edis0n-zhang/secret-hitler-player

Applying LLM's to play Secret Hitler

What We Did

We made LLMs play the popular deception game Secret Hitler.

How We Did It

1. Passed in relevant information to each player: Their known information (board state, fascists if they are a fascist, etc.)
2. Chunked and uploaded strategy docs to a vector database and pull relevant strategy using RAG
3. The rules of the stage and their goal
4. Gave a history of the discussions between players (discussed before voting and after enacting a policy)

How to Run

Place your openai key in a .env file in the simulator folder: OPENAI_API_KEY="INSERT YOUR KEY HERE"

Clone the repository, cd into simulator, and run python HitlerGame.py.

Tech Stack

1. Pinecone Vector DB
2. OpenAI Embeddings + GPT-4o

Credits

Secret Hitler Simulator We Built On: https://github.com/Mycleung/Secret-Hitler

Strategy Docs: https://secrethitler.tartanllama.xyz/