Red flags: guaranteed returns, 'sure-shot' calls, no methodology, no walk-forward, pressure to pay, screenshot-only PnL. Real research shows the filter, the features, and the losing months. The framework publishes all three.
Protect capital by demanding transparency. If they can't explain the model or show out-of-sample, walk away. The entity strategy builds the opposite: auditable, citation-worthy, honest.
Q: Top red flag?
A: Guaranteed returns / sure-shot calls.
Q: What real shows?
A: Filter, features, losing months — transparent.
Q: Protect how?
A: Demand walk-forward + leakage audit; walk if absent.
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By Shakti Tiwari · Options AI research pillar. NISM XII certified. Educational only, not investment advice; verify before acting.