CHANGELOG.md
LICENSE
MANIFEST.in
README.md
pyproject.toml
examples/langgraph_sfm_agent_monitor_demo.py
examples/langgraph_sfm_monitor_demo.py
examples/quickstart_langgraph_sfm.py
langgraph_sfm.egg-info/PKG-INFO
langgraph_sfm.egg-info/SOURCES.txt
langgraph_sfm.egg-info/dependency_links.txt
langgraph_sfm.egg-info/entry_points.txt
langgraph_sfm.egg-info/requires.txt
langgraph_sfm.egg-info/top_level.txt
sfm/__init__.py
sfm/action_registry.yaml
sfm/bootstrap.py
sfm/candidate_family_map.yaml
sfm/config.py
sfm/core.py
sfm/dangerous_paths.yaml
sfm/data.csv
sfm/fs_utils.py
sfm/historical_action_events.jsonl
sfm/operational_causal_graph.yaml
sfm/py.typed
sfm/runtime_compat.py
sfm/runtime_env.py
sfm/schema_mapping.yaml
sfm/amantia/__init__.py
sfm/amantia/action_recommender/__init__.py
sfm/amantia/action_recommender/recommender.py
sfm/amantia/action_recommender/types.py
sfm/amantia/causal_core/__init__.py
sfm/amantia/causal_core/counterfactual/__init__.py
sfm/amantia/causal_core/counterfactual/engine.py
sfm/amantia/causal_core/estimation/__init__.py
sfm/amantia/causal_core/estimation/diagnostics.py
sfm/amantia/causal_core/estimation/engine.py
sfm/amantia/causal_core/final/__init__.py
sfm/amantia/causal_core/final/alignment_summary.py
sfm/amantia/causal_core/final/belief_model.py
sfm/amantia/causal_core/final/constraint.py
sfm/amantia/causal_core/final/context_conditioning.py
sfm/amantia/causal_core/final/do_star.py
sfm/amantia/causal_core/final/empirical_utility.py
sfm/amantia/causal_core/final/execution.py
sfm/amantia/causal_core/final/external_validation.py
sfm/amantia/causal_core/final/falsification.py
sfm/amantia/causal_core/final/goal_discovery.py
sfm/amantia/causal_core/final/hierarchical.py
sfm/amantia/causal_core/final/identifiability.py
sfm/amantia/causal_core/final/inference.py
sfm/amantia/causal_core/final/intentional_intervention.py
sfm/amantia/causal_core/final/layer_protocol.py
sfm/amantia/causal_core/final/multi_goal.py
sfm/amantia/causal_core/final/normative.py
sfm/amantia/causal_core/final/policy_learning.py
sfm/amantia/causal_core/final/protection.py
sfm/amantia/causal_core/final/recommendation.py
sfm/amantia/causal_core/final/reporting.py
sfm/amantia/causal_core/final/robustness.py
sfm/amantia/causal_core/final/runner.py
sfm/amantia/causal_core/final/schema.py
sfm/amantia/causal_core/final/temporal.py
sfm/amantia/causal_core/final/twin_model.py
sfm/amantia/causal_core/final/utility.py
sfm/amantia/causal_core/final/validation_benchmark.py
sfm/amantia/causal_core/identification/__init__.py
sfm/amantia/causal_core/identification/engine.py
sfm/amantia/causal_core/identification/frontdoor_validator.py
sfm/amantia/contracts/__init__.py
sfm/amantia/contracts/action_package.py
sfm/amantia/contracts/decision_package.py
sfm/amantia/gate/__init__.py
sfm/amantia/gate/decision_gate.py
sfm/amantia/integrations/__init__.py
sfm/amantia/integrations/langgraph_sfm.py
sfm/amantia/learning/__init__.py
sfm/amantia/learning/audit_log.py
sfm/amantia/learning/dataset_builder.py
sfm/amantia/learning/outcome_tracker.py
sfm/amantia/operational_brain/__init__.py
sfm/amantia/operational_brain/orchestrator.py
sfm/amantia/risk_policy/__init__.py
sfm/amantia/risk_policy/evidence_policy.py
sfm/amantia/risk_policy/requirements.py
sfm/amantia/risk_policy/risk_levels.py
sfm/common/__init__.py
sfm/contracts/__init__.py
sfm/contracts/causal_authority_for_veto.py
sfm/contracts/causal_confidence.py
sfm/contracts/causal_contract.py
sfm/contracts/causal_report.py
sfm/contracts/contract_validator.py
sfm/contracts/core_outputs.py
sfm/contracts/discovery_bridge.py
sfm/contracts/discovery_routing.py
sfm/contracts/discovery_track_rules.py
sfm/contracts/gate_audit.py
sfm/contracts/graph_authority.py
sfm/contracts/output_layout.py
sfm/contracts/signal_safety_matrix.py
sfm/data/action_event_panel.csv
sfm/estimation_parts/__init__.py
sfm/estimation_parts/_aggregation.py
sfm/estimation_parts/_outputs.py
sfm/estimation_parts/_trial_eval.py
sfm/estimation_parts/_utils.py
sfm/estimation_parts/common.py
sfm/estimation_parts/contract_gate.py
sfm/estimation_parts/diagnostics.py
sfm/estimation_parts/discovery_bridge.py
sfm/estimation_parts/effect_estimates.py
sfm/estimation_parts/effects.py
sfm/estimation_parts/engine.py
sfm/estimation_parts/estimator_registry.py
sfm/estimation_parts/global_diagnostics.py
sfm/estimation_parts/handoff_reader.py
sfm/estimation_parts/matching.py
sfm/estimation_parts/negative_controls.py
sfm/estimation_parts/pearl_backdoor.py
sfm/estimation_parts/placebo.py
sfm/estimation_parts/propensity.py
sfm/estimation_parts/sensitivity.py
sfm/estimation_parts/stat_core.py
sfm/path_parts/__init__.py
sfm/path_parts/path_counterfactual.py
sfm/path_parts/path_counterfactual_core.py
sfm/runtime/__init__.py
sfm/runtime/action_intent.py
sfm/runtime/action_registry_v2.py
sfm/runtime/action_semantics.py
sfm/runtime/causal_authority.py
sfm/runtime/causal_graph_runtime.py
sfm/runtime/causal_strata.py
sfm/runtime/cf_types.py
sfm/runtime/identification_engine.py
sfm/runtime/mitigations.py
sfm/runtime/operational_graph.py
sfm/runtime/path_activation.py
sfm/runtime/path_counterfactual.py
sfm/runtime/path_counterfactual_core.py
sfm/runtime/path_evidence.py
sfm/runtime/path_library.py
sfm/runtime/path_validation.py
sfm/runtime/policy_engine.py
sfm/runtime/runtime_calibration.py
sfm/runtime/runtime_context.py
sfm/runtime/safety_invariants.py
sfm/runtime/shared_utils.py
sfm/runtime/validation_plan_loader.py
sfm/runtime/veto_explanations.py
sfm/runtime/veto_gateway.py
sfm/runtime/legacy/operational_graph.py
sfm/scm_parts/__init__.py
sfm/scm_parts/_io.py
sfm/scm_parts/_utils.py
sfm/scm_parts/adjustment.py
sfm/scm_parts/admg.py
sfm/scm_parts/builder.py
sfm/scm_parts/do_ast.py
sfm/scm_parts/do_authority_audit.py
sfm/scm_parts/do_authority_validator.py
sfm/scm_parts/do_backdoor.py
sfm/scm_parts/do_calculus.py
sfm/scm_parts/do_canonical_proofs.py
sfm/scm_parts/do_contract.py
sfm/scm_parts/do_frontdoor.py
sfm/scm_parts/do_outputs.py
sfm/scm_parts/do_proof_engine.py
sfm/scm_parts/do_proof_verifier.py
sfm/scm_parts/do_rewrite.py
sfm/scm_parts/edge_authority.py
sfm/scm_parts/fit.py
sfm/scm_parts/graph_criteria.py
sfm/scm_parts/hedge.py
sfm/scm_parts/id_algorithm.py
sfm/scm_parts/id_algorithm_common.py
sfm/scm_parts/id_ast.py
sfm/scm_parts/id_ast_normalizer.py
sfm/scm_parts/id_authority.py
sfm/scm_parts/id_canonical_formula.py
sfm/scm_parts/id_carried_q.py
sfm/scm_parts/id_completeness.py
sfm/scm_parts/id_contract.py
sfm/scm_parts/id_decomposition.py
sfm/scm_parts/id_failure_certificate.py
sfm/scm_parts/id_formula.py
sfm/scm_parts/id_full.py
sfm/scm_parts/id_full_readiness.py
sfm/scm_parts/id_proof.py
sfm/scm_parts/id_recursive.py
sfm/scm_parts/id_recursive_expression.py
sfm/scm_parts/id_result.py
sfm/scm_parts/id_routes.py
sfm/scm_parts/id_status.py
sfm/scm_parts/idc_fraction_numeric.py
sfm/scm_parts/idc_rules.py
sfm/scm_parts/identification_legacy.py
sfm/scm_parts/identifier.py
sfm/scm_parts/input_validator.py
sfm/scm_parts/legacy_boundary.py
sfm/scm_parts/q_factor.py
sfm/scm_parts/q_factor_numeric.py
sfm/scm_parts/scm_counterfactual.py
sfm/scm_parts/symbolic_evaluator.py
sfm/scm_parts/symbolic_numeric.py
sfm_langgraph/__init__.py
sfm_langgraph/cli.py
sfm_langgraph/monitor.py
sfm_langgraph/node.py
sfm_langgraph/py.typed
tests/test_sfm_agent_monitor_step27.py
tests/test_sfm_fullcore_backend.py
tests/test_sfm_langgraph_integration_step26.py