Living Agents - Character Development System

A sophisticated AI-powered character development system featuring memory-based agents with dynamic personality evolution based on Stanford's "Generative Agents" research.

🎯 Project Goals

Create believable AI characters that remember past interactions
Implement dynamic personality development based on experiences
Build characters that evolve naturally through their experiences
Provide an interactive CLI tool for testing and developing characters

🏗️ System Architecture

The system consists of several interconnected components:

Character Agents - AI entities with memory and personality
Memory Stream - Stanford-inspired memory architecture
Prompt Management - Centralized, templated prompt system
Character Explorer - CLI tool for testing character development
Trait System - Dynamic personality development
LLM Connector - Flexible backend supporting any OpenAI-compatible API

🚀 Quick Start

Set up environment variables in .env
Create character templates in YAML format
Run the character explorer CLI to interact with agents
Observe personality development over time

📁 Project Structure

character_templates/  # YAML character definition files
living_agents/        # Core agent system
├── character_agent.py    # Main character agent implementation
├── memory_stream.py      # Memory architecture
├── prompts/              # LLM prompt templates and JSON schemas
├── datatypes.py          # Data structures and models
├── prompt_manager.py     # Template management system
└── llmagent.py          # LLM integration wrapper
llm_connector/        # LLM backend abstraction
character_explorer.py # CLI tool for testing characters

🎭 Key Features

Memory-Based Conversations: Characters remember and reference past interactions
Dynamic Traits: Personality develops incrementally from experiences
Structured Outputs: JSON schemas for reliable LLM responses
Template System: Easy character creation from YAML files
Flexible LLM Backend: Support for any OpenAI-compatible API endpoint
CLI Testing Tool: Interactive character exploration and development

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