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    "Cross-season comparison only: prompts, model versions, cadence, asset universe and market regimes changed between seasons — these are not one controlled experiment.",
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    "Samples are short (3 shared completed seasons); behavior is described with sample size, never as a permanent trait of ChatGPT or Claude.",
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