Pipeline Rubrics
Standardized scoring rubrics for every pipeline layer. Used by audit workflows, self-checks in compilation workflows, and remediation workflows.
When to Use This Skill
- During
/audit-ambiguity— load the rubric for the layer being audited - During document compilation self-checks — load the relevant rubric to validate before presenting
- During
/remediate-pipeline— load rubrics for adversarial scoring - Any time a two-implementer test is needed on a pipeline document
How to Use
- Identify the pipeline layer being scored
- Load the matching reference file from
references/ - Score each dimension using the ✅ / ⚠️ / ❌ criteria
- Apply the scoring formula from
references/scoring.md
Reference Files
| Layer | File | Dimensions |
|---|---|---|
| Vision | references/vision-rubric.md | 7 |
| Architecture | references/architecture-rubric.md | 9 |
| IA | references/ia-rubric.md | 8 |
| BE | references/be-rubric.md | 10 |
| FE | references/fe-rubric.md | 10 |
| Scoring | references/scoring.md | Formula + cross-layer checks |
Two-Implementer Test
For every dimension: "Would two different developers, reading only this spec with no other context, make the same decision?"
- If YES with a specific citation → ✅
- If MAYBE or requires inference → ⚠️
- If NO or content is absent → ❌
Related Skills
resolve-ambiguity— resolve gaps found by rubric scoringtechnical-writer— rewrite sections that score ⚠️ or ❌code-review-pro— adversarial review methodology