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0
3/10
A research paper demonstrating automated generation of high-performance reinforcement learning environments using LLM-assisted code synthesis with hierarchical verification, achieving 22,320x speedup improvements across multiple environments (Pokemon battle simulator, TCG engine) at minimal compute cost (<$10).
machine-learning
reinforcement-learning
code-generation
llm-assisted-development
performance-optimization
jax
rust
environment-engineering
Seth Karten
Rahul Dev Appapogu
Chi Jin
EmuRust
PokeJAX
MJX
Brax
TCGJax
arXiv:2603.12145