There has been a wave of AI releases recently. New models, improved performance, better benchmarks. Each step is meaningful, and the pace of progress is real. But when you start building real systems with these tools, a different picture emerges. Most failures are not happening at the model level. They are happening in how systems […]
The AI space is moving quickly toward a common set of capabilities. Agent frameworks.Orchestration layers.Tool integration.Memory strategies.Security and governance considerations. These patterns are becoming widely understood. Large organizations are rapidly building toward them. This is a natural phase of the market. As concepts mature, feature sets begin to converge. However, capability alone does not create […]
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 output. That works, but it misses something important. It assumes the user knows what to do next. In practice, that’s […]
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 shouldn’t be surprising. Large organizations have the resources to replicate features quickly once patterns become clear. But feature parity doesn’t […]
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 AI system, would you reinvent a calculator every time you needed one?Or would you use the calculator that already exists? […]
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 ones that can execute the fundamentals when everything else breaks down. The 2025 Patriots are a good example of a […]
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 the entire software development lifecycle. I’ve avoided leading with the name because this problem exists whether CoffeeBreak ever ships or […]
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, many teams still feel slower than they should. The Work Between the Work When teams describe their challenges, they often […]
From the time I was born, I have been fascinated by the ideas of Machine Learning and Artificial Intelligence. I didn’t know it at the time, but the movie Star Wars (later titled A New Hope) was impacting me profoundly when it first introduced me to machines that can think. For my childhood mind, the […]
Throughout my career, there have been countless times my Data Science work has been referred to as magic. I have even had colleagues that refer to parts of their own Data Science projects as magic. I am always quick to try and correct this behavior, because as Data Science professionals, we don’t work in a […]
