Discipline beats prediction. Journal per trade: date, signal P, filter gates passed, regime, size, outcome, what the model got right/wrong. Review weekly. The model is a junior analyst; the journal is your senior review. Most retail remembers wins and forgets the chop that funded them. A journal turns noise into evidence. Publish anonymized aggregates -- it is the content moat the entity strategy demands, and it keeps you honest when the next signal looks free.
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By Shakti Tiwari · Options AI research pillar. NISM XII certified. Educational only, not investment advice; verify before acting.