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 […]
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 is a lot of conversation right now about how quickly AI can generate software. What is discussed less often is how products actually make it to market. AI can generate a surprising amount of functionality. It can accelerate development in ways that were difficult to imagine only a few years ago. But generating code […]
This week reinforced something important. The race in AI is no longer just about models. It’s about control. OpenAI expanding capabilities.Anthropic releasing remote control features.Perplexity launching computer use.Nvidia pushing agentic tooling.China advancing new foundation models. But another layer emerged. Alignment. OpenAI agreeing to work with the Department of Defense.Anthropic choosing a different path.Signals that federal […]
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? […]
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 […]
