AI RESEARCH
GenCircuit-RL: Reinforcement Learning from Hierarchical Verification for Genetic Circuit Design
arXiv CS.LG
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ArXi:2605.14215v1 Announce Type: cross Genetic circuit design remains a laborious, expert-driven process despite decades of progress in synthetic biology. We study this problem through code generation: models produce Python code in pysbol3 to construct genetic circuits in the Synthetic Biology Open Language (SBOL), a formal representation that s automated verification. We