superdense

Set up or repair one outcome-loop folder for improving a real-world outcome. Use when the user wants to define goal.md, run.md, analytics/instrumentation, levers, target repos/accounts, or the folder contract for an outcome loop.

Find & read context prior AI-agent sessions. Use when the user asks about previous or other agent runs, needs context from earlier work, wants to understand what happened, compare attempts, audit decisions/tools/errors, plan-mode behavior, or access the original session record.

Run one action in an outcome-loop folder. Use when the user wants to execute the outcome loop, start with Superdense reward maintenance, choose one action on a lever, create runs/<run-id>/work.md and learnings.md, or use prior outcomes to improve a real-world metric.

Improve an existing outcome loop playbook from prior runs and Superdense reward evidence. Use when the user wants observer-mode analysis, macro workflow improvements, run.md updates, lever-map refinement, diagnostics improvements, or efficiency fixes for future outcome runs.

Inject the 3 most recent session IDs for the current workspace into the prompt before Claude responds. Use when starting work and wanting recent session context.