NB518: Clock Starts For New Intel CEO; Arista Load Balancing Targets AI Infrastructure
Take a Network Break! We start with warnings about an Apple Webkit zero day and ransonware exploits against known Fortinet vulnerabilites, and discuss attribution issues with the X DDoS attack. Intel names Lip-Bu Tan as Chief Resurrection Officer, but how long does he have before investors get antsy? HPE plans to lay off thousands of... Read more »Tensor Parallelism
The previous section described how Pipeline Parallelism distributes entire layers across multiple GPUs. However, Large Language Models (LLMs) based on transformer architectures contain billions of parameters, making this approach insufficient.
For example, GPT-3 has approximately 605 million parameters in a single self-attention layer and about 1.2 billion parameters in a feedforward layer, and these figures apply to just one transformer block. Since GPT-3 has 96 transformer blocks, the total parameter count reaches approximately 173 billion. When adding embedding and normalization parameters, the total increases to roughly 175 billion parameters.
The number of parameters in a single layer alone often exceeds the memory capacity of a single GPU, making Pipeline Parallelism insufficient. Additionally, performing large matrix multiplications on a single GPU would be extremely slow and inefficient. Tensor Parallelism addresses this challenge by splitting computations within individual layers across multiple GPUs rather than assigning whole layers to separate GPUs, as done in Pipeline Parallelism.
Chapter 7 introduces Transformer architecture but for memory refreshing, figure 8-15 illustrates a stack of decoder modules in a transformer architecture. Each decoder module consists of a Self-Attention layer and a Feedforward layer. The figure also shows how an input word, represented by x1, is first Continue reading
Password reuse is rampant: nearly half of observed user logins are compromised
Accessing private content online, whether it's checking email or streaming your favorite show, almost always starts with a “login” step. Beneath this everyday task lies a widespread human mistake we still have not resolved: password reuse. Many users recycle passwords across multiple services, creating a ripple effect of risk when their credentials are leaked.
Based on Cloudflare's observed traffic between September - November 2024, 41% of successful logins across websites protected by Cloudflare involve compromised passwords. In this post, we’ll explore the widespread impact of password reuse, focusing on how it affects popular Content Management Systems (CMS), the behavior of bots versus humans in login attempts, and how attackers exploit stolen credentials to take over accounts at scale.
As part of our Application Security offering, we offer a free feature that checks if a password has been leaked in a known data breach of another service or application on the Internet. When we perform these checks, Cloudflare does not access or store plaintext end user passwords. We have built a privacy-preserving credential checking service that helps protect our users from compromised credentials. Passwords are hashed – i.e., converted into a random string of characters Continue reading
Enhanced security and simplified controls with automated botnet protection, cipher suite selection, and URL Scanner updates
At Cloudflare, we are constantly innovating and launching new features and capabilities across our product portfolio. Today, we're releasing a number of new features aimed at improving the security tools available to our customers.
Automated security level: Cloudflare’s Security Level setting has been improved and no longer requires manual configuration. By integrating botnet data along with other request rate signals, all customers are protected from confirmed known malicious botnet traffic without any action required.
Cipher suite selection: You now have greater control over encryption settings via the Cloudflare dashboard, including specific cipher suite selection based on our client or compliance requirements.
Improved URL scanner: New features include bulk scanning, similarity search, location picker and more.
These updates are designed to give you more power and flexibility when managing online security, from proactive threat detection to granular control over encryption settings.
Cloudflare’s Security Level feature was designed to protect customer websites from malicious activity.
Available to all Cloudflare customers, including the free tier, it has always had very simple logic: if a connecting client IP address has shown malicious behavior across our network, issue a managed challenge. The system tracks malicious behavior Continue reading
Email Security now available for free for political parties and campaigns through Cloudflare for Campaigns
At Cloudflare, we believe that every political candidate — regardless of their affiliation — should be able to run their campaign without the constant worry of cyber attacks. Unfortunately, malicious actors, such as nation-states, financially motivated attackers, and hackers, are often looking to disrupt campaign operations and messaging. These threats have the potential to interfere with the democratic process, weaken public confidence, and cause operational challenges for campaigns of all scales.
In 2020, in partnership with the non-profit, non-partisan Defending Digital Campaigns (DDC), we launched Cloudflare for Campaigns to offer a free package of cybersecurity tools to political campaigns, especially smaller ones with limited resources. Since then, we have helped over 250 political campaigns and parties across the US, regardless of affiliation.
This is why we are excited to announce that we have extended our Cloudflare for Campaigns product suite to include Email Security, to secure email systems that are essential to safeguarding the integrity and success of a political campaign. By preventing phishing, spoofing, and other email threats, it helps protect candidates, staff, and supporters from cyberattacks that could compromise sensitive data.
Phishing attacks on political campaigns have been a Continue reading
Advancing account security as part of Cloudflare’s commitment to CISA’s Secure by Design pledge
In May 2024, Cloudflare signed the Cybersecurity and Infrastructure Security Agency (CISA) Secure By Design pledge. Since then, Cloudflare has been working to enhance the security of our products, ensuring that users are better protected from evolving threats.
Today we are excited to talk about the improvements we have made towards goal number one in the pledge, which calls for increased multi-factor authentication (MFA) adoption. MFA takes many forms across the industry, from app-based and hardware key authentication, to email or SMS. Since signing the CISA pledge we have continued to iterate on our MFA options for users, and most recently added support for social logins with Apple and Google, building on the strong foundation that both of these partners offer their users with required MFA for most accounts. Since introducing social logins last year, about 25% of our users use it weekly, and it makes up a considerable portion of our MFA secured users. There’s much more to do in this space, and we are continuing to invest in more options to help secure your accounts.
According to the 2024 Verizon Data Breach Investigations Continue reading
Conventional cryptography is under threat. Upgrade to post-quantum cryptography with Cloudflare Zero Trust
Quantum computers are actively being developed that will eventually have the ability to break the cryptography we rely on for securing modern communications. Recent breakthroughs in quantum computing have underscored the vulnerability of conventional cryptography to these attacks. Since 2017, Cloudflare has been at the forefront of developing, standardizing, and implementing post-quantum cryptography to withstand attacks by quantum computers.
Our mission is simple: we want every Cloudflare customer to have a clear path to quantum safety. Cloudflare recognizes the urgency, so we’re committed to managing the complex process of upgrading cryptographic algorithms, so that you don’t have to worry about it. We're not just talking about doing it. Over 35% of the non-bot HTTPS traffic that touches Cloudflare today is post-quantum secure.
The National Institute of Standards and Technology (NIST) also recognizes the urgency of this transition. On November 15, 2024, NIST made a landmark announcement by setting a timeline to phase out RSA and Elliptic Curve Cryptography (ECC), the conventional cryptographic algorithms that underpin nearly every part of the Internet today. According to NIST’s announcement, these algorithms will be deprecated by 2030 and completely disallowed by 2035.
At Cloudflare, we aren’t waiting until 2035 or even Continue reading
Chaos in Cloudflare’s Lisbon office: securing the Internet with wave motion
Over the years, Cloudflare has gained fame for many things, including our technical blog, but also as a tech company securing the Internet using lava lamps, a story that began as a research/science project almost 10 years ago. In March 2025, we added another layer to its legacy: a "wall of entropy" made of 50 wave machines in constant motion at our Lisbon office, the company's European HQ.
These wave machines are a new source of entropy, joining lava lamps in San Francisco, suspended rainbows in Austin, and double chaotic pendulums in London. The entropy they generate contributes to securing the Internet through LavaRand.
The new waves wall at Cloudflare’s Lisbon office sits beside the Radar Display of global Internet insights, with the 25th of April Bridge overlooking the Tagus River in the background.
It’s exciting to see waves in Portugal now playing a role in keeping the Internet secure, especially given Portugal’s deep maritime history.
The installation honors Portugal’s passion for the sea and exploration of the unknown, famously beginning over 600 years ago, in 1415, with pioneering vessels like caravels and naus/carracks, precursors to galleons and other ships. Portuguese sea exploration was driven by navigation schools Continue reading
Offline PKI using 3 YubiKeys and an ARM single board computer
An offline PKI enhances security by physically isolating the certificate authority from network threats. A YubiKey is a low-cost solution to store a root certificate. You also need an air-gapped environment to operate the root CA.
This post describes an offline PKI system using the following components:
- 2 YubiKeys for the root CA (with a 20-year validity),
- 1 YubiKey for the intermediate CA (with a 5-year validity), and
- 1 Libre Computer Sweet Potato as an air-gapped SBC.
It is possible to add more YubiKeys as a backup of the root CA if needed. This is not needed for the intermediate CA as you can generate a new one if the current one gets destroyed.
The software part
offline-pki is a small Python application to manage an offline PKI.
It relies on yubikey-manager to manage YubiKeys and cryptography for
cryptographic operations not executed on the YubiKeys. The application has some
opinionated design choices. Notably, the cryptography is hard-coded to use NIST
P-384 elliptic curve.
The first step is to reset all your YubiKeys:
$ offline-pki yubikey reset This will reset the connected YubiKey. Are you sure? [y/N]: y New PIN code: Repeat for confirmation: Continue reading
Arista EOS Spooky Action at a Distance
This blog post describes yet another bizarre behavior discovered during the netlab integration testing.
It started innocently enough: I was working on the VRRP integration test and wanted to use Arista EOS as the second (probe) device in the VRRP cluster because it produces nice JSON-formatted results that are easy to use in validation tests.
Everything looked great until I ran the test on all platforms on which netlab configures VRRP, and all of them passed apart from Arista EOS (that was before we figured out how Sturgeon’s Law applies to VRRPv3) – a “That’s funny” moment that was directly responsible for me wasting a few hours chasing white rabbits down this trail.
How Cloudflare is using automation to tackle phishing head on
Phishing attacks have grown both in volume and in sophistication over recent years. Today’s threat isn’t just about sending out generic emails — bad actors are using advanced phishing techniques like 2 factor monster in the middle (MitM) attacks, QR codes to bypass detection rules, and using artificial intelligence (AI) to craft personalized and targeted phishing messages at scale. Industry organizations such as the Anti-Phishing Working Group (APWG) have shown that phishing incidents continue to climb year over year.
To combat both the increase in phishing attacks and the growing complexity, we have built advanced automation tooling to both detect and take action.
In the first half of 2024, Cloudflare resolved 37% of phishing reports using automated means, and the median time to take action on hosted phishing reports was 3.4 days. In the second half of 2024, after deployment of our new tooling, we were able to expand our automated systems to resolve 78% of phishing reports with a median time to take action on hosted phishing reports of under an hour.
In this post we dig into some of the details of how we implemented these improvements.
Welcome to Security Week 2025
The layer of security around today’s Internet is essential to safeguarding everything. From the way we shop online, engage with our communities, access critical healthcare resources, sustain the worldwide digital economy, and beyond. Our dependence on the Internet has led to cyber attacks that are bigger and more widespread than ever, worsening the so-called defender’s dilemma: attackers only need to succeed once, while defenders must succeed every time.
In the past year alone, we discovered and mitigated the largest DDoS attack ever recorded in the history of the Internet – three different times – underscoring the rapid and persistent efforts of threat actors. We helped safeguard the largest year of elections across the globe, with more than half the world’s population eligible to vote, all while witnessing geopolitical tensions and war reflected in the digital world.
2025 already promises to follow suit, with cyberattacks estimated to cost the global economy $10.5 trillion in 2025. As the rapid advancement of AI and emerging technologies increases, and as threat actors become more agile and creative, the security landscape continues to drastically evolve. Organizations now face a higher volume of attacks, and an influx of more complex threats that carry real-world consequences, Continue reading
The Root of the DNS
The Root Zone of the DNS is "special" in that it is the critical component that glues the rest of the distributed database that is the Internet's Name SYstem into a coherent whole. So how's it going? And more importantly, how will we scale it up to meet the demands of an inexorably larger Internet in the future?TNO020: Automating Network Operations with Juniper Mist (Sponsored)
Mist AI is a key part of Juniper’s AI-Native Networking Platform to simplify operations and optimize user experiences across wired and wireless networks. On today’s sponsored show, we explore the evolution of network operations and talk about the integration of AI and automation in the Juniper Mist platform. We also look at how Juniper has... Read more »AI Infrastructure Spending: Is The Boom Chemical Or Nuclear?
The IT infrastructure market is undergoing its own kind of climate change thanks to the overheating of the market due to the GenAI boom. …
AI Infrastructure Spending: Is The Boom Chemical Or Nuclear? was written by Timothy Prickett Morgan at The Next Platform.
HN772: Measuring Users’ Digital Experience with Catchpoint Internet Performance Monitoring (Sponsored)
Digital Experience Monitoring (DEM) is all about understanding a user’s application experience, and pinpointing problems if the experience is bad. Under the DEM umbrella, you’ll find Internet Performance Monitoring, or IPM. That’s our topic in today’s episode with sponsor Catchpoint. With more and more applications hosted in the cloud and more employees working remotely, organizations... Read more »Public Videos: Queuing Theory
The Queuing Theory webinar by Rachel Traylor is now available without a valid ipSpace.net account. Enjoy!