session-compounding

To turn session observations into durable workflow improvements, you review work session outputs to detect recurring friction, classify improvements by impact and feasibility, and execute the highest-priority change to update protocols. This enforces a continuous compounding phase for execution.

The best way to prioritize execution improvements is to analyze detected patterns from your session outputs and classify each potential improvement by its impact and feasibility, generating a prioritized plan that drives immediate execution and workflow updates.

You detect recurring friction patterns by reviewing work session outputs and observations to identify improvable areas, analyzing these patterns to classify potential improvements, and documenting actionable observations for future workflow refinement.

You should run a session review at the end of a significant work session to ensure the compounding phase happens, detecting improvable patterns and executing the highest-priority improvement before finalizing your workflow updates.

No dependencies are required to update workflows and protocols. The skill operates independently to analyze session outputs, classify improvements, and enforce guidance updates by modifying workflows, protocols, or skill steps as needed.

A key limitation is that classifying improvements relies entirely on the quality of your session observations and outputs. Without detailed observations of recurring friction, the prioritized plan may lack actionable depth for updating workflows or protocols.