How biofoundries coordinate robotic workflows, LIMS, sample identity, protocols, quality checks and model-driven experiment planning.
Automation is useful when hardware, samples, protocols and results share the same operating model.
The bottleneck is often metadata, sample identity and protocol drift, not the number of robots.