IRAC data have long implied that early () galaxies often have very high specific star formation rates (sSFR30 Gyr), but JWST data have shown that at least some early galaxies are forming stars far less vigorously. Here, we systematically analyze the recent star formation histories (SFHs) of a large () sample of Lyman-break galaxies (LBGs) spanning assembled from ACS+NIRCam imaging in the GOODS and Abell 2744 fields. We find that very low H-to-UV luminosity ratios () and strong recent downturns in star formation rate (SFR) are 5 more common among the UV-faintest subset of our sample () compared to the brightest subset (). The frequency of high and strong recent SFR upturns is approximately constant with UV luminosity. We discuss how bursty SFHs naturally reproduce this much greater diversity in recent SFHs among very UV-faint galaxies. Using public NIRSpec/prism data, we newly confirm recent strong SFR downturns among three LBGs in our sample, and validate our photometric inferences on key SFH signatures among LBGs in general. Our results imply that early galaxies frequently cycle through phases of rapid stellar mass assembly and other periods of much slower growth. This yields huge (1-2 mag) fluctuations in on rapid (10-30 Myr) timescales, helping explain the surprising abundance of galaxies. Finally, we caution that this burstiness causes all existing high-redshift samples (particularly line-selected samples) to be far less complete to galaxies with long recent phases of low sSFR than those currently undergoing a burst.

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