Uncle J / Public Letter

AI changes work. Organizations must redesign responsibility.

This site is not a gallery of tools. It is my answer to a harder question: once AI enters the organization, how should leaders redesign work? The book-length argument is The Accountable Firm.

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I Built an AI System Smart Enough to Catch Its Own Bugs. On One Call, It Handed the Wheel Back to Me.

Everyone's complained about a boss who won't delegate: it's a tiny thing, why does it need to land on your desk?

July 20, 2026

Where Employee Know-How Actually Lives — And Why AI Cannot Read It

The budget was approved. The tools were purchased. The accounts were provisioned. The vendor ran two rounds of demos. Three months later, the organization looks back and realizes AI has not actually t

July 12, 2026

The Role Is Not the Right Unit. The Work Fragment Is.

Pull apart a job description and you will find something the document never mentions: a significant portion of this person's actual time goes to checking spreadsheets.

June 30, 2026

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