Ai

Senior engineering practitioners from major technology companies gathered for a multi-day retreat to confront the questions that matter most as AI transforms software development. The discussions covered more than twenty topics across breakout sessions, but the most significant insights didn’t emerge from one single session. Instead, they surfaced at various intersections; we found that the same concerns kept appearing in different conversations, framed by different people solving different problems. This publication synthesizes those cross-cutting themes, organized around the patterns that senior leaders need to understand and act on now. The retreat did not produce a single, unified vision of the future, but instead produced something more useful: a map of the fault lines where current practices are breaking and new ones are forming. ...

Yesterday a pull request came in proposing a fix for a small pagination bug in Eve, the REST API framework I maintain. The intervention is small, precise, and comes with a well-crafted test. Two things stood out: the PR is in draft, and it includes an AI disclosure: the fix and the test were created by Claude. I don’t have mongo available or all the necessary python versions for testing, so I’m making this a draft PR so that I can verify all the tests/checks pass before marking it as ready to review. ...

Someday years from now we will look back on the era when we were the last generation to code by hand. We’ll laugh and explain to our grandkids how silly it was that we typed out JavaScript syntax with our fingers. But secretly we’ll miss it. We’ll miss the feeling of holding code in our hands and molding it like clay in the caress of a master sculptor. We’ll miss the sleepless wrangling of some odd bug that eventually relents to the debugger at 2 AM. We’ll miss creating something we feel proud of, something true and right and good. We’ll miss the satisfaction of the artist’s signature at the bottom of the oil painting, the GitHub repo saying “I made this.” ...

I’ve never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become available over the last ~year and a failure to claim the boost feels decidedly like skill issue. There’s a new programmable layer of abstraction to master (in addition to the usual layers below) involving agents, subagents, their prompts, contexts, memory, modes, permissions, tools, plugins, skills, hooks, MCP, LSP, slash commands, workflows, IDE integrations, and a need to build an all-encompassing mental model for strengths and pitfalls of fundamentally stochastic, fallible, unintelligible and changing entities suddenly intermingled with what used to be good old fashioned engineering. Clearly some powerful alien tool was handed around except it comes with no manual and everyone has to figure out how to hold it and operate it, while the resulting magnitude 9 earthquake is rocking the profession. Roll up your sleeves to not fall behind. ...

As AI generated content becomes the norm, I believe that human-generated content and raw thoughts and emotion will become more valuable. In many ways, I’d rather read a raw, unproduced, and scrappy blog post with grammatical mistakes over perfectly generated content that serves little value. – Armeet Singh Jatyani, Importance of Writing

AI can replace most of programming, but programming isn’t the job. Programming is a task. It’s one of many things you do as part of your work. But if you’re a software engineer, your actual job is more than typing code into an editor. The mistake people make is conflating the task with the role. It’s like saying calculators replaced accountants. Calculators automated arithmetic, but arithmetic was never the job. The job was understanding financials, advising clients, making judgment calls, etc. The calculator just made accountants faster at the mechanical part. AI is doing something similar for us. ...

I presented a session at the .NET Conference Italia 2025 in Milan a couple of weeks ago. The title was “Integrating our applications with LLMs and AI via MCP Servers”. It was well received; there were good questions throughout the talk and in the hall afterward. Surprisingly, live coding and demos went relatively smoothly. The fine guys at ASP Italia just published the video in case someone is interested. Yeah, it is in Italian. I got a transcript from MacWhisper and then asked Claude to translate and clean it up. It did a pretty good job, so let me know if there’s any interest in an English transcript; I might post it here. ...

I’m just back from reading the transcript of Beyond the Machine, a thoughtful and insightful talk by Frank Chimero. I’m trying to figure out how to use generative AI as a designer without feeling like shit. I am fascinated with what it can do, impressed and repulsed by what it makes, and distrustful of its owners. I am deeply ambivalent about it all. The believers demand devotion, the critics demand abstinence, and to see AI as just another technology is to be a heretic twice over. Today, I’d like to try to open things up a bit. ...

The most recent project I worked on is Invoicetronic, a modern API for complete management of the electronic invoicing cycle in Italy (FatturaPA/SDI). We had long used an internal API by our accounting software, which was also utilized by thousands of our end users. We decided to make our experience and expertise available to external developers, allowing them to integrate electronic invoicing into their applications quickly via a public API. Thus, the Invoicetronic project was born. ...

The old timers who built the early web are coding with AI like it’s 1995. Think about it: They gave blockchain the sniff test and walked away. Ignored crypto (and yeah, we’re not rich now). NFTs got a collective eye roll. But AI? Different story. The same folks who hand-coded HTML while listening to dial-up modems sing are now vibe-coding with the kids. Building things. Breaking things. Giddy about it. ...