Systems Thinking in Network Automation ~ Chris Grundemann
I spent most of my twenties trying to eliminate uncertainty from my life. Does that make it ironic that I am now promoting systems thinking in network automation?
At first, network engineering was perfect for smothering myself in certainty. Protocols are deterministic. Standards are concrete. BGP does what BGP does, every time, according to rules that
The first time I visited GitHub's HQ2 in 2012, they had a TV showing off their first animations of Mona and were using it to push their new tagline: Social…
The USB-C port has become a defacto connectivity standard for modern devices, largely supplanting the ugly mess of barrel jacks and micro USB connectors that once cursed us. While their reliability…
In theory having a single device that combines the features of multiple dedicated devices is a great idea, saving a lot of space, time and money. However, in reality it mostly means that these feat…
Most multi-agent AI systems fail expensively before they fail quietly.The pattern is familiar to anyone who's debugged one: Agent A completes a subtask and
For some reason, a bunch of big companies are really leaning into Markdown right now. AI may be the reason, but I kind of love the possible side benefits.
How Not to Measure the ROI from AI in your Software Organization
You did your best, but it happened: somebody told you that you are the one who has to measure the ROI of AI on the developers in your software organization.
I like to imagine that when this is your first time getting pulled into being responsible for estimating a generalizable
One engineer used AI to rebuild Next.js on Vite in a week. vinext builds up to 4x faster, produces 57% smaller bundles, and deploys to Cloudflare Workers with a single command.
7 ways to tame multicloud chaos with generative AI
Devops teams are partnering with AI copilots and agents to manage multicloud complexity. Here are seven ways genAI can improve multicloud adoption, governance, observability, and more.
Anthropic alleges large-scale distillation campaigns targeting Claude
The AI company claims DeepSeek, Moonshot, and MiniMax used fraudulent accounts and proxy services to extract Claude’s capabilities at scale, even as experts point out that the industry itself relies heavily on publicly available data.
This post first appeared on Addy Osmani’s Elevate Substack newsletter and is being republished here with the author’s permission.TL;DR: Aim for a clear
From Architecture to Accountability: How AI Helps Policy Become Practice
Architecture alone does not make authorization trustworthy. Over time, access control only works if intent can be understood, traced, and shown to produce legitimate outcomes in real systems. This post explores how AI can support the governance of access control by helping teams connect policy intent to effective access, producing coherent evidence that policy behaves the way it is meant to.