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 […]
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 that data comes from public sources on the internet. Some of it comes from licensed or purchased 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 AI system, would you reinvent a calculator every time you needed one?Or would you use the calculator that already exists? […]
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 organizations approach governance as a policy problem.Write the document. Define the rules. Approve the tool. That’s not enough. Agent governance […]
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 […]
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 clouds. It feels different because the way teams build software is changing at a deeper level. Over the last year, […]
Just like in other industries, software developers face compliance requirements that they must adhere to. Organizations today need to prove their security stature to customers, business partners, shareholders, government agencies, and other relevant stakeholders. Compliance regulations can be part of internal policy, industry best practices, or actual statutes. In the past compliance requirements were put […]
According to the Open Alliance for Cloud Adoption, the Cloud Maturity Model (CMM) answers the question “What should the journey to cloud and hybrid IT look like”. The goal is to analyze the current state and come up with a plan for implanting cloud technologies. Organizations often mistake cloud adoption for a normal IT project […]
