Tool tests
Can the tool do the real job, or only produce an impressive demo?
Run the test. Keep the receipts. Earn freedom.
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.
Can the tool do the real job, or only produce an impressive demo?
Where does AI remove friction, save time, or open entirely new options?
What can be delegated safely? What still needs a human in the loop?
Can one small business sell, serve, and operate at a level that used to require a team?
Where does AI make us more capable—and where does it make us lazier with better formatting?
Show the setup, time saved, output created, failure modes, and tradeoffs.
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.
The live feed spans the whole laboratory. AI experiments and demonstrations will be marked as they are published.
Receiving the latest signal…
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.