AI in actual work

What can one person do now?

AI is the largest leverage multiplier I have found. That makes it worth testing obsessively—and worth examining honestly when the shortcut makes the work worse.

The AI lab

Leverage, measured.

01

Tool tests

Can the tool do the real job, or only produce an impressive demo?

02

Workflow tests

Where does AI remove friction, save time, or open entirely new options?

03

Agent tests

What can be delegated safely? What still needs a human in the loop?

04

Business tests

Can one small business sell, serve, and operate at a level that used to require a team?

05

Human tests

Where does AI make us more capable—and where does it make us lazier with better formatting?

06

Receipts

Show the setup, time saved, output created, failure modes, and tradeoffs.

The filter

Magic asks you to stop thinking. Leverage asks you to think better.

The tool is not the result. The result is whether you became more capable without quietly giving away the parts of the work that made it yours.

Broadcast log

Recent AI and experiment notes

The live feed spans the whole laboratory. AI experiments and demonstrations will be marked as they are published.

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Get the AI tests—not just the tool list.

The setup, the measurement, the failure, and whether it earned a permanent place.

Follow the lab ↗P.S. Not narcissistic enough to think you care. Delusional enough to think it matters.