compound-product-management

Use when the user's prompt is vague, overloaded, or missing context that would improve the output. Also use retroactively at session breakpoints to surface prompting patterns the user can improve. Coaches without being annoying.

Use after completing significant work, recovering from errors, or at session breakpoints to review actions, synthesize learnings, and write persistent improvements to memory files. Reduces repeated mistakes and user friction over time.

Use when writing any prose — enforces extreme clarity by eliminating AI writing patterns, banned words, structural cliches, and filler. Produces writing that is specific, concise, and has exactly one meaning per sentence.