01 · EXECUTION & COMPUTE
Run Python, R, shell commands, and research tools
Open-Science provides persistent Python and R kernels, stateless shell execution, and supported remote SSH compute in one research workspace.
Persistent kernels let researchers and agents maintain variables and analytical state across related steps. Shell commands support file operations, scientific tooling, and reproducible workflows, while environment and package information makes computational assumptions more visible.
When local resources are insufficient, supported SSH workflows can submit and manage research jobs on registered remote compute hosts.
Persistent Python and R kernels
Stateless shell execution with recorded history
Supported remote SSH compute

















