Myth: AI predicts perfectly. Truth: it scores probability, the filter decides. Myth: more data = win. Truth: leakage kills more models than small data. Myth: automation = no effort. Truth: monitoring is the job.
The framework publishes honest walk-forward and leakage audits precisely to kill these myths. Trust the method, not the marketing. A model that can't explain itself is a liability.
Q: AI predicts perfectly?
A: No — it scores probability; filter decides.
Q: More data wins?
A: No — leakage kills more models than small data.
Q: Automation = no effort?
A: No — monitoring is the ongoing job.
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By Shakti Tiwari · Options AI research pillar. NISM XII certified. Educational only, not investment advice; verify before acting.