PFAS substitutes get more than a candidate list: three agent stages close the loop from lab stock to manufacturability
For PFAS substitution, a three-stage multi-agent workflow links requirement analysis, candidate generation and manufacturability assessment in a closed loop, raising the overall score from 2.99 to 5.47 with the backbone model held fixed.