Show Your Work: The Case for Radical AI Transparency
A colleague told me something recently that I keep thinking about. She said, unprompted, that she appreciated seeing both sides of my AI conversations…
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Emergency Pedagogical Design: How Programming Instructors Are Scrambling to Adapt to GenAI
ChatGPT has been publicly available for over three years now, and generative AI is woven into the tools students use every day: web search, word proce…
Dark Factories: Rise of the Trycycle
The following article originally appeared on “Dan Shapiro’s blog” and is being reposted here with the author’s permission. Com…
AI Is Writing Our Code Faster Than We Can Verify It
This is the third article in a series on agentic engineering and AI-driven development. Read part one here, part two here, part three here, and look f…
Grief and the Nonprofessional Programmer
I can’t claim to be a professional software developer—not by a long shot. I occasionally write some Python code to analyze spreadsheets, and I occasio…
Comprehension Debt: The Hidden Cost of AI-Generated Code
The following article originally appeared on Addy Osmani’s blog site and is being reposted here with the author’s permission. Comprehensio…
Architecture as Code to Teach Humans and Agents About Architecture
A funny thing happened on the way to writing our book Architecture as Code—the entire industry shifted. Generally, we write books iteratively—starting…
AI-Infused Development Needs More Than Prompts
The current conversation about AI in software development is still happening at the wrong layer. Most of the attention goes to code generation. Can th…
The World Needs More Software Engineers
I sat down with Aaron Levie at the O’Reilly AI Codecon two weeks ago. Aaron cofounded Box in 2005, and 20 years later, his company manages content for…
Engineering Storefronts for Agentic Commerce
For years, persuasion has been the most valuable skill in digital commerce. Brands spend millions on ad copy, testing button colours, and designing la…
The Cathedral, the Bazaar, and the Winchester Mystery House
The following article originally appeared on Drew Breunig’s blog and is being republished here with the author’s permission. In 1998, Eric S. Raymond …
The Model You Love Is Probably Just the One You Use
The following article originally appeared on Medium and is being republished here with the author’s permission. Ask 10 developers which LLM they’d rec…
When AI Breaks the Systems Meant to Hear Us
On February 10, 2026, Scott Shambaugh—a volunteer maintainer for Matplotlib, one of the world’s most popular open source software libraries—reje…
Software, in a Time of Fear
The following article originally appeared on Medium and is being reproduced here with the author’s permission. This 2,800-word essay (a 12-minut…
Spotting and Avoiding ROT in Your Agentic AI
The following article originally appeared on Q McCallum’s blog and is being republished here with the author’s permission. Generative AI agents and ro…
Capability Architecture for AI-Native Engineering
A few years into the AI shift, the gap between engineers is not talent. It’s coordination: shared norms and a shared language for how AI fits into eve…
When Correct Systems Produce the Wrong Outcomes
We tend to assume that if every part of a system behaves correctly, the system itself will behave correctly. That assumption is deeply embedded in how…
Dark Factories: Rise of the Trycycle
The following article originally appeared on “Dan Shapiro’s blog” and is being reposted here with the author’s permission. Com…