// Upgrade marketing, content, SEO/AEO/GEO, and revenue skills so changes are judged by platform analytics instead of vibes. Use when applying closed-loop learning to X, YouTube, SEO, AEO/GEO, outbound, paid creative, or revenue workflows.
| name | closed-loop-analytics-upgrade |
| description | Upgrade marketing, content, SEO/AEO/GEO, and revenue skills so changes are judged by platform analytics instead of vibes. Use when applying closed-loop learning to X, YouTube, SEO, AEO/GEO, outbound, paid creative, or revenue workflows. |
A workflow is not a closed loop until it checks whether the change worked and updates the playbook from that evidence.
For marketing skills, that means pulling analytics after the change window. Manual opinions are useful. Platform truth wins.
Track:
Use for:
Track:
Use for:
Track:
Use for:
Track:
Use for:
Every promoted change needs:
Promote when:
Do not promote when:
That last one is harsh but spiritually important.
Read-only analytics pulls are fine. External writes still require approval:
# Readback: <skill/change>
## Verdict
Promote / keep testing / rollback / unproven
## Change tested
<what changed>
## Data pulled
| Source | Window | Status |
|---|---|---|
## Baseline vs candidate
| Metric | Baseline | Candidate | Delta | Interpretation |
|---|---:|---:|---:|---|
## Caveats
<confounders and missing data>
## Patch
<what changes in the skill/playbook>
## Next readback
<date + metric>
Write long-form X (Twitter) posts and threads in a founder/CEO voice. Use when drafting X articles, long tweets, thought leadership threads, or viral content. Produces contrarian, data-backed posts with ASCII diagrams and code block visuals. Includes mandatory AI humanizer pass (24-pattern detector) before finalizing.
Analyze YouTube channels for outlier videos and packaging patterns. Identifies what's working (2x+ average views) across any set of channels. Use when asked for YouTube competitive analysis, viral video patterns, or packaging/title inspiration.
Clone any website into a pixel-perfect Next.js replica. Point it at a URL and it reverse-engineers the design, extracts assets, and rebuilds it section by section using parallel builder agents. Use when asked to clone, copy, replicate, rebuild, or reverse-engineer any website or landing page. Also use for "make it look like this site" or "build a page based on this URL".
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Run Karpathy-style autoresearch optimization on any content. Generates 50+ variants, scores with a 5-expert simulated panel, evolves winners through multiple rounds, outputs optimized version + full experiment log. Use when optimizing landing pages, email sequences, ad copy, headlines, form pages, CTA text, or any conversion-focused content. Triggers on "optimize this page", "run autoresearch", "score these variants", "A/B test this copy".
Generate professional presentations with AI-generated images. Use when asked to create a deck, presentation, pitch deck, or slides. Supports style presets (whiteboard, corporate, minimalist, etc). Uses Imagen 4.0 API for image generation and Google Slides API for assembly. Produces full decks from markdown content specs in minutes.