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Uncle J

Managing AI and peopleis one craft.

InsiderFor people holding the org chart and the budgetNovember 2026

This issue

Crossing out a name takes one second;catching everything that name was holding takes a quarter.

This issue · October 18, 2026

You Killed the PM Title. Who Picked Up the PM's Work?

Bosses keep bringing me the same problem to check: "Airbnb doesn't even want PMs anymore. We'll cut the role too, let AI absorb the work. The math checks out, right?"

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Capability acquired. Organization ready?

When AI enters the work, five things need an owner.

  1. RolesWhich work is changing?
  2. WorkflowsWhere does AI enter the work?
  3. KnowledgeWhat should the organization remember?
  4. AccountabilityWho owns the result?
  5. GovernanceDo the rules hold on an ordinary day?
See the full framework

Some thoughts become books.

Two books. Two perspectives. Not word-for-word translations.

CHINESE · OPEN READING

AI 上完之后，组织怎么办

Take a look

ENGLISH · OPEN READING

The Accountable Firm

On accountability, collaboration and governance as AI enters the organization. Read the complete book free on this site.

Read the book free
All books

Ideas, shipped as products.

FileFlow review workspace
FileFlowReview first. Organize with intent. · macOS
One Page reading card on a phone
One PageA few words to steady your day.

AlsoAI × Organization OSInterview PackAll work

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