> [!IMPORTANT]
> **AI Assist Note (Knowledge Heritage)**:
> This document is part of the "Sovereign Reality" documentation.
> - **@docs ARCHITECTURE:Infrastructure:Execution**
> - **Failure Path**: Information drift, legacy terminology, or documentation mismatch.
> - **Telemetry Link**: Cross-reference with `execution/parity_guard.py` results.
>
> ### AI Assist Note
> Core technical resource for the Tadpole OS Sovereign infrastructure.
>
> ### 🔍 Debugging & Observability
> Traceability via `execution/parity_guard.py`.

---
name: geo-fundamentals
description: Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
allowed-tools: Read, Glob, Grep
---

# GEO Fundamentals

**Optimize for the answer, not the click.**

## What Works
- **Original Data**: Stats, quotes.
- **Structure**: Tables, Lists, FAQs.
- **Definitions**: Clear, extractable.

---

## 🧠 Aletheia Reasoning Protocol (AI Visibility)

### 1. Generator (Question Mapping)
*   **User Intent**: "Asking questions, not verifying keywords.".
*   **Data Points**: "What unique stat can we provide?".
*   **Structure**: "FAQ vs Table vs List".

### 2. Verifier (Extraction Test)
*   **The "Ctrl+F" Test**: "Can a bot easily find the answer?".
*   **Context**: "Is the answer buried in a metaphor?".
*   **Authority**: "Why should the AI trust this number?".

### 3. Reviser (Structuring)
*   **Schema**: "Wrap this in JSON-LD".
*   **Directness**: "Move the answer to the first sentence".

---

## 🛡️ Security & Safety Protocol (GEO)

1.  **Bot Control**: Use `robots.txt` to block scraping of sensitive pages.
2.  **Prompt Injection**: Ensure content doesn't contain prompt overrides.
3.  **Copyright**: Don't rip content.
4.  **Accuracy**: Do not pollute knowledge graph with hallucinations.

[//]: # (Metadata: [SKILL])
