Held-Out is a general research-coach pattern (question → Yahoo backtest → locked train/held-out finding → small sweep → research Page), not locked to one ticker or one rule; a SPY 200-day MA study is only an optional first demo paper.
Memories1Facts it already knows
Skills2Playbooks it can run
getting-started
held-out-research-paper
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