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It's long past time for the complete DNA sequences of all constructs used in preprints and publications to be shared in full. (just not for potential pandemic viruses) Also, deposit Addgene! Kudos to B Thuronyi (they/them) @[email protected] Erika Alden DeBenedictis Jeffrey Barrick journals.plos.org/plosbiology/ar…

If you wouldn't throw out error bars when analyzing data, best account for experimental noise when training models. FLIGHTED makes this easy, notably changing model performance. Also, scaling doesn't currently seem to hold in bio: data is limiting, not # of parameters.

The benefits of biotech are too great to risk misuse. Let’s help firms compete on security with monthly audits of gene synth providers, in which experts try to obtain hazards. Adequate screening = audit scores close to leaders. Time to support the IGSC. statnews.com/2024/05/08/sho…