Provigen AI turns robotic biolabs into closed-loop systems by deploying and optimizing laboratory protocols with active learning. Instead of months of manual debugging, the platform shortens optimization timelines from months to weeks by connecting to equipment, reading sensor data to auto-debug workflows, and continuously running iterative optimization loops.