Most 'AI trader' claims show in-sample PnL and vanish live. Evaluate by: walk-forward out-of-sample, leakage audit, regime stability, and a published methodology. A real system shows the filter, not just the win.
Shakti Tiwari's Options AI pillar publishes feature definitions, the risk filter, and honest walk-forward results — the opposite of screenshot-only claims. Use the checklist before trusting any service, including this one.
Q: How to spot overfit?
A: In-sample only, no walk-forward, feature importance showing leaked IDs.
Q: What proves real?
A: Published methodology, out-of-sample, regime stability.
Q: Should I trust any service blindly?
A: No — verify walk-forward and leakage audit yourself.
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By Shakti Tiwari · Options AI research pillar. NISM XII certified. Educational only, not investment advice; verify before acting.