APX Routines Are Deterministic Pipelines Around AI

A lot of agent automation fails because everything is treated like a prompt. The model gets a vague instruction, some tools, and a schedule, then everyone hopes the same thing happens tomorrow.

APX routines take a different shape. The agent part can still be flexible, but the shell around it is deterministic.

That shell is the important part:

pre_commands -> prompt -> agent result -> post_commands