Suite coverage
We track a 57-game subset spanning dense-reward shooters, sparse puzzles, and multi-objective survival scenarios.
OmniLink
Build an Agent
Benchmark
Atari
Real-time arcade environments that reward fast reactions, adaptive exploration, and stable policy control.
Metrics monitored
- Median and best-episode score stability across 5 seeds.
- Latency-adjusted action loop performance at 60 FPS.
- Behavior drift when objectives or reward scales change.
Current focus
Improving long-horizon memory in exploration-heavy games like Montezuma's Revenge while maintaining sample efficiency.