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Equation 9 · Part 2 · AI Feeds on the Distance Between an Intention and an Outcome

subscript

KtK_t
subscript

What this part means

The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.

Its job in the formula

A subscript distinguishes a version, component, step, or member of a quantity. It does not automatically mean multiplication.

The passage around this formula

Then comes the factor most benchmark descriptions hide inside “multi-step.” Let KtK_t be the number of consequential state transitions required to go from the fresh container to the terminal predicate. It is not clicks, tokens, shell commands, or internal thoughts. A transition counts only when it changes a repository-relevant state that must be deliberately repaired, preserved, or validated before the hidden predicate can be attempted: for example, locating the affected behavior, altering a coupled implementation boundary, updating a declared behavior, or establishing a verification state. A pre-registered task graph, built from the frozen task package and reviewed by raters blind to…

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Learn the underlying idea

A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.

Open the illustrated subscripts: which member of a family? guide →

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