real-time monitoring, and remote management while supporting integration with existing lab software and AI systems. LINQ Bench accommodates various instruments and configurations, allowing flexible lab layouts and efficient sample handling. Automata’s tools provide version control, data tracking, and collaboration features, facilitating reproducible and scalable laboratory operations. The platform is designed to optimize throughput, reduce manual interactions, and support the automation of complex experiments across genomics, cell biology, and assay development.