Abstract: The present disclosure provides computer-implemented methods, systems, and devices for generating multistep explanations for pedagogical exercises. A computing device receives a query from a user. The computing device determines that the query includes query data describing a pedagogical exercise to be solved. The computing device provides the query data as input to an explanatory machine-learned model. The computing device receives, as output from the explanatory machine-learned model, a pedagogical response, the pedagogical response including a multi-step explanation of a solution to the pedagogical exercise. The computing device provides the pedagogical response for display to a user.

Abstract: Methods and systems for quantification of an abundance of one or more payloads (e.g., proteins) in a mixture (e.g., a complex mixture (e.g., in vivo)) using barcodes (e.g., peptide barcodes), binders (e.g., polypeptide binders), and binding agents (e.g., phage) are provided herein.

Abstract: Methods and systems for quantification of an abundance of one or more payloads (e.g. proteins) in a mixture (e.g. a complex mixture (e.g. in vivo)) using barcodes (e.g. peptide barcodes), binders (e.g. polypeptide binders), and binding agents (e.g. phage) are provided herein.

Abstract: Methods and systems for quantification of an abundance of one or more payloads (e.g. proteins) in a mixture (e.g. a complex mixture (e.g. in vivo)) using barcodes (e.g. peptide barcodes), binders (e.g. polypeptide binders), and binding agents (e.g. phage) are provided herein.

Abstract: Methods and systems for quantification of an abundance of one or more payloads (e.g. proteins) in a mixture (e.g. a complex mixture (e.g. in vivo)) using barcodes (e.g. peptide barcodes), binders (e.g. polypeptide binders), and binding agents (e.g. phage) are provided herein.

Abstract: Methods and systems for quantification of an abundance of one or more payloads (e.g. proteins) in a mixture (e.g. a complex mixture (e.g. in vivo)) using barcodes (e.g. peptide barcodes), binders (e.g. polypeptide binders), and binding agents (e.g. phage) are provided herein.

Abstract: Methods and systems for quantification of an abundance of one or more payloads (e.g. proteins) in a mixture (e.g. a complex mixture (e.g. in vivo)) using barcodes (e.g. peptide barcodes), binders (e.g. polypeptide binders), and binding agents (e.g. phage) are provided herein.

Abstract: Methods and systems for designing, testing, and validating genome designs based on rules or constraints or conditions or parameters or features and scoring are described herein.

Abstract: Methods and systems for designing, testing, and validating genome designs based on rules or constraints or conditions or parameters or features and scoring are described herein.

Abstract: Methods and systems for designing, testing, and validating genome designs are described herein. A computer-implemented method includes receiving data for a known genome and a list of alleles, identifying and removing occurrences of each allele in the known genome, determining a plurality of allele choices with which to replace occurrences in the known genome, generating a plurality of alternative gene sequences for a genome design based on the known genome, applying a plurality of rules or constraints or conditions or parameters or features to each alternative gene sequence by assigning a score for each rule or constraint or condition or parameter or feature in each alternative gene sequence, resulting in scores, scoring each alternative gene sequence based on a weighted combination of the scores, and selecting at least one alternative gene sequence as the genome design based on the scoring.