Formal Pipeline
- Capture and validate report payload.
- Resolve issue via dedupe markers (create or update/comment).
- Plan follow-up: issue-only, issue+PR, or issue+fork.
- Execute direct SCM operations or spawn agent session for code changes.
- Link issue/fork/PR and update operation journal.