Honest writing on what's changing in AI, what's hype, and what it actually takes to build automation and software that holds up outside a demo.
Everyone uses one. Almost nobody can explain what's actually happening under the hood. Here's the honest version, in plain English.
Reasoning, agents, multimodal, cheaper and faster. Here's what those words actually mean, without the hype.
A huge share of new AI products are a thin form on top of a single call to someone else's model. That's fine as a weekend project. It's a bad long-term bet as a business.
The gap between a slick agent demo and a system you can hand to a real business isn't the model. It's everything you have to build around it that nobody shows on stage.
A bigger context window is not the same thing as a model that knows what to pay attention to. Here's why "just stuff it all in" keeps quietly failing.
The word got slapped on every roadmap in the industry this year. Most of what's labeled "agentic" is a chatbot with extra steps. Here's the actual line.
Nobody gets excited about error handling, logging, or what happens when an API times out at 2am. That's also the entire difference between a toy and a tool a business can depend on.
Praxon