Advanced Time Series Decomposition and Forecasting Toolkit

Design a sophisticated time series analysis framework capable of performing advanced decomposition, trend identification, and predictive forecasting across complex datasets. Develop a modular system supporting multiple decomposition techniques, seasonal adjustment algorithms, and stochastic forecasting methods. Include advanced visualization, confidence interval generation, and adaptive forecasting capabilities.