Yesterday, I truly experienced one of the darkest moments in my life. To be honest, I usually stick firmly to Bitcoin and never touch altcoins because I know there are crocodiles lurking beneath the surface. But yesterday, seeing the whole internet hyping IRYS, I couldn't resist and broke my rule. The result? The first trade blew up my position immediately. For the second trade, I wasn't convinced, so I opened a short grid around 0.12, thinking such a sharp pullback would surely correct, right? But the main force was completely unreasonable, a big bullish candle shot straight up to 0.4, wiping out my short position and grid instantly. For the third trade, I got anxious and reversed to open a long grid around 0.4, but the price plummeted like a kite with a broken string, crashing down to 0.06, causing my third liquidation. Watching my account reset to zero on the screen, at that moment I really felt like a purebred retail trader, being repeatedly trampled on the ground. But I didn't let my emotions completely swallow my rationality. I forced myself to stop, closed the trading interface, and calmed down firmly. Since I had fallen into the mud, I had to climb out myself. I immediately went to off-exchange C2C and converted 1 million RMB directly. This money wasn't for reckless revenge trading, but to redevelop my strategy. Like a detective, I started digging into this coin's fundamentals. What exactly is it for? Following the on-chain data, I laid out the top 100 holding addresses, identified who was highly controlling the market, and studied these whales' wash trading methods and pumping habits. I fed all this chip structure and underlying logic into a large model for simulation and analysis. Relying on intuition to trade crypto means being a retail trader for life. I painstakingly developed a completely