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All information, analysis, algorithms, and strategic concepts provided by gygs.ca—including but not limited to AI-generated reports and consultation services—are solely for educational, informational, and personal planning purposes. They do not constitute certified financial, investment, legal, accounting, medical, or professional advice. The dual-engine macro/micro framework is a theoretical data model and should not be relied upon as the sole basis for making trading, investment, or life-altering decisions. Users are entirely responsible for their own actions and risk management. The creators, developers, analysts, and operators associated with gygs.ca shall not be held liable for any direct, indirect, incidental, consequential, or financial losses arising from the use or interpretation of this platform. Past historical correlations or algorithm results do not guarantee future performance or specific outcomes.