New stock guru Serenity posted on platform X, reminding investors to pay attention to financing structures and the dynamics of circulating shares. If the fundamentals are strong, investors may consider going long after their original holdings have been nearly fully diluted. However, if focusing on equity appreciation, they should steer clear of companies with toxic financing structures or those burdened by debt, especially small-cap companies which carry greater risks. Serenity provided examples: 1. IREN: Financing methods approach infinite dilution, with each rebound being sold off, essentially categorizing it as a 'bad stock.' 2. NBIS: Up 153% year-to-date, benefiting from an optimized financing structure (such as direct financing, convertible bond combinations, etc.). 3. CRWV: High debt interest rates, with the company resorting to payday loans for GPU financing, which erodes free cash flow in the long term. Serenity further reminded investors to carefully analyze equity structures, dilution risks, and hidden costs when selecting targets, to avoid focusing solely on profits while actual equity diminishes.