Insights

Notes from the frontier.

Practical thinking on agentic AI, MCP, and shipping intelligent software that holds up in the real world — from a team that builds it.

What MCP actually changes for your product

The Model Context Protocol is doing for AI what APIs did for the web. Here's what that means for the software you ship.

A chatbot answers. An agent gets things done. The gap between them is engineering — and it's where the real value lives.

We're always up for a conversation about agentic AI and where it's headed.