← Mathematical compendium

Published equation contexts

Nm(B)={(g,h):LCB⁡0.95 ⁣[Pr⁡(Y=1∣m,g,h,B)]≥p∗}\mathcal{N}_m(B)=\left\{(g,h):\operatorname{LCB}_{0.95}\!\left[\Pr(Y=1\mid m,g,h,B)\right]\ge p^*\right\}

Why this formula appears here

where the components are maximum direct monetary expenditure in U.S. dollars, maximum supplied input-token context, and maximum elapsed minutes. These are intentionally not converted into one fictional currency. A system that buys more attempts, receives more context, or waits longer has changed its environment. Let Y=1 mean that an attempt reaches At(x)A_t(x)=1 without a predeclared collateral violation. The niche is the set Nm(B)={(g,h):LCB⁡0.95 ⁣[Pr⁡(Y=1∣m,g,h,B)]≥p∗}\mathcal{N}_m(B)=\left\{(g,h):\operatorname{LCB}_{0.95}\!\left[\Pr(Y=1\mid m,g,h,B)\right]\ge p^*\right\}. where p∗p^* is a preregistered practical reliability threshold and the lower confidence bound is clustered by task, repository, and repeated attempt. The region lives in intention-gap/horizon space: g is in bit-transitions and h in active human minutes. It…

Read the full article-specific guide →

Read the representative guide

p∗p^*

Symbol p^*

a preregistered practical reliability threshold and the lower confidence bound is clustered by task, repository, and repeated attempt.

Read this term in its guide →
Pr⁡\Pr

Probability operator

The probability operator gives the chance of the event named inside its brackets or parentheses.

Read this term in its guide →

How to interpret it

Read it with the definitions, units, and assumptions supplied by the article.

Learn the mathematics behind it

Published contexts (1)

A symbol can carry a different meaning in another article. Each occurrence keeps its own guide and term definitions.

Nm(B)={(g,h):LCB⁡0.95 ⁣[Pr⁡(Y=1∣m,g,h,B)]≥p∗},\mathcal{N}_m(B)=\left\{(g,h):\operatorname{LCB}_{0.95}\!\left[\Pr(Y=1\mid m,g,h,B)\right]\ge p^*\right\},

Equation 29 · Evolutionary AI

AI Feeds on the Distance Between an Intention and an Outcome

This equation states a bound: one expression must stay on the indicated side of the other under the article’s assumptions.

where the components are maximum direct monetary expenditure in U.S. dollars, maximum supplied input-token context, and maximum elapsed minutes. These are intentionally not converted into one fictional currency. A system that buys more attempts, receives more context, or waits longer has changed its environment. Let Y=1 mean that an attempt reaches At(x)A_t(x)=1 without a predeclared collateral violation. The niche is the set Nm(B)={(g,h):LCB⁡0.95 ⁣[Pr⁡(Y=1∣m,g,h,B)]≥p∗}\mathcal{N}_m(B)=\left\{(g,h):\operatorname{LCB}_{0.95}\!\left[\Pr(Y=1\mid m,g,h,B)\right]\ge p^*\right\}. where p∗p^* is a preregistered practical reliability threshold and the lower confidence bound is clustered by task, repository, and repeated attempt. The region lives in intention-gap/horizon space: g is in bit-transitions and h in active human minutes. It…

Meanings in this article

  • gg: in bit-transitions and h in active human minutes.
  • p∗p^*: a preregistered practical reliability threshold and the lower confidence bound is clustered by task, repository, and repeated attempt.
Equation guide → · Article →