Hedge 291: The Assault on Standards

18 December 2025


 
As the Internet centralizes and gets “big,” standards are often being sidelined or consumed. What are the possible results of abandoning standards? Is there anything “normal network engineers” can do about it?

Worth Reading 121725

17 December 2025


Tensor processing units (TPUs) are specially designed AI accelerators. They are a type of application-specific integrated circuit (ASIC), or chips designed for specific tasks. For TPUs, that task is running and optimizing AI and machine learning (ML) workflows, including training and inference.


Civil unrest can often cloud measurement data. Some measurement systems, including ours, make relatively sweeping assumptions about the stability of both end user and network service behaviours, and assume that the changes that occur from day-to-day are minor.


Identifying active IPv6 addresses is challenging. Various methods emerged to master the measurement challenge in this huge address space, including hitlists, new probing techniques, and AI-generated target lists. In this paper, we apply active Subnet-Router anycast (SRA) probing, a commonly unused method to explore the IPv6 address space.


Several months ago, I arrived at the office at 8:45 a.m., sat at my desk, and was about to start my day. The only problem was that I, for the life of me, could not remember my password. This is a bit laughable because for the past year, I had typed that exact password almost daily, sometimes from muscle memory.


Vaibhav Kakkar once tested a therapy chatbot to help with a real-life dilemma. “It responded with structured cognitive-behavioral prompts, helping me reframe my thinking,” recalled Kakkar, CEO of marketing agency Digital Web Solutions. “Impressive–but when I needed deeper guidance, it hit a wall.”

Hedge 290: The Amoeba and the Mathematician

12 December 2025


 
In this Hedge roundtable, Eyvonne, Tom, and Russ discuss The Amoeba and the Mathematician

Best of the Hedge: Hedge 6 on DoH (Part 2)

5 December 2025


 
In this episode of the Hedge, Geoff Huston joins Tom Ammon and Russ White to finish the discussion on the ideas behind DNS over HTTPS (DoH), and to consider the implications of its widespread adoption. Is it time to bow to our new overlords?

Computer Network Design Complexity and Tradeoffs Training

1 December 2025

I’m teaching a “one off” special event class over on O’Reilly’s platform (via Pearson) this coming Friday, the 5th of December. From the Description:

Join networking engineer and infrastructure expert Russ White for this exclusive, one-time event exploring the critical role of tradeoffs in network design. We’ll begin by unpacking how complexity shapes the decisions architects and designers must make, and how tradeoffs are often an unavoidable part of navigating that complexity. Through real-world examples, you’ll learn how different network design choices impact overall system complexity, and how to approach these decisions with greater clarity and confidence. We’ll wrap up with an in-depth discussion of unintended consequences—how they arise, how to anticipate them, and how they relate to designing in complex, adaptive environments.

As always, if you register for the course you can watch later.

Register here.

Best of the Hedge: Episode 5 on DoH (Part 1)

28 November 2025

In this episode of the Hedge, Geoff Huston joins Tom Ammon and Russ White to discuss the ideas behind DNS over HTTPS (DoH), and to consider the implications of its widespread adoption. Is it time to bow to our new overlords?

Hedge 289: Containerlab

21 November 2025

If you are struggling with building labs on lighter weight systems–or if you’re just interested in what Containerlab is and does–join Rick, Roman, and Russ for this discussion of what Containerlab is, what it does, and where its going.

Worth Reading 111425

14 November 2025


An Autonomous System (AS) can protect itself against DDoS attacks by rerouting incoming DDoS traffic through a ‘DDoS scrubber’, a process that is typically implemented using the Border Gateway Protocol (BGP). While BGP-based scrubbing is a useful service, its adoption on the global Internet is unknown.


Until recently, many professionals, including many doctors, thought they needed to become more machine-like to keep their jobs. Such worry contributed to the specialization trend of the last century.


In an era of growing cyber threats, traditional defensive measures can be insufficient in the face of sophisticated or novel tactics. As a result, the question of whether private or public entities should engage in active defense or offensive “hack back” tactics has taken on greater urgency.


In this episode of PING, APNIC Chief Scientist Geoff Huston explores the complex landscape of undersea cables.


By 1990 it was clear that IP had a problem. It was still a tiny Internet at the time, but the growth patterns were exponential, doubling in size every 12 months. We were stressing out the pool of Class B IPv4 addresses and in the absence of any corrective measures this address pool would be fully depleted in 1994.

Worth Reading 111225

14 November 2025

If you’re using IP address truncation thinking it makes data “anonymous” or “non-personal,” you’re creating a false sense of security.


With distressingly typical Silicon Valley fake-it-till-you make-it bravado, LLM creators have been telling investors that artificial general intelligence (AGI) is just around the corner (or has already been achieved!). The problem the promoters blithely ignore is that LLMs do not know how the words they input and output relate to the real world.


Many organizations rushing to cut staff in the name of AI efficiency are expected to quietly rehire those roles – often “offshore or at lower salary.”


While Silicon Valley is investing tens of billions of dollars chasing the artificial general intelligence dream, academic computing research in the U.S. is facing a severe drought.


There are two competing forces in IT, and they are at play during the GenAI era as much as they have ever been during prior eras in the datacenter.

Hedge 288: Loneliness

13 November 2025

Sometimes we just like to talk about “life issues” as they relate to network engineering and technology career fields. Loneliness seems to especially plague network engineering and other “small” IT fields, where communities are small, change is rapid, and stress is high. Loneliness expert Lucy Rose joins Eyvonne, Tom, and Russ to discuss loneliness.