Audit Drift
SkillAI & modelsChecks every post currently assigned to a substacker section against that section's promise and flags posts that no longer fit. Distinguishes acceptable-stretch (minor) from borderline (surface for review) from genuine-drift (violates promise). Never reassigns automatically — only flags. Use on every Curator run where at least one section already exists. Trigger keywords — drift, drift audit, section fit, promise violation, post in wrong section.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Audit Drift skill
What this skill tells your AI
The instructions your AI receives, as published by lyndonkl/claude in skills/audit-drift/SKILL.md and read by ahel’s review.
Workflow
Per section in section-map:
- [ ] Step 1: Load section's promise
- [ ] Step 2: For each assigned post, score fit against promise
- [ ] Step 3: Tag: acceptable-stretch | borderline | genuine-drift
- [ ] Step 4: If >2 posts in one section are "genuine-drift", also flag the section's PROMISE as a rewrite candidate
- [ ] Step 5: Emit per-post verdict list
Three levels
- Acceptable-stretch: post stretches the promise but doesn't break it. Note only.
- Borderline: post is at the edge. Surface for writer review; consider reassignment.
- Genuine-drift: post violates the promise. Reassign candidate OR trigger section-promise rewrite.
Guardrails
- Never reassign automatically. Only flag.
- When >2 posts in one section drift, prefer rewriting the section's promise over reassigning posts (usually the promise was too narrow, not the writer too drifting).
- Fit-scoring is intuitive, not algorithmic — based on whether the reader subscribed for THIS would expect THIS post.
- Retired sections are excluded from drift checks.
Signals
- GitHub stars
- 158
- Forks
- 23
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
audit-drift- Source
- github.com/lyndonkl/claude