#verification
Every node in the atlas carrying this tag.
- 002When Uncertainty Pays YouConvexity
Cap your downside, leave your upside open, and the world's volatility stops taxing you and starts paying you. The only question left is the shape of the payoff, not the odds.
- 003The Most Valuable Thing an AI Can Say Is "I Don't Know"The Invisible Frontier
The same model can make you forty percent better or nineteen points worse while sounding identically sure. Abstention is the only signal that tells the two apart.
- 005Cheap to Make, Expensive to CheckThe Verification Economy
Generative AI drove the cost of making work toward zero and left the cost of checking it where it found it. Whether you stay the director or become a limb turns on a single question: does a cheap verifier exist.
- 006The Reverse CentaurWho Really Decides
Keep every human on the org chart, add a second approver, and the machine can still end up the sole decider: a firm that checks whether it hit the target, never whether the target was right.