Symbol N_m
is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
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Why this formula appears here
The tool factor gives the map a second chance to be meaningful. Add one predeclared tool channel—a repository search index, a test-output view, or a static dependency browser—without changing the request or endpoint. The prediction is not “tools improve agents.” It is that the boundary of should move in a pattern tied to a named bottleneck: a search tool may expand deep multi-file conditions; a richer diagnostic may compress the apparent gap by eliminating false completion classes. If every tool merely shifts all cells uniformly, the language of niches adds very little to a simple resource-performance curve.
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Symbol B
B is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
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Read this expression with the definitions, units, and assumptions supplied by the article.
Published contexts (1)
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Equation 37 · Evolutionary AI
AI Feeds on the Distance Between an Intention and an Outcome
This mathematical expression combines the displayed quantities; its precise role follows from the surrounding article text.
The tool factor gives the map a second chance to be meaningful. Add one predeclared tool channel—a repository search index, a test-output view, or a static dependency browser—without changing the request or endpoint. The prediction is not “tools improve agents.” It is that the boundary of should move in a pattern tied to a named bottleneck: a search tool may expand deep multi-file conditions; a richer diagnostic may compress the apparent gap by eliminating false completion classes. If every tool merely shifts all cells uniformly, the language of niches adds very little to a simple resource-performance curve.
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