signac
Workflow management for signac-managed data spaces.
Git-first, hypothesis-forcing experiment tracking for agent-driven ML research. Bundles a research harness for the H->E->F artifact model, uses signac for local execution/run state, and bridges to W&B for remote observability.
Rapidly visualize signac projects through a customizable dashboard interface.