LICENSE
README.md
pyproject.toml
setup.py
./kogwistar/__init__.py
./kogwistar/__main__.py
./kogwistar/check_chroma_update_meta_mechanism.py
./kogwistar/cli.py
./kogwistar/debug_producer.py
./kogwistar/entity_registry.py
./kogwistar/extraction.py
./kogwistar/graph_kinds.py
./kogwistar/graph_query.py
./kogwistar/id_provider.py
./kogwistar/ingester.py
./kogwistar/ocr.py
./kogwistar/server_mcp_with_admin.py
./kogwistar/shortids.py
./kogwistar/splitter.py
./kogwistar/typing_interfaces.py
./kogwistar/acl/__init__.py
./kogwistar/acl/context.py
./kogwistar/acl/graph.py
./kogwistar/acl/models.py
./kogwistar/cdc/__init__.py
./kogwistar/cdc/change_bridge.py
./kogwistar/cdc/change_bus.py
./kogwistar/cdc/change_event.py
./kogwistar/cdc/oplog.py
./kogwistar/cdc/sqlite_sink.py
./kogwistar/conversation/__init__.py
./kogwistar/conversation/agentic_answering.py
./kogwistar/conversation/agentic_answering_design.py
./kogwistar/conversation/conversation_context.py
./kogwistar/conversation/conversation_orchestrator.py
./kogwistar/conversation/conversation_state_contracts.py
./kogwistar/conversation/designer.py
./kogwistar/conversation/filtering.py
./kogwistar/conversation/knowledge_retriever.py
./kogwistar/conversation/memory_retriever.py
./kogwistar/conversation/models.py
./kogwistar/conversation/policy.py
./kogwistar/conversation/resolvers.py
./kogwistar/conversation/retrieval_orchestrator.py
./kogwistar/conversation/service.py
./kogwistar/conversation/span_compat.py
./kogwistar/conversation/tool_registry.py
./kogwistar/conversation/tool_runner.py
./kogwistar/demo/__init__.py
./kogwistar/demo/_service_demo_support.py
./kogwistar/demo/budget_branch_pin_demo.py
./kogwistar/demo/budget_rate_switch_demo.py
./kogwistar/demo/build_artifact_governance_demo.py
./kogwistar/demo/framework_then_agent_demo.py
./kogwistar/demo/graph_native_artifact_demo.py
./kogwistar/demo/named_projection_governance_demo.py
./kogwistar/demo/nested_workflow_invocation_demo.py
./kogwistar/demo/operator_views_demo.py
./kogwistar/demo/provenance_quickstart.py
./kogwistar/demo/recovery_repair_demo.py
./kogwistar/demo/scheduler_priority_demo.py
./kogwistar/demo/service_daemon_demo.py
./kogwistar/diagnostic/__init__.py
./kogwistar/diagnostic/mcp_diag_seed.py
./kogwistar/engine_core/__init__.py
./kogwistar/engine_core/async_compat.py
./kogwistar/engine_core/chroma_backend.py
./kogwistar/engine_core/embedding_factory.py
./kogwistar/engine_core/engine.py
./kogwistar/engine_core/engine_postgres.py
./kogwistar/engine_core/engine_postgres_meta.py
./kogwistar/engine_core/engine_sqlite.py
./kogwistar/engine_core/in_memory_backend.py
./kogwistar/engine_core/in_memory_meta.py
./kogwistar/engine_core/indexing.py
./kogwistar/engine_core/lifecycle.py
./kogwistar/engine_core/meta_lane_messages.py
./kogwistar/engine_core/models.py
./kogwistar/engine_core/postgres_backend.py
./kogwistar/engine_core/scoped_seq.py
./kogwistar/engine_core/storage_backend.py
./kogwistar/engine_core/types.py
./kogwistar/engine_core/search_index/__init__.py
./kogwistar/engine_core/search_index/models.py
./kogwistar/engine_core/search_index/service.py
./kogwistar/engine_core/search_index/storage_sqlite.py
./kogwistar/engine_core/subsystems/__init__.py
./kogwistar/engine_core/subsystems/acl.py
./kogwistar/engine_core/subsystems/adjudicate.py
./kogwistar/engine_core/subsystems/base.py
./kogwistar/engine_core/subsystems/embed.py
./kogwistar/engine_core/subsystems/extract.py
./kogwistar/engine_core/subsystems/ingest.py
./kogwistar/engine_core/subsystems/persist.py
./kogwistar/engine_core/subsystems/read.py
./kogwistar/engine_core/subsystems/rollback.py
./kogwistar/engine_core/subsystems/write.py
./kogwistar/engine_core/utils/__init__.py
./kogwistar/engine_core/utils/aliasing.py
./kogwistar/engine_core/utils/metadata.py
./kogwistar/engine_core/utils/pages.py
./kogwistar/engine_core/utils/refs.py
./kogwistar/graph_navigation_agent/__init__.py
./kogwistar/graph_navigation_agent/agent_mcp_l.py
./kogwistar/ingesters/__init__.py
./kogwistar/integrations/__init__.py
./kogwistar/integrations/openai_embeddings.py
./kogwistar/llm_tasks/__init__.py
./kogwistar/llm_tasks/contracts.py
./kogwistar/llm_tasks/default_provider.py
./kogwistar/llm_tasks/errors.py
./kogwistar/maintenance/__init__.py
./kogwistar/maintenance/artifacts.py
./kogwistar/maintenance/grouped_artifacts.py
./kogwistar/maintenance/models.py
./kogwistar/maintenance/template.py
./kogwistar/messaging/__init__.py
./kogwistar/messaging/models.py
./kogwistar/messaging/service.py
./kogwistar/runtime/__init__.py
./kogwistar/runtime/analytics.py
./kogwistar/runtime/artifacts.py
./kogwistar/runtime/async_runtime.py
./kogwistar/runtime/base_runtime.py
./kogwistar/runtime/budget.py
./kogwistar/runtime/budget_adapters.py
./kogwistar/runtime/contract.py
./kogwistar/runtime/cost_ledger.py
./kogwistar/runtime/design.py
./kogwistar/runtime/execution_wisdom_template.py
./kogwistar/runtime/executor.py
./kogwistar/runtime/grouped_artifacts.py
./kogwistar/runtime/langgraph_converter.py
./kogwistar/runtime/maintenance_template.py
./kogwistar/runtime/models.py
./kogwistar/runtime/perf_profile.py
./kogwistar/runtime/replay.py
./kogwistar/runtime/resolvers.py
./kogwistar/runtime/resolvers_bak.py
./kogwistar/runtime/routing.py
./kogwistar/runtime/runtime.py
./kogwistar/runtime/sandbox.py
./kogwistar/runtime/serialize.py
./kogwistar/runtime/telemetry.py
./kogwistar/scripts/__init__.py
./kogwistar/scripts/debug_cdc_answer_workflow_v2.py
./kogwistar/scripts/schema_export.py
./kogwistar/server/__init__.py
./kogwistar/server/auth_middleware.py
./kogwistar/server/bootstrap.py
./kogwistar/server/capability_kernel.py
./kogwistar/server/chat_api.py
./kogwistar/server/chat_mcp.py
./kogwistar/server/chat_service.py
./kogwistar/server/chat_service_conversation_queries.py
./kogwistar/server/chat_service_run_execution.py
./kogwistar/server/chat_service_run_inspection.py
./kogwistar/server/chat_service_shared.py
./kogwistar/server/chat_service_workflow_design.py
./kogwistar/server/chat_service_workflow_history.py
./kogwistar/server/error_reporting.py
./kogwistar/server/mcp_tools.py
./kogwistar/server/resources.py
./kogwistar/server/run_registry.py
./kogwistar/server/run_scheduler.py
./kogwistar/server/runtime_api.py
./kogwistar/server/service_daemon.py
./kogwistar/server/syscall_api.py
./kogwistar/server/auth/__init__.py
./kogwistar/server/auth/db.py
./kogwistar/server/auth/models.py
./kogwistar/server/auth/oidc.py
./kogwistar/server/auth/provider_config.py
./kogwistar/server/auth/repository.py
./kogwistar/server/auth/router.py
./kogwistar/server/auth/seed_cli.py
./kogwistar/server/auth/seeding.py
./kogwistar/server/auth/service.py
./kogwistar/strategies/__init__.py
./kogwistar/strategies/adjudicators.py
./kogwistar/strategies/merge_policies.py
./kogwistar/strategies/proposer.py
./kogwistar/strategies/types.py
./kogwistar/strategies/verifiers.py
./kogwistar/templates/cytoscape.html
./kogwistar/templates/d3.html
./kogwistar/templates/go.html
./kogwistar/utils/__init__.py
./kogwistar/utils/cache_paths.py
./kogwistar/utils/embedding_vectors.py
./kogwistar/utils/file_loader.py
./kogwistar/utils/kge_debug_dump.py
./kogwistar/utils/langchain.py
./kogwistar/utils/log.py
./kogwistar/utils/oplog_ws_republisher.py
./kogwistar/utils/pydanic_model_consumer_wrapper.py
./kogwistar/utils/simple_ws_sink.py
./kogwistar/visualization/__init__.py
./kogwistar/visualization/basic_visualization.py
./kogwistar/visualization/graph_viz.py
./kogwistar/wisdom/__init__.py
./kogwistar/wisdom/models.py
./kogwistar/wisdom/template.py
./kogwistar/workers/__init__.py
./kogwistar/workers/index_job_worker.py
./kogwistar/workers/run_index_job_worker.py
./kogwistar/workers/worker_supervisor.py
./kogwistar/workflow/__init__.py
./kogwistar/workflow/analytics.py
kogwistar/__init__.py
kogwistar/__main__.py
kogwistar/check_chroma_update_meta_mechanism.py
kogwistar/cli.py
kogwistar/debug_producer.py
kogwistar/entity_registry.py
kogwistar/extraction.py
kogwistar/graph_kinds.py
kogwistar/graph_query.py
kogwistar/id_provider.py
kogwistar/ingester.py
kogwistar/ocr.py
kogwistar/server_mcp_with_admin.py
kogwistar/shortids.py
kogwistar/splitter.py
kogwistar/typing_interfaces.py
kogwistar.egg-info/PKG-INFO
kogwistar.egg-info/SOURCES.txt
kogwistar.egg-info/dependency_links.txt
kogwistar.egg-info/entry_points.txt
kogwistar.egg-info/requires.txt
kogwistar.egg-info/top_level.txt
kogwistar/acl/__init__.py
kogwistar/acl/context.py
kogwistar/acl/graph.py
kogwistar/acl/models.py
kogwistar/cdc/__init__.py
kogwistar/cdc/change_bridge.py
kogwistar/cdc/change_bus.py
kogwistar/cdc/change_event.py
kogwistar/cdc/oplog.py
kogwistar/cdc/sqlite_sink.py
kogwistar/conversation/__init__.py
kogwistar/conversation/agentic_answering.py
kogwistar/conversation/agentic_answering_design.py
kogwistar/conversation/conversation_context.py
kogwistar/conversation/conversation_orchestrator.py
kogwistar/conversation/conversation_state_contracts.py
kogwistar/conversation/designer.py
kogwistar/conversation/filtering.py
kogwistar/conversation/knowledge_retriever.py
kogwistar/conversation/memory_retriever.py
kogwistar/conversation/models.py
kogwistar/conversation/policy.py
kogwistar/conversation/resolvers.py
kogwistar/conversation/retrieval_orchestrator.py
kogwistar/conversation/service.py
kogwistar/conversation/span_compat.py
kogwistar/conversation/tool_registry.py
kogwistar/conversation/tool_runner.py
kogwistar/demo/__init__.py
kogwistar/demo/_service_demo_support.py
kogwistar/demo/budget_branch_pin_demo.py
kogwistar/demo/budget_rate_switch_demo.py
kogwistar/demo/build_artifact_governance_demo.py
kogwistar/demo/framework_then_agent_demo.py
kogwistar/demo/graph_native_artifact_demo.py
kogwistar/demo/named_projection_governance_demo.py
kogwistar/demo/nested_workflow_invocation_demo.py
kogwistar/demo/operator_views_demo.py
kogwistar/demo/provenance_quickstart.py
kogwistar/demo/recovery_repair_demo.py
kogwistar/demo/scheduler_priority_demo.py
kogwistar/demo/service_daemon_demo.py
kogwistar/diagnostic/__init__.py
kogwistar/diagnostic/mcp_diag_seed.py
kogwistar/engine_core/__init__.py
kogwistar/engine_core/async_compat.py
kogwistar/engine_core/chroma_backend.py
kogwistar/engine_core/embedding_factory.py
kogwistar/engine_core/engine.py
kogwistar/engine_core/engine_postgres.py
kogwistar/engine_core/engine_postgres_meta.py
kogwistar/engine_core/engine_sqlite.py
kogwistar/engine_core/in_memory_backend.py
kogwistar/engine_core/in_memory_meta.py
kogwistar/engine_core/indexing.py
kogwistar/engine_core/lifecycle.py
kogwistar/engine_core/meta_lane_messages.py
kogwistar/engine_core/models.py
kogwistar/engine_core/postgres_backend.py
kogwistar/engine_core/scoped_seq.py
kogwistar/engine_core/storage_backend.py
kogwistar/engine_core/types.py
kogwistar/engine_core/search_index/__init__.py
kogwistar/engine_core/search_index/models.py
kogwistar/engine_core/search_index/service.py
kogwistar/engine_core/search_index/storage_sqlite.py
kogwistar/engine_core/subsystems/__init__.py
kogwistar/engine_core/subsystems/acl.py
kogwistar/engine_core/subsystems/adjudicate.py
kogwistar/engine_core/subsystems/base.py
kogwistar/engine_core/subsystems/embed.py
kogwistar/engine_core/subsystems/extract.py
kogwistar/engine_core/subsystems/ingest.py
kogwistar/engine_core/subsystems/persist.py
kogwistar/engine_core/subsystems/read.py
kogwistar/engine_core/subsystems/rollback.py
kogwistar/engine_core/subsystems/write.py
kogwistar/engine_core/utils/__init__.py
kogwistar/engine_core/utils/aliasing.py
kogwistar/engine_core/utils/metadata.py
kogwistar/engine_core/utils/pages.py
kogwistar/engine_core/utils/refs.py
kogwistar/graph_navigation_agent/__init__.py
kogwistar/graph_navigation_agent/agent_mcp_l.py
kogwistar/ingesters/__init__.py
kogwistar/integrations/__init__.py
kogwistar/integrations/openai_embeddings.py
kogwistar/llm_tasks/__init__.py
kogwistar/llm_tasks/contracts.py
kogwistar/llm_tasks/default_provider.py
kogwistar/llm_tasks/errors.py
kogwistar/maintenance/__init__.py
kogwistar/maintenance/artifacts.py
kogwistar/maintenance/grouped_artifacts.py
kogwistar/maintenance/models.py
kogwistar/maintenance/template.py
kogwistar/messaging/__init__.py
kogwistar/messaging/models.py
kogwistar/messaging/service.py
kogwistar/runtime/__init__.py
kogwistar/runtime/analytics.py
kogwistar/runtime/artifacts.py
kogwistar/runtime/async_runtime.py
kogwistar/runtime/base_runtime.py
kogwistar/runtime/budget.py
kogwistar/runtime/budget_adapters.py
kogwistar/runtime/contract.py
kogwistar/runtime/cost_ledger.py
kogwistar/runtime/design.py
kogwistar/runtime/execution_wisdom_template.py
kogwistar/runtime/executor.py
kogwistar/runtime/grouped_artifacts.py
kogwistar/runtime/langgraph_converter.py
kogwistar/runtime/maintenance_template.py
kogwistar/runtime/models.py
kogwistar/runtime/perf_profile.py
kogwistar/runtime/replay.py
kogwistar/runtime/resolvers.py
kogwistar/runtime/resolvers_bak.py
kogwistar/runtime/routing.py
kogwistar/runtime/runtime.py
kogwistar/runtime/sandbox.py
kogwistar/runtime/serialize.py
kogwistar/runtime/telemetry.py
kogwistar/scripts/__init__.py
kogwistar/scripts/debug_cdc_answer_workflow_v2.py
kogwistar/scripts/schema_export.py
kogwistar/server/__init__.py
kogwistar/server/auth_middleware.py
kogwistar/server/bootstrap.py
kogwistar/server/capability_kernel.py
kogwistar/server/chat_api.py
kogwistar/server/chat_mcp.py
kogwistar/server/chat_service.py
kogwistar/server/chat_service_conversation_queries.py
kogwistar/server/chat_service_run_execution.py
kogwistar/server/chat_service_run_inspection.py
kogwistar/server/chat_service_shared.py
kogwistar/server/chat_service_workflow_design.py
kogwistar/server/chat_service_workflow_history.py
kogwistar/server/error_reporting.py
kogwistar/server/mcp_tools.py
kogwistar/server/resources.py
kogwistar/server/run_registry.py
kogwistar/server/run_scheduler.py
kogwistar/server/runtime_api.py
kogwistar/server/service_daemon.py
kogwistar/server/syscall_api.py
kogwistar/server/auth/__init__.py
kogwistar/server/auth/db.py
kogwistar/server/auth/models.py
kogwistar/server/auth/oidc.py
kogwistar/server/auth/provider_config.py
kogwistar/server/auth/repository.py
kogwistar/server/auth/router.py
kogwistar/server/auth/seed_cli.py
kogwistar/server/auth/seeding.py
kogwistar/server/auth/service.py
kogwistar/strategies/__init__.py
kogwistar/strategies/adjudicators.py
kogwistar/strategies/merge_policies.py
kogwistar/strategies/proposer.py
kogwistar/strategies/types.py
kogwistar/strategies/verifiers.py
kogwistar/templates/cytoscape.html
kogwistar/templates/d3.html
kogwistar/templates/go.html
kogwistar/utils/__init__.py
kogwistar/utils/cache_paths.py
kogwistar/utils/embedding_vectors.py
kogwistar/utils/file_loader.py
kogwistar/utils/kge_debug_dump.py
kogwistar/utils/langchain.py
kogwistar/utils/log.py
kogwistar/utils/oplog_ws_republisher.py
kogwistar/utils/pydanic_model_consumer_wrapper.py
kogwistar/utils/simple_ws_sink.py
kogwistar/visualization/__init__.py
kogwistar/visualization/basic_visualization.py
kogwistar/visualization/graph_viz.py
kogwistar/wisdom/__init__.py
kogwistar/wisdom/models.py
kogwistar/wisdom/template.py
kogwistar/workers/__init__.py
kogwistar/workers/index_job_worker.py
kogwistar/workers/run_index_job_worker.py
kogwistar/workers/worker_supervisor.py
kogwistar/workflow/__init__.py
kogwistar/workflow/analytics.py
tests/test_async_pg_uow_task_local.py
tests/test_engine_sqlite_uow_join.py
tests/test_llm_parameterization.py
tests/test_pg_container_fixture.py
tests/test_tokens.py
tests/test_visualization.py
tests/test_workflow_contract.py