IvoryOS is a visual workflow engine and automation layer that sits on top of ordinary Python scripts. With only two lines of code, you can wrap an existing module and immediately get:

• A web-based GUI with cards for each function
• A visual programming interface (like Scratch, but for lab automation)
• A built-in database for workflows and experiment tracking
• A pluggable optimization engine (Bayesian optimization, Ax, etc.)
• Natural language interface support

IvoryOS is built to make automation accessible to scientists who are not programmers — while still giving developers full power and control.