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kaggle

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Orbit Wars Phase 4: Applying NFM, ASRA, and Atlas-GS to Multi-Agent RTS Competition

We present Orbit Wars Phase 4, an open-source Kaggle agent unifying Nature Foundation Models (state–action–dynamics world modeling), Atlas-GS (2D Gaussian spatial value splat for target prioritization), and ASRA (hypothesis-driven simulation with five strategic theories tested per turn). The agent operates under a one-second decision budget in a continuous 2D RTS with orbiting planets, comets, and multi-agent free-for-all play.

ARC-AGI-3 Kaggle Gateway Deployment Specification

Technical specification for the official ARC Prize 2026 Kaggle evaluation contract: validation vs scoring rerun, gateway sidecar integration, agent registration, submission.parquet schema, template-agent requirements, and shared ASRA notebook tooling. Documents the root cause of generic Kaggle Error failures and the gateway pattern that produced the first successful submission.