Today, we examine a year that looked chaotic but felt familiar to trend followers. Gold surged, equities rotated globally, and non-US markets quietly gained momentum. Yet beneath strong returns lies a deeper debate about model design, short versus long horizon signals, and whether innovation in liquid alternatives serves investors or sales desks. From AI disruption to product engineering and allocator behavior, this episode explores where systematic strategies truly create value and where structural incentives distort outcomes. In a changing macro regime, clarity of purpose may matter more than ever
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