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And the challenge for the open models will be will they be able to keep up in terms of access to compute, to training, access to data to train those models

[14] [15] Feeding the Bacteria That Do the Work Because SCFA production depends on feeding a diverse microbiome a variety of fermentable fibers, a synbiotic approach beneficial bacteria plus the prebiotics that nourish them is a sensible everyday strategy

CPT Pharmacometrics & Systems Pharmacology, 13(3), pp.494503

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If you want a more detailed breakdown of what happens when a vial freezes, this guide on compounded tirzepatide freezing explains the risks in more detail