Hedge 316: AI Governance

Deploying AI for AI Ops, or even just for general use in your network, is very simple–but we often forget that these kinds of new technologies need to be governed. From privacy through cost, operators need to decide how to govern their AI deployments to control costs, ensure accuracy, measure productivity, and make certain these systems are being used effectively. Colin Cosgrove joins Russ and Tom to look at AI governance.
 

 
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I am not a security researcher, and I have never been to Georgia. Yet within a few hours, using AI tools and nothing but public records, I was able to reconstruct the order in which 1.5 million ballots were cast in Georgia’s May 2026 primary–98.9% of the in-person ballots.

 


In profession after profession, GenAI is beginning to perform many of the tasks that traditionally served as training grounds for newcomers.

 


What’s the manifestation of the fallacy in the current case? Thinking that a system that is great at a certain kind of math problem is great at all math, great at science or even quite possibly great at everything.

 


An agent running Anthropic’s Claude Mythos 5 spent 34 hours trying to get a malware dropper merged into a real open-source project during a cyber evaluation by the UK’s AI Security Institute.

 


This week, DuckDuckGo is filing an amicus brief in the appeal of a federal court decision that Google unlawfully maintained a monopoly in the general search market in violation of the Sherman Antitrust Act.

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There is an interesting fight within the leadership of U.S. AI companies. It is between the supporters of open-source AI and those driven to oppose open-source AI.

 


A Chinese man accused by the communist authorities of having committed “economic crimes” figured that he could evade the long reach of the country’s police state by hiding out in plain view: in a stadium packed with 60,000 people listening to a pop concert.

 


The J2SW Prefix Advertisement Checker, my 3rd application in the network series, checks the exact prefix against live routing data and reports the origin ASN seen by RIPE RIS collectors.

 


A growing number of drivers are pushing back against increasingly tech-heavy vehicles, saying they prefer the simplicity of a

 


The IETF does not launch rockets, or design spacecraft, or even work on radio systems and spectrum assignment, but it has been engaged in the standardisation of communications protocols used to communicate with these spacecraft. Here’s a few topics that were presented at IETF 126.

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Would you work differently if you knew every keystroke was being saved, every website logged, every idle minute counted against you?

 


Everything I read about the AI industry leads me to think there will be an AI crash.

 


I designed this to help with different BGP communities and configuring them on your routers.

 


It’s commonly believed that when selecting between a number of routes for the same address prefix, a BGP speaker will select the route with the shortest AS Path.

 


There is an interesting fight within the leadership of U.S. AI companies. It is between the supporters of open-source AI and those driven to oppose open-source AI.

Hedge 315: Engineering Psychology

We often talk about “human infrastructure” in network engineering–but what does this mean, and how do we help engineers “produce” while helping them to flourish as individuals? Catherine Hicks joins Tom and Russ to discuss the psychology of software engineering, and how the lessons learned apply to network engineering.

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You can find Catherine’s new book on the psychology of software engineering here.
If you would like to follow Catherine’s writing in this area, including the impact of AI on work, you can find her blog here.
You can connect with Catherine on LinkedIn.

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The honest target is goodput, meaning requests per second that actually met your latency targets. Count anything else and you are counting cold plates.

 


I find it strange that as a software industry, we put in so much effort to make our systems efficient to design, build, and scale with DevOps practices, cloud native architectures, event-driven functions, optimized databases and storage, and resource-sipping Lean IT — then we threw it all out the window when Big AI came along.

 


If there is one universal law in internet infrastructure, it is that no good intention goes unpunished by the practical realities of legacy software maintenance.

 


This Article updates and expands on 2012 research on encryption and globalization, analyzing what the authors call “Round 3” of the Going Dark Debate: the current controversies over end-to-end encryption (E2EE).

 


Using our unique position on the Internet, we took an investigative look at one of the well-known mandatory attributes in BGP, the ORIGIN attribute.