> ## Documentation Index
> Fetch the complete documentation index at: https://docs.hyperswap.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# AI Computation & Decision-Making

> AI-Powered Smart Trade Execution

### Overview

The core AI engine runs in this layer, optimizing every trade by selecting the best liquidity pools, predicting market trends, and ensuring security compliance.

### Key AI Models

* AI Smart Order Routing (SOR) – Selects the best swap path using Deep Q-Networks (DQN).
* AI Liquidity Optimization – Predicts high-liquidity pools with Markov Decision Process (MDP) + LSTM.
* AI Conversational Trading Assistant – AI chatbot powered by GPT-4 + LangChain.

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