The plan is complete. Here's the summary:

Root cause: 3 scripts changed line counts since last docs sync:

• sw-loop.sh: 3361 → 3395
• sw-pipeline.sh: 2877 → 2875
• sw-lib-pipeline-detection-test.sh: 598 → 604

Scope: 10 stale AUTO sections (core-scripts + test-suites) across 5 files:

1. .ai-standards/generated/claude-instructions.md
2. .ai-standards/generated/copilot-instructions.md
3. .ai-standards/generated/codex-instructions.md
4. .github/copilot-instructions.md
5. AGENTS.md

Status: shipwright docs sync already ran and all 30/30 sections are now fresh. Changes are staged and ready to commit + PR.

Remaining: Commit the changes and create a PR.