transport (UET), but also defines how the full application stack—from Software through Transport, Network, Link, and Physical—can be adjusted to provide improved RDMA services while continuing to leverage well-established standards. UES includes, but is not limited to, a software API, mechanisms for low-latency and lossless packet delivery, and an end-to-end secure software communication path.
Before diving into the details of Ultra Ethernet, let’s briefly look at what we are dealing with when we talk about an AI cluster. From this point onward, we focus on Ultra Ethernet from the AI cluster perspective. This chapter first introduces the AI cluster networking. Then, it briefly explains how a neural network operates during the training process, including an short introduction to the backpropagation algorithm and its forward and backward pass functionality.
Note: This book doesn’t include any complex mathematical algorithms related backpropagation algorithm, or detailed explanation of different neural networks. I have written a book Continue reading
Sometimes, when datacenter computing does a paradigm shift, things get cheaper, like the move to RISC/Unix systems in the 1990s, and then to X86 systems in the 2000s. …
To Beat Neocloud Rivals To OpenAI, CoreWeave Spends Like Crazy was written by Timothy Prickett Morgan at The Next Platform.
The Calico team was thrilled to participate in KubeCon + CloudNativeCon North America 2025, where we’ll be showcasing the latest advancements in Kubernetes networking, network security, and observability. We’re excited to connect with the vibrant cloud-native community, share insights, and demonstrate how Calico Open Source continues to empower organizations worldwide.
Go Deeper: Calico Silent Disco Schedule at Booth #521CalicoCon North America 2025, your go-to event for the latest in Kubernetes networking, network security, and observability.
Hosted by the Calico team, this hybrid event is your chance to hear directly from Calico engineers and leadership, get hands-on with new features, and take an in-depth look at the state of Project Calico.
We’ll dive into Calico 3.30, Calico eBPF, and Calico Whisker: open source observability for Kubernetes.
To view the full agenda & register, see below or click here:
Event Details
Date: November 10, 2025
Time: 1:00pm to 5:00pm EST
Location: Virtual | The Westin Peachtree Plaza Atlanta
After a day of deep dives and technical Continue reading
What is the relationship between humans and machines? Do we adapt to machines, or do we adapt machines to humans? Does technology drive culture, or does our culture drive our technology? Join Mark Prosser, Eyvonne, Tom, and Russ as they discuss what a sociotechnical system is and how it impacts our lives.
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On August 13, security researchers at Tel Aviv University disclosed a new HTTP/2 denial-of-service (DoS) vulnerability that they are calling MadeYouReset (CVE-2025-8671). This vulnerability exists in a limited number of unpatched HTTP/2 server implementations that do not sufficiently enforce restrictions on the number of times a client may send malformed frames. If you’re using Cloudflare for HTTP DDoS mitigation, you’re already protected from MadeYouReset.
Cloudflare was informed of this vulnerability in May through a coordinated disclosure process, and we were able to confirm that our systems were not susceptible, due in large part to the mitigations we put in place during Rapid Reset (CVE-2023-44487). MadeYouReset and Rapid Reset are two conceptually similar HTTP/2 protocol attacks that exploit a fundamental feature within the HTTP/2 specification: stream resets. In the HTTP/2 protocol, a "stream" represents an independent series of HTTP request/response pairs exchanged between the client and server within an HTTP/2 connection. The stream reset feature is intended to allow a client to initiate an HTTP request and subsequently cancel it before the server has delivered its response.
The vulnerability exploited by both MadeYouReset and Rapid Reset lies in the potential for malicious actors to abuse this Continue reading
Have you ever had to defend your choice of internet service provider? All you can say is: “Everyone says they’re reliable”, “My buddy recommended them.”, “They are the incumbent player”. But when pressed about frequent connectivity issues, then what? Sound familiar? This plays out in businesses across the world every day. We make one of […]
The post Transform ISP Choice from Anecdote to Evidence first appeared on Rick Mur.Speaking metaphorically, the blast area of a datacenter should only be so large, for mechanical as well as technical reasons, in order to mitigate the risk of a failure taking out too many machines. …
Broadcom Stretches Switching Across Datacenters With Jericho 4 was written by Timothy Prickett Morgan at The Next Platform.