Systematic engineering and machine learning analysis of intrinsic terminators reveal crucial nucleotides directly upstream of the terminator hairpin.
This study demonstrates that inserting an adenosine nucleotide directly upstream of an intrinsic terminator's hairpin significantly enhances protein production and reduces read-through in *E. coli*, a finding validated through systematic engineering and a predictive machine learning model.