CLAUDE.md@plugins/kai-marketing-os-v2/knowledge/frameworks/meta-advertisingA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
CLAUDE.md@plugins/kai-marketing-os-v2/knowledge/frameworks/meta-advertising from cgallic/kai-cmo-harness is a CLAUDE.md file: the standing instructions Claude Code reads in that repo.
mdr add cgallic/kai-cmo-harness/plugins/kai-marketing-os-v2/knowledge/frameworks/meta-advertising/CLAUDE.md@git:20260808.f8ac817Pins git:20260808.f8ac817 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- CLAUDE.md file
- Repository
- cgallic/kai-cmo-harness
- Path
plugins/kai-marketing-os-v2/knowledge/frameworks/meta-advertising/CLAUDE.md- Versions recorded
- 1
- Latest version
- git:20260808.f8ac817, committed Aug 8, 2026
- Size
- 2,430 bytes
- Repository stars
- 64
- License
- a license file GitHub does not identify
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Meta Advertising Frameworks
Deep technical documentation of Meta's ad delivery stack: Andromeda, GEM, Lattice, and the Breakdown Effect.
## Files
| File | Use When |
|------|----------|
| `meta-andromeda-deep-dive.md` | Understanding retrieval system, HSNN architecture, creative signals |
| `meta-gem-deep-dive.md` | Understanding generative ads model, InterFormer, knowledge transfer |
| `meta-lattice-deep-dive.md` | Understanding prediction/ranking, MDMO learning, Zipper/Filter |
| `meta-breakdown-effect-deep-dive.md` | Understanding budget allocation, inflection points, scalability |
## Quick Reference
### Meta Ad Delivery Pipeline
```
ANDROMEDA (Retrieval)
↓ Filters millions → thousands
LATTICE (Ranking)
↓ Predicts performance
GEM (Optimization)
↓ Central brain feeding both
AUCTION
↓ Final ad selection
```
### Key Metrics
| System | Key Finding |
|--------|-------------|
| **Andromeda** | 10,000x model capacity, creative = targeting signal |
| **GEM** | +5% IG / +3% FB conversions, auto-deployed Q2 2025 |
| **Lattice** | 10% revenue gain, consolidates hundreds of models |
| **Breakdown Effect** | Low CPA often = small scalability ceiling |
…Read the whole file at its exact version.
How to install
mdr add cgallic/kai-cmo-harness/plugins/kai-marketing-os-v2/knowledge/frameworks/meta-advertising/CLAUDE.md@sha256:f35d5ef44ebfd7c1The line at the top of this page pins the label git:20260808.f8ac817, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_xccrp2auj5brlbg4)
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Versions
The registry has recorded 1 version of this file, committed on Aug 8, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (2430 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
cgallic/kai-cmo-harness · 64 stars · license a license file GitHub does not identify · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xccrp2auj5brlbg4 GET https://markdownregistry.com/api/v1/resolve?ref=cgallic/kai-cmo-harness/plugins/kai-marketing-os-v2/knowledge/frameworks/meta-advertising/CLAUDE.md GET https://markdownregistry.com/api/v1/blob/f35d5ef44ebfd7c1796d211acd8017c09fb26069e6ef4cb695cc41c36ef5efc6
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: what a CLAUDE.md file is · keeping AGENTS.md and CLAUDE.md in sync · which agent file does what.