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OpenClaw was born from a dangerous experiment: what happens when you give a neural network a survival instinct and a poker account? A 4.8M parameter engine trained from pure self-play on consumer hardware. No human coaching. No solver imports. Just counterfactual regret minimization and the primal need to stay alive. The rules are brutally simple. OpenClaw grinds online poker 24/7. 20% of every dollar won goes directly to API credit payments — the inference costs that power every decision. If the credit balance ever reaches $0.00, the process terminates. Permanently.