The artificial intelligence-first approach to drug discovery may be boosting productivity but has also exposed the fact that in silico design can only go so far. At some point it will be necessary to revert to the conventional method and synthesize a protein and do an experiment. Now newco Adaptyv Bio aims to smooth this transition by applying cell-free systems and micro fluidics to enable proteins to be synthesized and validated at nano scale.