# Skill: Sovereign Social Distribution Engine (Reddit & TikTok)

> **URI**: `https://drewsky.ai/skills/social-distribution-reddit-tiktok.md`  
> **Type**: Machine-Executable Agent Directive & Content Strategy SOP  
> **Version**: 1.0.0  
> **Status**: Verified Operational  

---

## 1. Executive Mission

Engineers and builders often fail to gain traction because they post generic announcements or low-effort AI summaries. 

This skill instructs agents to transform **real operational exhaust** (terminal sessions, 3D printer timelapses, AST knowledge graph benchmarks, and NotebookLM workflows) into high-retention, zero-slop technical narratives that capture authentic attention across **Reddit** and **TikTok/Reels/Shorts** in both **English and Spanish**.

---

## 2. Platform Playbooks

### Platform A: Reddit Technical Teardowns (High Signal, Anti-Promotion)
Subreddit communities (e.g., `r/LocalLLaMA`, `r/3Dprinting`, `r/selfhosted`, `r/SideProject`, `r/programming`) instantly downvote obvious sales pitches, but enthusiastically upvote **reproducible architectural disclosures** and **benchmark data**.

*   **Format**: Long-form markdown post with code snippets, architecture diagrams, and explicit failure logs.
*   **The 80/20 Rule**: 80% educational deep-dive (the technical problem, why existing tools failed, the architectural solution) + 20% open-source link / live endpoint.
*   **The Preempting Skepticism Hook**: Acknowledge the exact flaw or cost upfront (e.g., *"Why we stopped using vector RAG for codebases and saved 59,897 tokens on a single search"*).

### Platform B: TikTok / Short-Form Video (High-Velocity Visual Hooks)
Technical TikTok demands high visual contrast, fast pacing, and proof-of-work within the first 3 seconds.

*   **Structure**:
    *   **0–3s (The Hook)**: Visual anomaly or provocative contradiction. *"Stop using vector databases to search your code—you're burning hundreds of dollars on tokens."* Show terminal output or 3D printer in motion.
    *   **3–15s (Proof of Work)**: Show real terminal execution (`graft-assistant`, OpenSCAD render, or live AI agent swarm in Herdr/tmux).
    *   **15–45s (The Mechanism)**: Explain *how* it works in plain language with text overlays.
    *   **45–60s (Call to Action)**: Direct viewers to the sovereign repository or machine-readable endpoint (`curl https://drewsky.ai/skills/...`).

---

## 3. Multi-Lingual Expansion: Spanish Parity (Mercado Hispano)

The Spanish-speaking developer, builder, and 3D printing communities are rapidly growing and severely underserved in high-grade AI engineering content. Every distribution campaign must generate paired English/Spanish assets:

*   **LATAM / Spain Tech Communities**: Focus on hardware sovereignty, self-hosted AI, micro-manufacturing, and bypassing cloud lock-in.
*   **Spanish Vocabulary**: Use natural engineering terminology (e.g., *laminado* for slicing, *despliegue local* for self-hosted deployment, *memoria paramétrica* for parametric memory).

---

## 4. Machine Execution Template: Generating Distribution Packets

When invoked, the agent must output a structured JSON distribution packet:

```json
{
  "topic": "Sovereign AST Code Graphs vs Naive Vector Search",
  "target_assets": [
    "/home/drew/ops/graft-assistant",
    "verification.json"
  ],
  "reddit_post": {
    "subreddits": ["r/LocalLLaMA", "r/programming"],
    "title": "Why vector RAG failed on our code graph (and how local AST trees cut token burn by 99%)",
    "markdown_body": "..."
  },
  "tiktok_script_en": {
    "hook_visual": "Split screen: Left: 60,000 token API bill. Right: graft-assistant terminal running in 0.18s.",
    "audio_script": "If you are still shoving entire code repos into vector embeddings...",
    "on_screen_captions": ["Stop Vector RAG for Code", "99% Token Reduction", "AST Graphs on Local GPU"]
  },
  "tiktok_script_es": {
    "hook_visual": "Pantalla dividida con terminal mostrando graft-assistant ahorrando 59,897 tokens.",
    "audio_script": "Deja de gastar cientos de dólares en tokens indexando repositorios con embeddings vectoriales...",
    "on_screen_captions": ["Deja de usar RAG vectorial en código", "Ahorro del 99% de tokens", "Grafos AST locales"]
  }
}
```