# 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.  
[Read article](/content/insights/what-mcp-changes/index.html)

## Agents that act: moving past the chatbot  
A chatbot answers. An agent gets things done. The gap between them is engineering — and it's where the real value lives.  
[Read article](/content/insights/agents-that-act/index.html)

## Want to talk through one of these ideas?
We're always up for a conversation about agentic AI and where it's headed.