My AI Maturity Ladder: From Chat to Choreography
Six rungs from chat to choreography — and why results feel inconsistent at rung three.
24 essays
Six rungs from chat to choreography — and why results feel inconsistent at rung three.
Prompting is asking better questions. Choreography is designing how intelligence moves.
Flat. Neat. Easy to consume. Missing several load-bearing ingredients.
Not vague productivity. Specific relief with receipts.
AI compounds when it helps create the thing that helps create future things.
A lot of AI value dies in the scroll swamp, where good ideas go to be vaguely remembered.
The answer helps once. The artifact helps again.
It just happens. People feel it. People plan around it. Nobody owns it.
An assistant helps with a task. An ecosystem supports a pattern of work.
“Just help with stuff” is not a job description. It is how weird stuff happens.
Human teams have roles for a reason. AI needs the same distinction.
Speed without margin is just burnout with better tooling.
By the time you start the real work, half your energy has already been mugged in the parking lot.
That is not a process. That is a scavenger hunt with legal exposure.
The worst time to document a decision is after something goes wrong.
The late-night save is a signal: a broken system relying on one person's goodwill.
I have been the human copy-paste bridge. The bridge is tired.
Be suspicious of small requests. Many of them are secretly recurring workflows.
Ask AI for a grocery list, and it will reveal the operating system underneath your life.
A human reviewer at the wrong point is not governance. It is theater with a comments field.
Most leaders are not lacking judgment. They are lacking clean inputs.
The right metaphor isn't decoration. It's how you know what you are building.
“Just help with this” is a creativity engine. It is not a system.
One AI for everything eventually becomes a very articulate junk drawer.