A method worth keeping close.

Andrej KarpathyAnalytical perspectiveAK-P01

PRODUCT ADVISORY COUNCIL

Check whether success is verifiable

Check whether outcomes can be judged reliably and attempts can be reset affordably.

Andrej KarpathyAnalytical perspectiveAK-P01

The method

Check whether success is verifiable

Check whether outcomes can be judged reliably and attempts can be reset affordably.

When to use it

• Selecting tasks for AI learning or iterative improvement.

Ask yourself

• Can this task be automated with AI?

Put it into action

• List reset costs, trial speed, and feedback methods. Keep explicit review for open-ended judgments that are hard to verify.

Keep these limits in mind

• Verifiability is one factor. A reward can diverge from real value; it does not prove a whole profession will be replaced.

An analytical method adapted from the public skill package, not a reply or endorsement by the person represented.
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