McClain Thiel

This paper evaluates RL and SFT for plasmid generation, finding RL achieves higher quality-control pass rates and converges to real plasmid distributions in 3-mer composition and minimum free energy density.

PlasmidLM is a DNA language model that generates plasmid constructs from component specifications, achieving high fidelity and viability in generated sequences.