Twenty tasks ran at once last week. More than twenty times the output of one person working by hand. The number is easy to celebrate and easy to misread. The output is not the event. The event is quieter: the unit of work changed. It used to be a task you do. Now it is a task you specify and verify. You stopped being the worker. You became the one who defines what done means and checks that it was met.
The number is not the story
That is a move up a layer, and it is the whole shift.
Everything is code is the wrong lesson
The tempting conclusion is that everything now lives in a codebase. Folders, commands, storage, a surface to view, a surface to type into. Call that a computer, and the business starts to look like software.
The sharper version is not about code at all. Anything an agent can act on has to be made addressable first. A name. A place. A defined way to read it and change it. Code is one notation for that. A clean folder is another. A list of clients with stable IDs is another. They are the same shape underneath: state you can name, and actions that move it.
Precision is the requirement, not code.
Agents reach as far as you are exact
An agent reaches exactly as far as your business is precise. The parts you have made software clean, it runs. The fuzzy parts, the ones held together by memory and habit and a folder named final_v3, it flails in. Give a capable model infinite information and loose instructions, and it produces confident, fast, wrong work. Give the same model a named structure and a clear test for correct, and it gets close to the ceiling.
The accuracy was never in the model, it was in the structure you handed it.
The seams are the hard part
A computer is addressable structure. Software is a machine that becomes any machine you describe. So the system you built is not twenty workers. It is a machine whose job is to build and run other machines on demand, from the descriptions you write.
Twenty machines is easy. Twenty machines whose outputs have to add up to one correct result is the hard part. What breaks is rarely the machine. It is the seam between one machine's output and the next machine's expectation.
Make more of your business addressable. Make the seams exact.