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The danger of over-forecasting in management. 📊🚫 When your mission is built on integrity—like choosing not to outright own an artist's masters or brand—your scaling strategy has to change. You can't

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—Views / houraverage velocity since it published
—Peak velocitythe hottest sustained views/hr it ever hit
—vs. their normalpace relative to this creator's own baseline
—Engagementlikes per view — real engagement is hard to fake
—Agehow early Slope caught this surge