Hedge 258: pyATS and Testing Through Automation

We often think of network automation as a configuration tool, but automation can also be used for one-off, integration, and even continuous testing. Dan Wade joins Tom Ammon and Russ White to talk about pyATS and the concept of automated testing.

Hedge 257: Gaining Experience in IT

Every recruiter and hiring manager wants people with five years of experience, but you cannot get experience without being hired into a position. How can you break this conundrum? Daniel Dib joins Tom and Russ to talk about how folks just coming into IT, or even those with lots of experience who are trying to shift their focus, can gain experience.

Weekend Reads 012425


AI errors come at seemingly random times, without any clustering around particular topics. LLM mistakes tend to be more evenly distributed through the knowledge space. A model might be equally likely to make a mistake on a calculus question as it is to propose that cabbages eat goats.


In this post, we start by explaining the configuration of our switching infrastructure using common IETF protocols to implement redundancy, full usage of resources, and seamless adaptivity in case of failures or maintenance. We then continue presenting the configuration of our route servers with a special focus on isolating different LANs and dynamically excluding invalid routes.


LLMs are undeniably astonishingly good at using the text they trained on (aided by human fine tuners) to generate convincing prose. But they are really bad at distinguishing between truth and falsehoods and responding to prompts that are unlike or even slightly different from what they trained on.


I wonder how many of you have noticed a subtle change in the way that you navigate the web? We’re in the midst of a transition to the zero click Internet, meaning users no longer have to click on links to reach web sites to find content.


Time for another annual roundup from the world of IP addresses. Let’s see what has changed in the past 12 months in addressing the Internet and look at how IP address allocation information can inform us of the changing nature of the network itself.

2018 flam norway (16) SQ

Steeple (Flam)

2014 greenland raw (83) SQ

Iceberg (Greenland)

2010 great wall (6) SQ

Tower (Great Wall)