Notes from production AI.

The abstraction tax: MCP versus a plain CLI.

You connect ten MCP servers to an agent and it has spent tens of thousands of tokens before you type a word. A CLI does the same job in eighty. Here is why the simplest interface - a binary you can also run yourself - is quietly winning, and the one place MCP still earns its keep.