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 the experience around it is. Most systems treat human interaction as an interruption. A modal.A notification.A separate screen. Something that […]
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 […]
A content management system is a platform that helps to produce and display content on a website. Users of a CMS can easily create, edit, publish, and store content. Content management systems are also built to help with easier search engine ranking. Some popular content management systems include WordPress, Joomla, Drupal, Shopify, Squarespace, and Weebly. […]
A portal is best described as a safe personalized website that enables a business to connect with users, whether employees, customers, or even suppliers. A portal allows a business to solve user needs better through easier and faster access to what the user is most likely to be searching for. There are many benefits that […]
Business growth is quite different from business scaling. Growth refers to simply increasing the number of customers. Without proper efficiency, revenues resulting from business growth can easily be consumed corresponding incremental costs. Business scaling refers to positing or enabling the business to handle many more customers without significant increases in costs. Process automation is a […]
