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CROWYL AGENT is a policy gated runtime for AI trading. The model proposes orders; nine deterministic rules you wrote decide what executes; every verdict is hash chained to a ledger that cannot be quietly rewritten. A second, live model is paid to attack your rules on purpose so you find the holes here, not in the market. The model can be wrong. The engine cannot be surprising.