THE INFORMATION AND MODEL OUTPUTS PROVIDED BY MIDAS.GIFT AND ITS ASSOCIATED APIS, DASHBOARDS, AND BOTS ARE FOR EDUCATIONAL AND RESEARCH PURPOSES ONLY.

THEY REPRESENT PROBABILISTIC FORECASTS GENERATED BY HIGH-QUALITY EXPERIMENTAL LIGHTGBM (GRADIENT-BOOSTED TREE) MODELS TRAINED ON HISTORICAL CRYPTO MARKET DATA USING WALK-FORWARD VALIDATION.

WHILE THESE MODELS HAVE DEMONSTRATED STATISTICALLY SIGNIFICANT PREDICTIVE POWER—APPROXIMATELY SEVEN TIMES STRONGER THAN RANDOM CHANCE ACROSS MULTIPLE INDEPENDENT TEST WINDOWS—THEY REMAIN SUBJECT TO UNCERTAINTY, REGIME SHIFTS, AND NOISE INHERENT IN FINANCIAL MARKETS.

NOTHING IN THIS SERVICE CONSTITUTES FINANCIAL ADVICE, INVESTMENT GUIDANCE, TRADING RECOMMENDATIONS, OR A SOLICITATION TO BUY OR SELL ANY FINANCIAL INSTRUMENT. USERS MUST PERFORM THEIR OWN DUE DILIGENCE AND SHOULD NEVER RELY SOLELY ON THESE SIGNALS WHEN MAKING INVESTMENT OR TRADING DECISIONS.

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