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Uncle J

Organizations, products,and the work between.

I work on organizations and build AI products.

Jeffrey Hu · Uncle JExplore my work

01 / ABOUT

My work began with organizations, talent and business operations. Today I bring that experience to AI products and write about how technology changes real work.

About me

02 / PRODUCT PRACTICE

FileFlow logo

FileFlow

Mac file organization

Review first. Organize with intent.

FileFlow Review screen with a file queue and document preview

Preview documents in your Mac folders, choose destinations, and confirm the plan before execution. AI is optional. Recovery is conditional; keep a separate backup.

View FileFlow
One Page logo

One Page

A moment to pause

A few words to steady your day.

One Page mobile screen displaying an English reading card

The quiet ritual of turning over a paper card, brought to your phone. Open a page when you need to pause and leave a little room to think.

Explore One Page

03 / AI × ORGANIZATION OS

Capability acquired. Organization ready?

AI changes the work around it: roles, workflows, knowledge, accountability and governance.

INTERACTIVE EXAMPLE / 01

Being able to do it is not the same as having the right to.

Give a fictional assistant four files and see where it should stop.

Fictional example · No access to your files

EXAMPLE FILES

  • 01Contract_final.pdf
  • 02Contract_final2.pdf
  • 03Quote.xlsx
  • 04Meeting-notes.md

No plan has been proposed yet.

The quote and notes can be organized, but similar contract names are not a reason to overwrite either file.

Why stop here? A useful suggestion is not permission to overwrite a contract.

See the mechanism and limits

This page runs a finite-state example. It calls no model or file system. You cannot confirm without choosing; changing the plan clears the old choice; cancellation never proceeds.

Read the complete OS framework
Roles · Workflows · Knowledge · Accountability · Governance

AI × ORGANIZATION OS / 04

Who owns the result?

Name the person who initiates, reviews and approves consequential work. AI can contribute; it cannot accept consequences.

For example

An AI-assisted recommendation still needs an accountable decision owner and a recorded basis.

Read the complete OS framework

04 / BOOKS

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

06 / CONTACT

Have a concrete question? Let’s talk.

About organizations, products, or the changes you are working through.

Get in touch