The Best Systems Play in Harmony
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 […]
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The AI Industry Is Growing Up
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 […]
The Missing Layer in AI: Orchestration
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 […]
Usable AI Systems Require More Than Capability
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 […]
AI feature parity is coming. System design will be the differentiator.
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 […]
Trust Is the Real AI Infrastructure
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 […]
The Reality of AI Product Development
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 […]
The Agentic War Is About Control and Alignment
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. […]
AI Is Not Replacing SaaS
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 […]
The Cost of Shipping ‘Almost’ Working Software
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 […]