The authors assigned specialised LLM agents to simulation, training, opponent modelling, evaluation and deployment.
LLM research agents build a Battlegrounds player stronger than themselves
Ma and Wang report that an agent-built reinforcement-learning system reached roughly 15,000 ladder rating and outperformed frontier LLMs on game-decision tasks.
Top University
Changlian Ma · Limin Wang
Nanjing University · Shanghai AI Laboratory
Research Digest··2 min read
Changlian Ma and Limin Wang tested whether LLM research agents could build a competitive game-playing system rather than make its decisions directly.
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What it released
Code