AI Politician

An advanced AI system for simulating political discourse through natural language processing

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Overview

AI Politician is a cutting-edge research project leveraging fine-tuned Mistral-7B language models to faithfully recreate the speaking styles, discourse patterns, and policy positions of prominent political figures. The system creates an immersive experience for users to engage with AI representations through:

• Interactive Conversations — Direct one-on-one dialogues with political figures
• Dynamic Debates — Realistic simulations of political discussions on contemporary issues
• Fact-Validated Responses — Knowledge retrieval through advanced RAG technology

Key Features

💬 Personality Modeling	🎤 Debate Simulation	🔍 Knowledge Retrieval
Distinctive communication styles accurately reflect each politician's unique voice and rhetorical patterns	Sophisticated moderator-controlled debates with fact-checking and natural topic progression	Real-time information access ensures responses are grounded in factual context

Architecture

The system consists of three integrated components:

Chat System	Debate System	RAG System
Topic extraction, sentiment analysis, and personalized response generation	Structured format control, cross-examination, and balanced speaking time	Vector search, contextual filtering, and knowledge integration

Technology Stack

• Foundation: Mistral-7B-Instruct-v0.2 base models
• Personalization: Custom LoRA adapters with PEFT for efficient fine-tuning
• Orchestration: LangChain and LangGraph for complex workflow management
• Knowledge Base: ChromaDB vector database with SentenceTransformers embeddings
• Performance: 4-bit quantization enabling efficient inference on consumer hardware

Quick Start

# Chat with Biden
python aipolitician.py chat biden

# Chat with Trump
python aipolitician.py chat trump

# Run a moderated debate
python aipolitician.py debate --topic "Climate Change"

Pretrained Models

Access our fine-tuned politician models on Hugging Face:

• Biden Model — Emulates former President Biden's communication style
• Trump Model — Captures President Trump's distinctive rhetoric

System Requirements

• Python: 3.9+ (3.10 recommended)
• GPU: CUDA 12.0+ (optional, significantly improves performance)
• Storage: 8GB minimum for models and vector database

Documentation

Comprehensive guides available in the docs directory:

• Chat System — Interactive dialogue interface
• Debate System — Multi-agent debate simulation
• RAG System — Knowledge retrieval implementation

License

This project is available under the MIT License. See the LICENSE file for details.

Acknowledgements

We extend our appreciation to:

• Mistral AI for their exceptional base models
• LangChain for the LangGraph framework
• ChromaDB for vector database technology
• SentenceTransformers for embedding models
• PEFT for efficient fine-tuning methods