Probabilistic Causal Inference Financial Research Platform

Design a sophisticated causal inference platform for understanding complex financial relationships and potential intervention strategies. The system must support multiple causal discovery algorithms, implement comprehensive uncertainty quantification, handle observational and experimental data, and provide interactive causal graph exploration. Include advanced techniques like do-calculus and counterfactual reasoning.