The Last Time

It's fading from our collective memory, but almost thirty years ago the global IT industry was gripped by Y2K fever. Another version of the counter rollover problem is coming back in 2036, 2038 and 2040. Hopefully we will avoid a large amount of hysteria this time around!

HN820: Cyber Week 2026 Wrap Up with Palo Alto Networks: Agents, Prisma AIRS and NGTS (Sponsored)

Palo Alto Networks released a slew of product news at the 2026 RSA conference around AI security, SASE, and a new certificate lifecycle management offering. On today’s Heavy Networking, sponsored by Palo Alto Networks, Ethan and Drew dig into these announcements to get details about how they work. They also talk about the risks of... Read more »

How we use Abstract Syntax Trees (ASTs) to turn Workflows code into visual diagrams

Cloudflare Workflows is a durable execution engine that lets you chain steps, retry on failure, and persist state across long-running processes. Developers use Workflows to power background agents, manage data pipelines, build human-in-the-loop approval systems, and more.

Last month, we announced that every workflow deployed to Cloudflare now has a complete visual diagram in the dashboard.

We built this because being able to visualize your applications is more important now than ever before. Coding agents are writing code that you may or may not be reading. However, the shape of what gets built still matters: how the steps connect, where they branch, and what's actually happening.

If you've seen diagrams from visual workflow builders before, those are usually working from something declarative: JSON configs, YAML, drag-and-drop. However, Cloudflare Workflows are just code. They can include Promises, Promise.all, loops, conditionals, and/or be nested in functions or classes. This dynamic execution model makes rendering a diagram a bit more complicated.

We use Abstract Syntax Trees (ASTs) to statically derive the graph, tracking Promise and await relationships to understand what runs in parallel, what blocks, and how the pieces connect. 

Keep reading to learn how we built these diagrams, or deploy Continue reading

A one-line Kubernetes fix that saved 600 hours a year

Every time we restarted Atlantis, the tool we use to plan and apply Terraform changes, we’d be stuck for 30 minutes waiting for it to come back up. No plans, no applies, no infrastructure changes for any repository managed by Atlantis. With roughly 100 restarts a month for credential rotations and unboarding, that added up to over 50 hours of blocked engineering time every month, and paged the on-call engineer every time.

This was ultimately caused by a safe default in Kubernetes that had silently become a bottleneck as the persistent volume used by Atlantis grew to millions of files. Here’s how we tracked it down and fixed it with a one-line change.

Mysteriously slow restarts

We manage dozens of Terraform projects with GitLab merge requests (MRs) using Atlantis, which handles planning and applying. It enforces locking to ensure that only one MR can modify a project at a time. 

It runs on Kubernetes as a singleton StatefulSet and relies on a Kubernetes PersistentVolume (PV) to keep track of repository state on disk. Whenever a Terraform project needs to be onboarded or offboarded, or credentials used by Terraform are updated, we have to restart Atlantis to pick Continue reading

Worth Reading: Securing NTP and the Origins of Time

Geoff Huston published an article supposedly describing the challenge of securing NTP, but as is usually the case, he couldn’t skip the prior art going all the way back (almost) to the formation of Earth.

Before coming to the how do we secure NTP section, you’ll learn everything about the wobbly Earth rotation, the changes in the Earth’s angular speed, the impact of tides, the smearing of leap seconds, the differences between UT1 and UTC, why we use quasars to measure time, and everything there is to know about NTP. Have fun!

TCG072: AI and the Automation Engineer – When Your Scripts Start Writing Themselves

William Collins and Eyvonne Sharp invite Skylar Sands, Senior Automation Engineer at World Wide Technology, to discuss what it means to integrate AI into the daily workflow in a meaningful way. Together they break down the shift in the automation engineer’s role now that AI can instantly generate the “toolkit” of Python, Ansible, and Bash,... Read more »

D2DO298: Spacelift Intelligence: Infrastructure Keeping Pace with AI-Enhanced Development (Sponsored)

On today’s sponsored episode, Ned Bellavance and Kyler Middleton welcome guest Marcin Wyszynski, Head of R&D at Spacelift to guide them through the potential future of IaC and how AI is changing the landscape of developer productivity, especially around infrastructure. They discuss two of Spacelift’s products, Spacelift Intent and Spacelift Intelligence. Spacelift Intent is an... Read more »

Worth Reading 032526


For organizations in telecommunications, financial services, healthcare, and public infrastructure, the driver for running inference at the edge is not to reduce milliseconds. It is because the data cannot legally leave the building, the country, or the jurisdiction.

 


Internet number resources are not political property. They are operator-held assets embedded in functioning networks.

 


Just over half of U.S. teens say they have used chatbots for help with schoolwork, and 12% say they’ve gotten emotional support. More teens think AI will be positive for them than negative

 


You’ll use AI and like it too – if you work for PwC. Paul Griggs, US chief executive of the global professional services giant, has made clear there is no room at the corporation for AI skeptics.

 


For some time, I have been looking after a routing analysis report called the “CIDR Report”. Here I’d like to explain the reasons for this report, and what is in the report and share some thoughts as to its usefulness today to the Internet routing community.

PP102: What’s Driving SASE Adoption?

Spending on SASE, which combines SD-WAN and cloud-delivered security, is forecast to nearly triple over the next few years, according to Dell’Oro Group. Today on Packet Protector we talk with that forecast’s author about what’s driving that spending. We also explore how SASE vendors are differentiating, architectural considerations for SASE deployments, pros and cons of... Read more »
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