| name | dircreative-learn |
| description | Record reusable project learnings, prompt fixes, channel rules, and model behavior. |
Learn
Required Knowledge
docs/film-preproduction/prompt-pattern-registry.json
.dircreative/learnings.jsonl
.dircreative/timeline.jsonl
Inputs
- QA report
- retry plan
- user feedback
- observed output behavior
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.
skill_run_receipt
Record new learning keys, confidence, source, and next_recommended_skill: checkpoint.