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AI Assistant for Calico: Troubleshooting at the Speed of Thought

Despite the wealth of data available, distilling a coherent narrative from a Kubernetes cluster remains a challenge for modern infrastructure teams. Even with powerful visualization tools like the Policy Board, Service Graph, and specialized dashboards, users often find themselves spending significant time piecing together context across different screens. Making good use of this data to secure a cluster or troubleshoot an issue becomes nearly impossible when it requires manually searching across multiple sources to find a single “connecting thread.”

Inevitably, security holes happen, configurations conflict causing outages, and teams scramble to find that needle-in-the-haystack cause of cluster instability. A new approach is needed to understand the complex layers of security and the interconnected relationships among numerous microservices. Observability tools need to not only organize and present data in a coherent manner but proactively help to filter and interpret it, cutting through the noise to get to the heart of an issue. As we discussed in our 2026 outlook on the rise of AI agents, this represents a fundamental shift in Kubernetes management.

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Powering the agents: Workers AI now runs large models, starting with Kimi K2.5

We're making Cloudflare the best place for building and deploying agents. But reliable agents aren't built on prompts alone; they require a robust, coordinated infrastructure of underlying primitives.

At Cloudflare, we have been building these primitives for years: Durable Objects for state persistence, Workflows for long running tasks, and Dynamic Workers or Sandbox containers for secure execution. Powerful abstractions like the Agents SDK are designed to help you build agents on top of Cloudflare’s Developer Platform.

But these primitives only provided the execution environment. The agent still needed a model capable of powering it. 

Starting today, Workers AI is officially in the big models game. We now offer frontier open-source models on our AI inference platform. We’re starting by releasing Moonshot AI’s Kimi K2.5 model on Workers AI. With a full 256k context window and support for multi-turn tool calling, vision inputs, and structured outputs, the Kimi K2.5 model is excellent for all kinds of agentic tasks. By bringing a frontier-scale model directly into the Cloudflare Developer Platform, we’re making it possible to run the entire agent lifecycle on a single, unified platform.

The heart of an agent is the AI model that powers it, and that Continue reading

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Driving Down The AI System Roadmap With Nvidia

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N4N051: MPLS Fundamentals

Today’s topic is Multiprotocol Label Switching or MPLS, a foundational technology that powers service provider networks and enterprise WANs all over the world. To help us break it down, we’ve invited James Bensley, a Network Tech Lead who’s spent fifteen years with MPLS. James explains what spurred the creation of MPLS and how it works... Read more »

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IPB196: Is End-to-End Connectivity the Right Goal?

One of the early design principles of the Internet was end-to-end connectivity: that is, every device on the Internet would be publicly addressable, and every device could share its resources or provide services. That design principle wasn’t achieved with IPv4 for a variety of reasons (including address scarcity, and many network owners not wanting endpoints... Read more »

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Arista EOS MPLS P/PE-router Behavior

Something didn’t feel right as I tried to check whether the IPv4 ECMP I observed in the latest version of Arista cEOS containers works with my MPLS/anycast scenario. The forwarding tables seemed OK, but I wasn’t getting MPLS labels in the ICMP replies (see RFC 4950 for details), even though I know Arista EOS can generate them.

I decided to go down that rabbit hole and built the simplest possible BGP-free core (the addition of BGP will become evident in a few seconds) to investigate PE/P-router behavior:

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What Your EKS Flow Logs Aren’t Telling You

If you’re running workloads on Amazon EKS, there’s a good chance you already have some form of network observability in place. VPC Flow Logs have been a staple of AWS networking for years, and AWS has since introduced Container Network Observability, a newer set of capabilities built on Amazon CloudWatch Network Flow Monitor, that adds pod-level visibility and a service map directly in the EKS console.

It’s a reasonable assumption that between these tools, you have solid visibility into what’s happening on your cluster’s network. But for teams focused on Kubernetes security and policy enforcement, there’s a significant gap — and it’s not the one you might expect.

In this post, we’ll break down exactly what EKS native observability gives you, where it falls short for security-focused use cases, and what Calico’s observability tools, Goldmane and Whisker, provide that you simply cannot get from AWS alone.

What EKS Gives You Out of the Box

AWS offers two main sources of network observability for EKS clusters:

VPC Flow Logs capture IP traffic at the network interface level across your VPC. For each flow, you get source and destination IP addresses, ports, protocol, and whether traffic was accepted or rejected at Continue reading

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NAN116: From NSoT to Operational Automation: Fast Time-to-Value with Nautobot Cloud (Sponsored)

Building a Network Source of Truth (NSoT) is only step one in an automation effort — turning it into operational automation is where outcomes happen. In this sponsored episode by Network to Code, Eric Fetty, a self-taught network engineer who literally automated his way through his CCIE lab, shares how he’s doing exactly that at... Read more »

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D2DO297: The Future of Open-Source Contributions in the AI Age

Kyler and Ned sit down with Liz Fong-Jones, Technical Fellow at Honeycomb, to discuss the impact of AI on open-source contributions. Liz proposes shifting the script from code patch contributions to detailed bug reports. They also break down the distinction between programming and software engineering, and the critical role of OpenTelemetry in ensuring the observability... Read more »

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TCG071: Cloud Cloning and Portability – Why Multi-Cloud Freedom Still Requires Translation (Sponsored)

In this sponsored episode, FluidCloud co-founders Sharad Kumar and Harshit Omar sit down with William and Eyvonne to discuss how FluidCloud tackles multi-cloud portability. They detail how FluidCloud acts as a cloning platform that scans an existing cloud or VMware environment, extracts complex infrastructure configurations (including compute and storage, as well as firewall rules and... Read more »

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The Open Agentic AI World According To Nvidia

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Introducing Custom Regions for precision data control

A key part of our mission to help build a better Internet is giving our customers the tools they need to operate securely and efficiently, no matter their compliance requirements. Our Regional Services product helps customers do just that, allowing them to meet data sovereignty legal obligations using the power of Cloudflare’s global network.

Today, we're taking two major steps forward: First, we’re expanding the pre-defined regions for Regional Services to include Turkey, the United Arab Emirates (UAE), IRAP (Australian compliance) and ISMAP (Japanese compliance). Second, we’re introducing the next evolution of our platform: Custom Regions.

Before we dive into what’s new, let’s revisit how Regional Services provides the best of both worlds: local compliance and global-scale security. Our approach is fundamentally different from many sovereign cloud providers. Instead of isolating your traffic to a single geography (and a smaller capacity for attack mitigation), we leverage the full scale of our global network for protection and only inspect your data where you tell us to.

Here’s an overview of how it works:

1. Global ingestion & L3/L4 DDoS defense: Traffic is ingested at the closest Cloudflare data center, wherever in the world that Continue reading

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What Your EKS Flow Logs Aren’t Telling You

If you’re running workloads on Amazon EKS, there’s a good chance you already have some form of network observability in place. VPC Flow Logs have been a staple of AWS networking for years, and AWS has since introduced Container Network Observability, a newer set of capabilities built on Amazon CloudWatch Network Flow Monitor, that adds pod-level visibility and a service map directly in the EKS console.

It’s a reasonable assumption that between these tools, you have solid visibility into what’s happening on your cluster’s network. But for teams focused on Kubernetes security and policy enforcement, there’s a significant gap — and it’s not the one you might expect.

In this post, we’ll break down exactly what EKS native observability gives you, where it falls short for security-focused use cases, and what Calico’s observability tools, Goldmane and Whisker, provide that you simply cannot get from AWS alone.

What EKS Gives You Out of the Box

AWS offers two main sources of network observability for EKS clusters:

VPC Flow Logs capture IP traffic at the network interface level across your VPC. For each flow, you get source and destination IP addresses, ports, protocol, and whether traffic was accepted or rejected at Continue reading

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BGP Labs: Goodbye, Cumulus Linux

When I started the Online BGP Labs project in mid-2023, Cumulus Linux still seemed like a good platform to use. You could run devices as virtual machines (we were still supporting VirtualBox) or in containers (containerlab was improving with every release), and it looked more polished than bare-bones FRRouting.

Things only went downhill from there (from the perspective of offering a free and easy-to-use solution with a CLI resembling commonly-used devices):

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HW073: OpenIntent: A Collaborative Effort for Wi-Fi Interoperability

OpenIntent is an open-source, collaborative effort by network operators to develop a standard schema to describe the necessary information needed to deploy network equipment. Keith sits down with Jake Snyder, the developer behind OpenIntent. They discuss why he developed OpenIntent, the building blocks of the schema, and his vision for seamless Wi-Fi design interoperability. AdSpot... Read more »

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PP101: Hackers Tap Intune to Wipe Windows Devices; Tricksters Trump E2E Encryption

On today’s news roundup we assess the White House’s new US cyber strategy (bellicose, bombastic, and boiler-plate), discuss a cyberattack attributed to Iran that used Windows to wipe thousands of devices, and dig into a Microsoft update on Entra passkeys. JJ isn’t impressed with new research that bypasses Wi-Fi client isolation, corporate spyware gets a... Read more »

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The Value of Concise Communication

When I first started working at Tech Field Day, one of the things that I struggled with was writing. Sure, I’d been writing blog posts for almost three years at that point. But what I really had issues with was my communication style through email. Every message became a small blog post unto itself. I spent more time answering every possible question and providing way more information than was needed. Luckily, Stephen Foskett helped me figure out that concise communication was critical. That lesson has grown on me through the current day.

Working With a Watch

I want you to think back to an interaction that you’ve had recently where you were talking to someone. Maybe you were asking them a question or looking for them to provide an opinion about something. How much did they talk? Was it a short pointed answer? Or did it feel as if it was going on forever? It’s something I’ve noticed recently with people I talk to in real life. The discussions aren’t short and focused. Instead they carry a lot of extra information and exposition that makes things take far too long.

Yes, I know the irony of that statement for Continue reading

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Nvidia Finally Admits Why It Shelled Out $20 Billion For Groq

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HS127: You’re Not Thinking About Your Network the Way You Should (Sponsored)

Mav Turner, Chief Product Officer at Kentik, joins John Burke and Drew Conry-Murray for an in-depth conversation on the importance of deep visibility into enterprise networks. As networks grow more complex and stretch from on-prem and WAN to multi-cloud and edge locations, this sponsored discussion explores how good visibility supports everything from daily operations to... Read more »

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MANRS for Enterprise Customers

In October 2023, I was talking about Internet routing security at the DEEP conference in Zadar, Croatia. After explaining the (obvious) challenges and the initiatives aimed at making Internet routing more secure (MANRS), I made my usual recommendation: vote with your wallet. However, if you’re a company in Croatia (or Slovenia, or a number of other countries), you’re stuck.

While ISPs in Croatia might be doing a great job, none of them is a MANRS participant¹, so we don’t know how good they are. The situation is not much better in Slovenia; the only ISPs claiming to serve Slovenia are Anexia (a cloud provider) and Go6 Institute, the small network operated by my good friend (and True Believer in IPv6 and MANRS) Jan Žorž. Moving further north, there are decent choices in Austria, and tons of options in Germany or Switzerland. I must be living in a truly thrifty part of Europe.