compound

To turn session friction into durable workflow improvements, scan completed work for tool retries, redo edits, and manual verification loops, then convert those signals into specific edits for hooks, rules, or memory files with explicit approval before writing.

Postmortem analysis automation works by detecting observable friction like blocked tool calls and repeated confirmation loops from a finished session, deduplicating findings against existing memories, and routing the concrete fix to the correct artifact surface.

Deduplication of workflow improvements against existing memory rules involves scanning recent session friction, comparing detected patterns against current memories and workflow notes, and routing only novel, buildable fixes to the appropriate durable artifact surface.

When no concrete buildable fix exists for session friction, capture the softer pattern by recording it as habit memory, allowing it to be promoted into a durable rule or skill enhancement later if the same friction repeats in future work units.

Run session analysis to extract preventable inefficiencies after substantial completions like PR merges, launches, or investigations, specifically targeting work units where blocked tools, redo edits, manual user actions, or repeated confirmation loops appeared.

Yes, skill routing requires a present-and-confirm gate where the system proposes a specific edit to a hook, memory file, or related artifact, and explicit user approval must be granted before any durable write is executed.