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 shouldn’t be surprising. Large organizations have the resources to replicate features quickly once patterns become clear. But feature parity doesn’t […]

AI doesn’t replace systems. It makes them more important.

There’s a growing belief that AI is going to simplify software development. Write some prompts. Generate some code. Move faster. On the surface, that’s happening. But underneath, something else is going on. We’re not reducing complexity.We’re increasing it. More code is being created.More systems are being stitched together.More moving parts are showing up in places […]

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 that data comes from public sources on the internet. Some of it comes from licensed or purchased 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 functionality. It can accelerate development in ways that were difficult to imagine only a few years ago. But generating code […]

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. But another layer emerged. Alignment. OpenAI agreeing to work with the Department of Defense.Anthropic choosing a different path.Signals that federal […]

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 AI system, would you reinvent a calculator every time you needed one?Or would you use the calculator that already exists? […]

Agent Governance Is a Systems Design Problem

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 […]

Capability Is Easy. Integration Is the Work.

Last week was full of impressive AI headlines. New models from OpenAI and Anthropic. New benchmarks. Even stories about AI writing compilers that can run games like Doom. That level of capability is remarkable. The progress is real. But most organizations don’t struggle with what’s possible.They struggle with what’s usable. A capability without integration is […]

Systems That Survive the Winter

Winter has a way of exposing weak systems. Pipes freeze.Roads fail.Schedules fall apart. It’s rarely because someone didn’t work hard enough.It’s because the system assumed ideal conditions. Software systems behave the same way. Everything looks fine when volume is low, timelines are loose, and the same people are always around to remember how things work. […]

Why Fundamentals Matter Most When the Pressure’s On

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 […]