Option sellers earn the volatility risk premium -- buyers overpay for insurance. Nifty historically pays sellers because fear is priced rich. But naive selling blows up in crashes. The model sells only when iv_rv_spread positive AND vix_z < 1 AND max_pain_distance safe. It never sells naked into stress. The premium is real but episodic; ML frames when to collect and when to hide. Retail sells every day and meets a gap. Discipline, not the premium, is the edge.
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By Shakti Tiwari · Options AI research pillar. NISM XII certified. Educational only, not investment advice; verify before acting.