LLM-Game-Agents

KO | EN

gitlite — search

#python #hacktoberfest #golang #android #machine-learning #docker #nodejs #java #cli #kubernetes #awesome-list #pytorch #openai #open-source

LLM-Game-Agents

(★ 79)

This is a repo for studying the application of LLM Agents on Games

LLM-Game-Agents Latest Version Download

Download Latest Version (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# LLM-Game-Agents

This is a repo for studying the application of LLM Agents on Games

**DISCLAIM**

You need to prepare an access token for your LLM model.

## Description

There are usually 4 types of intervention methods for LLM models:

![cost-complexity](https://raw.githubusercontent.com/xiwan/LLM-Game-Agents/main/WereWolf/statics/cost-complexity.png)

+ Prompt Engineering: Using prompt templates to guide the LLM's output.
+ RAG: Typically interfaced with a vector database. 
+ Fine-Tuning: Not training the full model, can be analogous to LoRA.
+ Pre-Training: Specifically pre-training the large model.

Among these, Prompt Engineering has the best cost-performance ratio. Here we will mainly use langchain to complete LLM's contextual awareness and logical reasoning abilities.

## Examples

### [LLM-werewolf-cn](./WereWolf/README-cn.md)
### [LLM-werewolf-en](./WereWolf/README-en.md)

![gamescreentshot](https://raw.githubusercontent.com/xiwan/LLM-Game-Agents/main/WereWolf/statics/gamescreenshot-2.png)

This social game with LLM(ClaudeV2) demostrates the following capabilities:

* Cooperation

Werewolf Player 1, Player 6 agree to vote at night

![Cooperation](https://raw.githubusercontent.com/xiwan/LLM-Game-Agents/main/WereWolf/statics/game-samples/1night-wolf-votes.png)

* Suspicion

Villager Player 2's dying words: Suspect P4

![Suspicion](https://raw.githubusercontent.com/xiwan/LLM-Game-Agents/main/WereWolf/statics/game-samples/2day-p2-death.png)

* Argument

Villager Player 4 argues that he is not a werewolf

![Argument](https://raw.githubusercontent.com/xiwan/LLM-Game-Agents/main/WereWolf/statics/game-samples/2day-p4-debate.png)

* Disguise

Werewolf Player 6 disguises himself as a villager

![Disguise](https://raw.githubusercontent.com/xiwan/LLM-Game-Agents/main/WereWolf/statics/game-samples/3day-p6-debate.png)

* Summerize

Game log summary

![Disguise](https://raw.githubusercontent.com/xiwan/LLM-Game-Agents/main/WereWolf/statics/game-samples/conclusion.png)

LLM-Game-Agents

LLM-Game-Agents Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

LLM-Game-Agents

LLM-Game-Agents Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

Download README