Equation 15 · AI Feeds on the Distance Between an Intention and an Outcome

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A_t(x)\in\{0,1\}

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A_t

Symbol A_t

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x

Symbol x

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subscript

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.

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What the article says around this equation

The proposed object is fifty containerized repository-repair tasks. Each task would have a frozen repository commit, a reproducible execution image, a fixed hidden-test predicate $A_t(x)$ $\in$ \{0,1\} , and a retained canonical historical resolution kept outside the agent and annotation contexts. The canonical resolution is evidence for task construction, not the grading oracle: an alternative patch may be valid if it reaches the fixed test predicate without violating predeclared collateral checks. The study would never equate source-code similarity with success.

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