# Introduction

Our **AI-driven protocol management system** leverages the power of **Anthropic's Claude** and **OpenAI’s GPT-4** to deliver **real-time, data-driven optimizations** for **Hand of God**.

🔹 **Primary AI Engine:** **Claude** (Anthropic) – Selected for its superior analytical capabilities.\
🔹 **Redundancy AI:** **GPT-4 (OpenAI)** – Ensures uninterrupted operation and cost efficiency.

This **dual-provider setup** guarantees a **robust and fail-safe management system**, maintaining protocol integrity even if one AI experiences downtime.

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### **AI-Driven Operations – Two Timelines**

Our AI operates on two distinct schedules, tailored to different protocol mechanisms:

* **📆 Elysium (Farming Pools) – Weekly Adjustments**
  * AI conducts **comprehensive analysis and parameter optimization** **every 7 days** to maintain **liquidity incentives** and reward efficiency.
* **⏳ Sanctum & Purgatory (Staking & Bonds) – Epoch-Based Adjustments**
  * AI **analyzes market conditions and adjusts parameters** **every 6 hours**, ensuring rapid responses to **peg fluctuations and staking demand**.

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### **How the AI Agent Works?**

Each analysis cycle follows a **structured process**:

1️⃣ **Data Collection** – The AI **automatically gathers** critical metrics, including:

* Protocol **health indicators** (peg status, bond activity, circulating supply).
* **Market conditions** affecting liquidity and token emissions.
* **User behavior patterns** to optimize staking and farming rewards.

2️⃣ **AI Processing & Analysis** – The collected data is processed to generate:

* **Detailed insights** on economic conditions.
* **Numerical recommendations** for emissions, bond premiums, staking rewards, and other parameters.

3️⃣ **Decision Implementation** – (Initial Phase: Manual Review)

* During the **early deployment phase**, AI-generated recommendations undergo **manual review** to **validate decision accuracy** and **align with protocol security requirements**.

4️⃣ **Future State: Full Automation** 🚀

* As the system **matures**, a **dedicated bot** will handle the **entire process autonomously**—from **data collection to real-time parameter adjustments**, eliminating the need for human intervention.

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### **A Resilient & Adaptive System**

✔ **Continuous Monitoring:** The AI operates in the background, ensuring **real-time optimizations**.\
✔ **Redundant AI Setup:** The dual AI provider system ensures **uninterrupted functionality**.\
✔ **Scalability & Efficiency:** Future enhancements will enable **full automation**, optimizing the protocol **24/7** without delays.

By integrating **AI-driven decision-making**, **Hand of God** creates a **resilient, responsive, and self-sustaining protocol**, ensuring **long-term efficiency, transparency, and stability**.
