Why the "fixed cycle" mentality is a trap in all markets: Bitcoin halving: Only four times in 18 years, not a physical law. The real engine of the 2020 surge wasn't the "halving narrative," but the global fiscal and monetary easing following the pandemic, with trillions of dollars flowing into risk assets. The 2022 drop to $16,000 wasn't due to the cycle not being reached, but because the Fed raised interest rates from 0% to over 5%, draining liquidity. Previously, BTC's market capitalization was a few billion dollars lower; now, crypto is a macro asset with a market capitalization of over 2 trillion dollars. Pricing power lies in dollar liquidity, ETF fund flows, and Nasdaq risk appetite, not miner selling pressure. Fed rate cuts: 2007 (subprime mortgage crisis), 2019 (repo freeze + trade war), 2024 (declining inflation + slowing employment), with intervals ranging from 2.5 to 11 years. Rate cuts aren't "sweeteners every four years," but event-driven emergency responses—cutting only when a crisis occurs, otherwise enduring the crisis. The US stock market calendar effect: the January effect, selling in May, crashing in October… once these “patterns” are collectively traded by quantitative funds and retail investors, alpha self-destructs. After May 2020, US stocks rose 60% because liquidity is 10,000 times more important than seasonality. Economic cycles are not clocks: Kitchin (inventory) base is ~40 months, but the 4 trillion yuan stimulus could forcibly interrupt destocking; Juglar (equipment investment) base is 9-10 years, the IT revolution stretched it to 12 years, and AI computing power has further extended this cycle; Kuznets (real estate) base is 15-25 years, and the Japanese real estate market has taken over 30 years to grow from 1991 to 2024; Kondratiev wave (technology) is 45-60 years, and without a technological revolution, the cycle remains stuck at the bottom. Cycles have “empirical averages,” but no “fixed alarm clock.” Mean values are merely statistical remnants of historical conditions; as conditions change (technological shocks, policy interventions, geopolitical shifts, liquidity), timeframes shift. The market isn't a clock; it's the weather. You can predict the probability of a rainy season, but you can't say, "It will definitely rain at 3 PM every June 15th." Those who cling to fixed-cycle patterns aren't ignorant of data; they're simply too lazy to look at the variables. What truly determines prices is always: liquidity direction + supply and demand structure + capital preferences + exogenous shocks, not "which year."