closed-looplisted
Install: claude install-skill jpoindexter/ai-agent-skills
# Closed Loop
A bounded looping harness for producing high-quality assets. You define the goal, inputs, and rubric. The loop runs discover → plan → execute → evaluate → improve until every gate passes or the iteration cap is hit.
## When to use
- Landing page rewrites
- Ad creative generation
- Email nurture sequences
- Content repurposing
- SEO articles
- Offer research and positioning
Not for open-ended exploration — use fleet-loop for that.
## The 5 stages
| Stage | Job |
|---|---|
| **Discover** | Research the market, buyer, offer, competitors, source material, or objections |
| **Plan** | Map the work into clear steps with acceptance criteria |
| **Execute** | Draft, build, or produce the asset |
| **Evaluate** | Score the output against the rubric; identify what's below threshold |
| **Improve** | Fix weak sections, re-run evaluation, repeat |
## Reusable prompt template
```
Goal:
[Business outcome — not just the asset type.]
Inputs:
- Audience:
- Offer:
- Source material:
- Brand voice:
- Constraints:
Loop:
1. Discover: research relevant context, extract useful facts.
2. Plan: break the work into clear steps.
3. Execute: produce the first draft.
4. Evaluate: score against the rubric below.
5. Improve: fix anything below the pass threshold.
6. Repeat until every gate passes or you hit the stop rule.
Eval rubric:
- Clear target buyer: pass/fail
- Specific pain or desire addressed: 1–10
- Strong proof (evidence, data, testimony): 1–10
- Differentiated angle (no