Every AI workflow automation guide covers the flow and skips the question you actually hit: which agent runs where. More than thirty windows across three computers, and not one of their names appears anywhere in the code. Here is the one file that answers it, and the two bugs it caused.
Every agency has a phrase for it: bad brief, bad work. It survives the move to AI intact. Most agent failures are not the model getting dumber. They are a vague goal, no boundaries, and fifteen files of material where two would do. Here is what to put on the desk before you hand over your work.
Nothing throws an error when ai automation tools run on the settings they shipped with. The cost surfaces as rework nobody traces. Nine Codex modules govern instructions, sandboxing, profiles, hooks, and context; most installs configure none of them.
Grok Bot has no official API. But its cloud VM runs an internal HTTP gateway on port 1340. Here is how to reach it from your terminal using Tailscale, send commands to your bots, and wrap the whole thing in shell functions.
When I rebuild one with AI agents, you get the write-up — including the parts that didn't work. No weekly roundup, no "5 tools you need."