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The pattern we see repeatedly: researchers who follow manufacturer-provided 'standard protocols' without understanding the mechanistic constraints end up with inconsistent results across trials

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Tirzepatide engages GIP near the strength of the natural hormone but activates GLP-1 about 18 times more weakly than natural GLP-1.⁷ After accounting for protein binding in blood, the drug is roughly 20-fold GIP-forward and has no meaningful glucagon activity