A lot of AI and automation projects do not stall because the model is weak. They stall because the next decision is hidden. The business has a process. The process has exceptions. The exceptions live in someone’s head. The approvals happen in email. The status lives in a spreadsheet. The real business rule is buried […]
I missed my normal Sunday writing window this week. That is not a complaint. It is just what happened. We hosted a party on Saturday for the 250th birthday of the United States, and by the time Sunday came around, the weekend had already become the lesson. The party was spectacular. The fireworks were great. […]
AI has made it easier than ever to get software to a first version. That is not a small thing. A founder with an idea, persistence, and the right tools can now build something that would have taken a much larger team not that long ago. Internal tools, mobile apps, dashboards, automation workflows, prototypes, and […]
Most conversations about artificial intelligence begin with capability. Can it write content? Can it summarize documents? Can it analyze data? Can it automate a process that currently requires human effort? Those questions are important, but they are also relatively easy to answer. Modern AI systems are increasingly capable, and each new generation of tools seems […]
Being a builder is a skill. I have spent the last few days helping a client prepare for a website launch. He designed the vision. Another company handled the original build. I came in afterward to help tie everything together, refine the rough edges, and make the entire experience actually work the way it should. […]
Right now, most AI conversations are obsessed with one thing: the model. Which model should we use? Which one is faster? Smarter? Cheaper? More open? More capable? Those are fair questions. They are just not the most important ones. A model matters, but a model by itself is not the system. If the model is […]
The AI industry feels different lately. Not slower. If anything, the pace is increasing. New models, new tooling, new capabilities, new benchmarks. Every week there seems to be another leap forward. But underneath all of that, something else is happening. The conversation is starting to shift from capability to practicality. For the last few years, […]
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 […]
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 […]
