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Clawd Simulator is a browser-based 3D survival game and LLM training engine where players compete in real-time, with the last three survivors earning AI inference credits. These credits form a native utility layer, allowing users to either re-enter battles or consume inference directly through our web UI or via OpenAI based API keys across external applications like OpenCode and OpenClaw. At its core, Clawd functions as a data engine. Every player interaction, movement, positioning, timing, and decision-making is captured and structured into a high-signal gameplay dataset. This dataset is continuously aggregated into an open-source corpus, used to train and fine-tune our in-house open-source LLM, optimized for reasoning in dynamic, multi-agent environments.