aisupervised

Beads (`bd`) is a distributed graph-based issue tracker for AI coding agents, backed by Dolt — it gives agents persistent, dependency-aware memory for long-horizon tasks with JSON output, hash-based IDs, and semantic compaction.

Local marketplace for beads plugin development

Tmux-first orchestration layer on top of Beads for multi-agent coding loops with shared task graphs and isolated git worktrees

Streamlines data processing and visualization with flexible, composable Python pipelines for scientific computing and machine learning workflows.