Gemini 4 Argon plays StarCraft

Shows how frontier models compare at long-horizon agentic coding with iterative self-play, including cost per run. Practice against strong opponents is the best predictor of score, which is a usable lesson for agent loop design.

• agentic loop — The cycle an agent runs in: decide, call a tool, read the result, decide again — repeating until the goal is met or a stop condition fires.

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