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"test_global.py::test_build_macro_dynamic_benchmarks", "test_global.py::test_monte_carlo_path_horizon", "test_global.py::test_trading_days_annualization_scaling", "test_integration.py::test_full_pipeline_with_real_data", "test_models.py::test_capm_monthly_vs_daily", "test_models.py::test_garch_dynamic_correlation_structure", "test_models.py::test_garch_stationarity", "test_models.py::test_model_capm", "test_models.py::test_regime_stress_cov_is_psd", "test_optimize.py::test_build_and_optimize_returns_physically_feasible_weights", "test_optimize.py::test_build_and_optimize_universal_bl_routing", "test_optimize.py::test_check_and_fix_bounds_hmm_leverage_disable", "test_optimize.py::test_check_and_fix_bounds_min_exceeds_max", "test_optimize.py::test_efficient_frontier_monotonicity", "test_optimize.py::test_garch_cvar_combined_produces_feasible_portfolio", "test_optimize.py::test_hrp_turnover_constraint_respected", "test_optimize.py::test_hrp_with_tax_blending", "test_optimize.py::test_multi_period_optimize_returns_valid_weights", "test_optimize.py::test_optimizer_constraints_hold_across_random_seeds", "test_optimize.py::test_optimizer_is_deterministic_for_fixed_inputs", "test_optimize.py::test_realistic_ml_tax_short_cvar_portfolio_is_feasible", "test_options_sentiment.py::test_fetch_options_sentiment_no_options", "test_options_sentiment.py::test_fetch_options_sentiment_success", "test_overlay.py::test_optimize_futures_overlay_preserves_core_weights", "test_overlay.py::test_optimize_futures_overlay_respects_margin_headroom", "test_overlay.py::test_optimize_futures_overlay_returns_empty_when_no_cash", "test_p2.py::test_transformer_model", "test_regime_detection.py::test_detect_volatility_regime_sorting", "test_regime_detection.py::test_dynamic_risk_aversion_vix_complacent", "test_regime_detection.py::test_dynamic_risk_aversion_vix_crisis", "test_reproducibility.py::test_xgboost_determinism_across_5_runs", "test_risk_attribution.py::test_cvar_fallback_branch", "test_risk_attribution.py::test_stress_correlation_bounds", "test_runner.py::test_get_risk_factor_mapping", "test_runner.py::test_headless_runner_defaults", "test_runner.py::test_headless_runner_globalization_flags", "test_runner.py::test_interactive_wizard_maps_user_inputs", "test_simulate.py::test_simulate", "test_uc.py::test_unobserved_components_fit", "test_validation.py::test_christoffersen_flags_too_few_var_breaches", "test_validation.py::test_christoffersen_test_basic", "test_validation.py::test_diebold_mariano_inconclusive", "test_validation.py::test_diebold_mariano_invalid_loss", "test_validation.py::test_diebold_mariano_mae", "test_validation.py::test_diebold_mariano_mse", "test_validation.py::test_diebold_mariano_small_sample", "test_validation.py::test_validation_report_explains_conservative_var_failure", "test_validation.py::test_validation_report_keeps_renamed_model_winner", "test_world_model.py::test_pipeline_routing", "test_world_model.py::test_trainer_integration", "test_world_model.py::test_world_model_instantiation", "test_ws_integration.py::test_ws", "tests/test_advanced_paths.py::test_monte_carlo_distribution_spread", "tests/test_advanced_paths.py::test_monte_carlo_path_geometry", "tests/test_advanced_paths.py::test_mpc_valid_trajectory_generation", "tests/test_analytics.py::test_expanding_window_tax_liquidation", "tests/test_analytics.py::test_israelsen_sharpe_negative", "tests/test_analytics.py::test_israelsen_sharpe_positive", "tests/test_analytics.py::test_israelsen_sharpe_zero_vol", "tests/test_analytics.py::test_liquidity_score", "tests/test_analytics.py::test_lot_manager_tax_liquidation", "tests/test_analytics.py::test_lot_manager_thread_safety", "tests/test_analytics.py::test_portfolio_gross_metrics", "tests/test_audit.py::test_audit", "tests/test_backtest_delisting.py::test_delisting_terminal_returns", "tests/test_bl_multi_view.py::test_bl_conflicting_views_domination", "tests/test_bl_multi_view.py::test_bl_empty_views_returns_prior", "tests/test_bl_multi_view.py::test_bl_equal_precision_averaging", "tests/test_bl_multi_view.py::test_bl_infinite_uncertainty_rejection", "tests/test_bsts.py::test_bsts_frequency_gate_aborts_on_daily", "tests/test_bsts.py::test_bsts_short_series_fallback", "tests/test_bsts.py::test_bsts_valid_signal", "tests/test_config.py::test_app_config_invalid_bounds", "tests/test_config.py::test_app_config_invalid_sector_limit", "tests/test_config.py::test_app_config_invalid_tax_rates", "tests/test_config.py::test_app_config_valid_bounds", "tests/test_data.py::test_clean_price_series_stale_and_weekend_data", "tests/test_data.py::test_ewm_incremental_initialization", "tests/test_data.py::test_fetch_risk_free_rate_falls_back_when_cache_missing", "tests/test_data.py::test_fetch_risk_free_rate_reads_latest_cached_value", "tests/test_db_e2e.py::test_db_end_to_end_pipeline", "tests/test_e2e.py::TestCache::test_save_and_load_roundtrip", "tests/test_e2e.py::TestDifferentiableLayer::test_forward_produces_valid_weights", "tests/test_e2e.py::TestDifferentiableLayer::test_gradient_flows_through_mu", "tests/test_e2e.py::TestDifferentiableLayer::test_short_allowed", "tests/test_e2e.py::TestForecastNetwork::test_forward_shapes", "tests/test_e2e.py::TestSolverIntegration::test_warm_start_injection", "tests/test_e2e.py::TestTrainer::test_predict_returns_valid_series", "tests/test_e2e.py::TestTrainer::test_training_runs_without_error", "tests/test_fixed_income.py::test_accrued_interest", "tests/test_fixed_income.py::test_bond_covariance_from_yields", "tests/test_fixed_income.py::test_bond_pricing_inverse", "tests/test_fixed_income.py::test_bond_pricing_zero_yield", "tests/test_fixed_income.py::test_bond_risk_metrics", "tests/test_fixed_income.py::test_build_yield_curve", "tests/test_fixed_income.py::test_is_fixed_income", "tests/test_forecast_generation.py::TestForecastGeneration::test_forecast_returns_shape", "tests/test_global.py::test_build_macro_dynamic_benchmarks", "tests/test_global.py::test_monte_carlo_path_horizon", "tests/test_global.py::test_trading_days_annualization_scaling", "tests/test_integration.py::test_full_pipeline_with_real_data", "tests/test_models.py::test_capm_monthly_vs_daily", "tests/test_models.py::test_garch_dynamic_correlation_structure", "tests/test_models.py::test_garch_stationarity", "tests/test_models.py::test_model_capm", "tests/test_models.py::test_regime_stress_cov_is_psd", "tests/test_new_features.py::test_exact_risk_parity_equal_contributions", "tests/test_new_features.py::test_options_sentiment_no_options_available", "tests/test_new_features.py::test_options_sentiment_success", "tests/test_new_features.py::test_transformer_train_and_predict", "tests/test_optimize.py::test_build_and_optimize_returns_physically_feasible_weights", "tests/test_optimize.py::test_build_and_optimize_universal_bl_routing", "tests/test_optimize.py::test_check_and_fix_bounds_hmm_leverage_disable", "tests/test_optimize.py::test_check_and_fix_bounds_min_exceeds_max", "tests/test_optimize.py::test_efficient_frontier_monotonicity", "tests/test_optimize.py::test_garch_cvar_combined_produces_feasible_portfolio", "tests/test_optimize.py::test_hrp_property_symmetric_allocation", "tests/test_optimize.py::test_hrp_turnover_constraint_respected", "tests/test_optimize.py::test_hrp_with_tax_blending", "tests/test_optimize.py::test_jacobian_sensitivity_respects_bounds", "tests/test_optimize.py::test_multi_period_optimize_returns_valid_weights", "tests/test_optimize.py::test_optimizer_constraints_hold_across_random_seeds", "tests/test_optimize.py::test_optimizer_is_deterministic_for_fixed_inputs", "tests/test_optimize.py::test_realistic_ml_tax_short_cvar_portfolio_is_feasible", "tests/test_overlay.py::test_optimize_futures_overlay_preserves_core_weights", "tests/test_overlay.py::test_optimize_futures_overlay_respects_margin_headroom", "tests/test_overlay.py::test_optimize_futures_overlay_returns_empty_when_no_cash", "tests/test_regime_detection.py::test_detect_volatility_regime_sorting", "tests/test_regime_detection.py::test_detect_volatility_regime_zeros_boundary", "tests/test_regime_detection.py::test_dynamic_risk_aversion_vix_complacent", "tests/test_regime_detection.py::test_dynamic_risk_aversion_vix_crisis", "tests/test_reproducibility.py::test_xgboost_determinism_across_5_runs", "tests/test_risk_attribution.py::test_cvar_fallback_branch", "tests/test_risk_attribution.py::test_stress_correlation_bounds", "tests/test_risk_monitor.py::test_risk_monitor_intraday_drawdown", "tests/test_risk_monitor.py::test_risk_monitor_margin_ratio", "tests/test_simulate.py::test_simulate", "tests/test_synthetic_stitcher.py::test_process_contract_path", "tests/test_synthetic_stitcher.py::test_process_contract_path_empty", "tests/test_uc.py::test_unobserved_components_fit", "tests/test_validation.py::test_christoffersen_fails_independence_on_clusters", "tests/test_validation.py::test_christoffersen_flags_too_few_var_breaches", "tests/test_validation.py::test_christoffersen_test_basic", "tests/test_validation.py::test_diebold_mariano_inconclusive", "tests/test_validation.py::test_diebold_mariano_invalid_loss", "tests/test_validation.py::test_diebold_mariano_mae", "tests/test_validation.py::test_diebold_mariano_mse", "tests/test_validation.py::test_diebold_mariano_small_sample", "tests/test_validation.py::test_monte_carlo_is_deterministic[123456]", "tests/test_validation.py::test_monte_carlo_is_deterministic[1337]", "tests/test_validation.py::test_monte_carlo_is_deterministic[42]", "tests/test_validation.py::test_monte_carlo_is_deterministic[7]", "tests/test_validation.py::test_monte_carlo_is_deterministic[9999]", "tests/test_validation.py::test_validation_report_explains_conservative_var_failure", "tests/test_validation.py::test_validation_report_keeps_renamed_model_winner", "tests/test_world_model.py::test_trainer_integration", "tests/test_world_model.py::test_world_model_instantiation", "tests/test_ws_integration.py::test_ws" ]