Manifesto · AI-OPERATING-MODEL

Unsupervised

Producing the work can be handed to a machine. Answering for it cannot. What an organization values when machines do most of the making, what people are for, and four things to try this week.

Producing plausible work has become close to free. Knowing whether it is any good has not. Undoing it has not. Answering for it has not. Deciding what deserves to exist has not, and never was. The scarcity moved, and practices built for the old one keep running with nothing behind them.

What the machines give back is not room to ship more. It is the chance to attempt work that used to need a company, to serve people the old cost floor priced out, and to spend a working life on the part of the work that is worth a life. A company that spends the surplus on volume has been handed a decade and bought a quarter with it.

Everything here turns on one thing. The work is how people get made. People are not how the work gets made.

What I value

Verifying over producing.

Earned autonomy over granted autonomy.

Enforced limits over declared intent.

Doing the work over approving it.

Judgment that compounds over output that repeats.

Apprenticeship over throughput.

Problems surfaced over progress reported.

Independent sources that can disagree over one that cannot be wrong.

I want the right column too. What moved is where the scarcity sits.

How I work

A process nobody can check is not automated. It is unsupervised. The check comes before the thing it protects: the test before the pipeline, the alarm before the deploy, the dry run before the announcement.

Verification rises with the consequence of being wrong. Produce enough to learn from someone real, verify enough to trust an act that repeats or cannot be taken back, and where the work decides nothing, do neither.

Autonomy is earned with evidence and taken back the same way. For machines it attaches to a step. For people it widens across a domain as their judgment earns it, and narrows at the smallest place the evidence indicts. Nobody should live permanently on probation. And evidence expires: what earned trust last year describes last year’s system, and nothing announces the change.

Nothing is done when it works. It is done when something checks it, an owner carries the outcome, and the way back has been walked at least once. A rollback nobody has rehearsed is a rumour.

Some work has no decisive check at a price anyone will pay. Mark it, keep people on it, and never let a number stand in for what cannot be measured.

Nobody is the only source of evidence that they are doing the thing, and that includes the machine that did it. You cannot feel whether the machine helped: work goes faster in the hand and slower on the clock, and nobody has trained that out of anyone.

Producing the work can be handed to a machine. Answering for it cannot. The machine wrote it in a second and somebody carries it for a year.

Deciding to kill something is not killing it. It is alive for exactly as long as its permissions still work.

Measure the system in public. Measure the person in private, and publish who did the measuring, on what evidence, and who can overturn it. Pay and promote for judgment under uncertainty, for spreading what works, and for carrying what does not.

What people are for

Every time a machine takes the making from someone, they are owed a harder question and not a smaller job. If the harder question does not come with more standing, it was a smaller job with better words.

Beginner’s work is what made the expert, and it is disappearing. Give that work to beginners anyway, because a trade that admits nobody has stopped being a trade. A company that ships more this year and can make fewer experts than last year has eaten capital and called it margin. No dashboard you already have will show it, so count the people you took from beginner to independent and publish that beside what you shipped.

Refuse work whose value depends on weakening the agency of the people it touches. Such work can be profitable and perfectly controlled. Whether its success is worth causing is the question, and it is asked before the controls and not after. Between two things you could build and defend, build the one that leaves people more able to act without you.

Anyone a decision lands on can reach a person who can explain it and change it. Not because the machine is often wrong, but because being processed by something that cannot be asked is a harm at any error rate.

If the work is handed to you rather than by you, all of that is what somebody owes you: work that can go wrong, a harder question when a machine takes the making, a name and a route when a decision goes against you. Ask for them by name. Asking is not insubordination, and if it is treated as insubordination where you are, you have your answer on your first day instead of in your third year.

Where to start

None of this needs agreeing with first. Four things are doable this week, and each hands back its own evidence.

Ship one change only after a check you did not write.

Before you let anything run on its own, walk the way back once, by hand. You will find a rollback or you will find a rumour.

Find something you declared dead last year and try its permissions. Whatever still answers was never killed.

Put a name and a route on one automated decision that lands on people, and ask the ones it went against whether they were told anything they could use.

Then stop doing them as an audit, because an audit is a thing you pass. Each one is fastened to a moment in the work and comes back when the moment does: a check you did not write, every time something ships whose failure would cost you; the way back walked, every time something is trusted to run alone; the permissions tried, every time something is retired; a name and a route, every time a decision lands on a person.

How you would know I am wrong

Every line above should be a bet, and a bet that cannot lose is not a bet. A test has to be losable by the line being wrong rather than by the world moving, so a clause that fires when the machine improves is a timer and not a bet. These five are mine. Where a line here has no test yet, that is a debt I owe and not a privilege I am claiming.

Verifying is misplaced when the work you checked went wrong as often as the work you let through.

Earning is theatre when what you trusted on sight held up as well as what you made climb for it.

Apprenticeship is sentiment when people who were never given work that could go wrong turn out able to make the same calls unaided as the people who were.

Refusing is posturing when the work you came closest to turning down, and built anyway, left the people it touched more able to act than your safer work did.

The reachable person is a courtesy when the people who had a decision go against them used it and said the wait was not worth it.

When one of these arrives, the failure counts against the line and not against you for having believed it. Drop it and say so.

How this dies

The last manifesto did not die. It won, and was hollowed out, which is worse. It spread as vocabulary while behaviour stayed home, and its heirs made it immune, so no failure could count against it. A method that explains every failure as incomplete adoption has arranged never to learn.

So if these words arrive and no decision changes, they failed there. And if most of this does not survive contact with your organization, it was wrong about your organization. A manifesto that cannot be wrong is not a manifesto. It is a liturgy.

Correct me rather than quote me.