[Concept 01]

You were never hiredto do a job.You do a bundle of tasks.

Which matters more than it sounds. A job is not the unit that gets automated — tasks are. And the line between what machines already do and what they don't is not a line at all. It is jagged, and it runs straight through your week.

The frontier

The edge of machine capability is not smooth. It is jagged, and unmarked.

Models are superhuman at things you assumed were hard and helpless at things you assumed were trivial. There is no map, because the edge moves — and it does not move evenly.

Still outside — humanInside — already machine-solved

The mistake

We argue aboutwhole jobs.The line cuts tasks.

Nobody's role is replaced or safe. Parts of it cross the line while the rest doesn't — and most people have never listed the parts.

Your bundle

Plot the actual tasks and the picture stops being abstract.

Fourteen things a knowledge worker really does in a week, placed against the same jagged line. Four categories, four different responses.

Still outside — humanInside — already machine-solved
Draft the first versionSummarise the callReformat the deckPull the numbersTranslate the briefScope the workReview a proposalPrep the workshopSay no to the wrong clientHold a hard conversationRead the roomOwn the consequenceTeach it to someone elseNotice what nobody asked for
  • Inside the line

    Already over the edge. A model does this at least as well as you, today, for almost nothing.

  • Drifting inward

    Still yours, but not comfortably. Twelve months of drift and the line will have crossed it.

  • Still outside

    Stubbornly human — context, consequence, and the reason anyone trusts the answer.

  • Unmapped

    Nobody has seriously tried. Not because it is hard, because nobody looked.

Job theory

Nobody hiresa task.They hire progress.

Clayton Christensen's point, applied inward: the job is the progress someone is trying to make. Tasks are only the current means. Change the means and the job survives.

Zoom out

Grouped by the progress each task serves, it looks like something else entirely.

01 · Make the call

Pull the numbersScope the workReview a proposalSay no to the wrong clientOwn the consequence

02 · Move the room

Summarise the callPrep the workshopHold a hard conversationRead the roomTeach it to someone else

03 · Make the thing

Draft the first versionReformat the deckTranslate the briefNotice what nobody asked for

The turn

Tasks can be traded.The job stays yours.

If the progress is what you were hired for, handing over the means is not a loss of role. It is a change of instrument.

The missing piece

Every bundle has a part that never got the hours it deserved.

Ask anyone what the best version of their job would include and they can answer in one sentence. Then ask when they last did it. That gap is the piece the freed capacity is for.

the missing piece

  • 01

    Judgment

    The part that only shows up when someone carries the outcome. Machines produce options; you decide what is true enough to act on.

  • 02

    Relationship

    Trust is not a deliverable. It accrues in the conversations there was never time for.

  • 03

    Taste

    Knowing which of the twenty good answers is the right one here, for these people, this year.

  • 04

    Care

    The work you would still do if nobody measured it. Usually the reason the job exists at all.

“As more of the bundle is handled elsewhere, the question stops being what you can keep and becomes what you would choose.”

The point of the whole exercise

[What to do with this]

List the bundle. Mark the line. Decide what the freed hours are for.

That exercise, run with a leadership team on their own real work, is where most of my engagements start.

See the offering