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Rethinking solar panel geometry beyond the traditional rectangle can unlock significant energy potential by optimizing coverage on complex, irregular rooflines.

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Don't attempt holistic conversion. Module-by-module migration with clear quality gates prevents the catastrophic failure modes that plagued earlier AI conversion attempts.

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