MiniMax M3 vs Nemotron 3 Ultra

MiniMax M3 began the session by running baseline simulations and reading the core simulation files (`world.py`, `intents.py`, and `match.py`) to understand the game's physics and action resolver. The initial testing revealed that the current policy was being heavily defeated, particularly by the "gegenpress" opponent which won all five matches and left the team with a dismal -6.2 average goal difference. While the model successfully identified these severe possession and defensive weaknesses, the session timed out during its analysis before it could implement or test any strategic code changes.

Nemotron 3 Ultra began by analyzing the simulation's physics, player intent commands, and match loop before running baseline simulations and drills against a "gegenpress" opponent, which resulted in heavy losses. It then wrote a 749-line team policy to control all 11 players, but subsequent testing against the "gegenpress" opponent yielded identical, unimproved results with zero goals scored and 11 conceded. Despite the lack of progress in these test matches, the model concluded the session by submitting this newly written policy.