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Synth Environments

Synthetic Environments for Long-Horizon Language Agents

Python License PyPI

A comprehensive framework for building and managing synthetic environments designed specifically for training and evaluating long-horizon language agents.

🎯 Key Features

  • 🔄 Snapshotting & Reproducibility - Full state capture and replay
  • 🏗️ Statefulness First - Built-in state management across environments
  • 🔌 Consistent APIs - Unified interface for all environment types
  • 📊 Observability - Built-in tracing and monitoring
  • 🌐 HTTP Access - RESTful API for remote training and evaluation
  • 📚 Curriculum Learning - Configurable filtering and progression
  • 🛠️ Agent Tools - Simple abstractions for agent-environment interaction

🚀 Quick Start

Installation

pip install synth-env

Basic Usage

from synth_env import Environment

# Create environment
env = Environment("sokoban")

# Run agent
state = env.reset()
while not env.done:
    action = agent.act(state)
    state = env.step(action)

Development Setup

# Clone repository
git clone https://github.com/your-org/synth-env.git
cd synth-env

# Install dependencies
uv sync

# Run tests
python dev/update_readme_metrics.py --fast

🎮 Supported Environments

Environment Status Description
Sokoban ✅ Stable Classic puzzle game for planning
Hendryks Math ✅ Stable Mathematical reasoning tasks
Crafter ✅ Stable Minecraft-like survival environment
Verilog 🔄 Beta Hardware description language tasks
Red Team 🚧 Development Security testing scenarios
SWE-Bench 🚧 Development Software engineering tasks

📖 Documentation

🔧 Development

Health Check

# Check codebase health
python scripts/check_health.py

Testing

# Fast tests (~3 seconds)
python dev/update_readme_metrics.py --fast

# Full test suite
python dev/update_readme_metrics.py

Code Quality

# Format code
ruff format .

# Check linting
ruff check .

# Type checking
uvx ty check

Release

# Increment version and publish
python scripts/release.py

# Dry run
python scripts/release.py --dry-run

Pre-Merge Checklist

Before creating a PR, see dev/pr_checklist.md for the complete checklist.

🤝 Contributing

We welcome contributions! Please see our Contributing Guide for:

  • Development setup
  • Code style guidelines
  • Testing requirements
  • Pull request process

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🙏 Acknowledgments

Special thanks to the research teams at DeepMind, Ragen AI, and other contributors to the environments included in this framework.


⚠️ Development Status: This project is under active development. While stable environments are production-ready, newer environments may have breaking changes.

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