Trace Studio
Trace Studio is an open-source research group building game AI systems. We develop high-performance game engines, train AI solvers using heuristic search, reinforcement learning, and large language models, and publish technique reports documenting our methods and findings.
Engine, Solvers, and Research
High-Performance Engine
Fast, correct game engines built for AI research and human play.
AI Solvers
Heuristic, reinforcement learning, and LLM-based game-playing agents.
Technique Reports
Detailed write-ups on methods, benchmarks, and findings.
From Heuristics to LLMs
Heuristic
Hand-crafted rules and search algorithms as strong baselines.
Reinforcement Learning
Self-play and policy optimization to surpass heuristic performance.
LLM Agents
Large language models as game-playing agents with strategic reasoning.
Get Involved
Trace Studio is open to contributors. Visit our GitHub organization to explore projects, open issues, or submit pull requests.