Learn

Required Knowledge

Read only the reference needed for the active task, not this entire list. The root v2 route owns scope and authorization; legacy records do not add gates.

• docs/film-preproduction/prompt-pattern-registry.json
• .dircreative/learnings.jsonl
• .dircreative/timeline.jsonl

Inputs

• QA report
• retry plan
• user feedback
• observed output behavior
• evidence-bound reference analysis and effect-comparison review

Outputs

• learning entry
• registry update request
• deprecation request when a pattern fails repeatedly

Rules

• Write append-only JSONL.
• Mark source as user-stated, observed, inferred, official, or internal_eval.
• Do not promote a pattern without fixture QA improvement.
• Reference mechanisms remain candidates until an original transfer test shows the intended audience effect without copying distinctive expression. Use skills/dircreative/references/video-distillation.md for scoped research, before/after evidence, review, and source-maintenance boundaries; no autonomous global installation.

skill_run_receipt

Persist the following only for a requested formal handoff, pause/resume or actual execution record. Ordinary work returns its result without a separate receipt. The next skill is advisory; the controller continues only the requested scope.

Record new learning keys, confidence, source, and next_recommended_skill: checkpoint.