Intelligent robotic platforms that automate mammalian cell culture end-to-end, combining purpose-built hardware, computer vision, digital twin simulation, and agentic software. Enables scientists in drug discovery, cell therapy, and biomanufacturing to run reproducible 24/7 experiments—automating incubation, liquid handling, imaging, protocol execution, and cell monitoring to accelerate in silico-to-living-cell validation.