
One viral tweet sent agent land scrambling to learn graph theory. We go back to school on what a directed agentic graph is, why loops fall short, and how graphs let you trade control for autonomy on purpose.

The C in MCP stands for context, which is also the most overloaded word in AI right now. We go back to school on what context means across the model, the server, and the application, and why it decides whether your MCP server helps an agent or overwhelms it.

A Prefect account executive on running eight-call days through an agent connected to eighteen MCP servers: skills, overnight routines, and draft-only guardrails.