docs: add execution outputs to working notebooks
Successfully executed and saved outputs for: - 01_hmm_tutorial.ipynb (HMM regime detection examples) - 03_optimal_control_tutorial.ipynb (Optimal control and Kalman filtering) These notebooks now demonstrate working code with real outputs, validating documentation examples for v1.0.0 release. Note: Several notebooks require API updates to match current library: - 02_mcmc_tutorial.ipynb - mcmc_sample API changed - 03_differential_evolution_tutorial.ipynb - parameter names changed - 04_kalman_filter_sensor_fusion.ipynb - syntax errors - 04_real_world_applications.ipynb - requires investigation - 05_performance_benchmarks.ipynb - requires investigation - mean_field_games_tutorial.ipynb - requires investigation These will be fixed in follow-up commits.
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