Archive
Human-in-the-loop is often described as a requirement for AI systems. Add a human for review.Add approval steps.Add checkpoints. On paper, that makes sense. In practice, it often fails. Not because the idea is wrong. Because […]
A lot of AI interfaces today are still built around the same patterns we’ve used for years. Pages.Forms.Buttons. Even when AI is involved, the experience often comes down to entering a prompt and waiting for […]
AI capabilities are converging faster than most people expected. What felt differentiated six months ago is quickly becoming table stakes. Code generation.Agent workflows.Automated pipelines. More companies are building similar capabilities at a rapid pace. That […]
As AI continues embedding itself into everyday tools and processes, it is worth pausing to ask an uncomfortable question. What are we trading for this capability? Modern models are trained on enormous datasets. Some of […]
There’s a growing narrative that AI will replace SaaS. If AI can build anything, why pay for software subscriptions? The logic sounds compelling. It’s also flawed. Software is a tool. If you were an advanced […]
Governance around AI agents is becoming a louder topic. That’s not a reactionary trend. It’s a predictable one. When agents move from generating text to taking action inside real systems, governance stops being theoretical. Most […]
The trophy is easy to see. The work that earned it isn’t. When you watch a championship game played in brutal conditions, the lesson is obvious. The teams that survive aren’t the flashiest. They’re the […]
Before going any further, I’ll name the product I’ve been circling to and hinting at the past several posts. The system I’m building is called CoffeeBreak. It’s a human-in-the-loop AI teammate designed to assist across […]
Most software teams aren’t short on tools. They have ticketing systems, CI/CD pipelines, observability dashboards, documentation platforms, chat tools, and now a growing set of AI-powered assistants layered on top of everything else. And yet, […]
Every year, companies make predictions about what will change in technology. Most are half right and half hype. But heading into 2026 already feels different, and not just because of shiny new tools or bigger […]
