Proteina-Complexa was used in three modes: Best-of-N, beam search, and hydrogen bond-guided, of which beam search and hydrogen bond-guided were the most successful. AlphaFold and ESMFold were used as in-model reward signals, and the top designs were folded separately with Boltz-2. The best were then redesigned with ProteinMPNN and folded again.