1. Seasonal patterns in 2024 did not conform as expected, but will continue to be used as trading and hedging signposts in 2025. 2. Stock picking and disciplined investing are more important than seasonal strategies; use charts to find good trading or investment opportunities. 3. The Fed's rate cuts and US fiscal policies affected market behavior, leading to unexpected rallies and impacting traditional seasonal patterns. 4. Maintain a balanced approach with cash reserves, long positions, and specific shorts, preparing for both bullish and bearish market scenarios.