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At(x)∈{0,1}A_t(x)\in\{0,1\}

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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 At(x)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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AtA_t

Symbol A_t

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At(x)∈{0,1}A_t(x)\in\{0,1\}

Equation 15 · 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 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 At(x)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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