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Brilliant work validating the geometric index as your metric. Your point about the Mag7 distortion really crystallizes why so many people missed the actual market top happening right infront of them. While the S&P looked fine on the surface, the typical company was experienceing exactly the valuation pressure your cycle analysis predicted. The convergence you mapped between financial cycles and real economic sectors (materials, manufacturing) adds a layer of rigor that most valuation analyses completley lack.

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