Autonomous Structural Discovery Of Bioprocess Dynamics And Kinetics Via LLM-Driven Agents.

arXiv:2610.35391v1 Announce Type: cross Abstract: High-fidelity digital twins in continuous biomanufacturing are often bottlenecked by incomplete kinetic models, while standard data-driven algorithms (e.g., SINDy, PINNs) lack interpretability or impose rigid p