Deploy Phase 2 dataset classifier

Source GitHub commit: 740750973b9c67c0d55c209c006d860192f79dc2

.env.example

@@ -5,6 +5,8 @@ ARTICLES_PATH=data/articles.json
 # Generated output paths
 OUTPUT_PATH=outputs/classification_results.json
 CACHE_PATH=outputs/cache
+DATASET_OUTPUT_ROOT=outputs/datasets
+DATASET_CACHE_ROOT=outputs/dataset-cache
 
 # Model configuration. Do not commit real API keys.
 MODEL_PROVIDER=openai

.gitattributes

@@ -0,0 +1,9 @@
+.venv/bin/python filter=lfs diff=lfs merge=lfs -text
+.venv/bin/python3 filter=lfs diff=lfs merge=lfs -text
+.venv/bin/python3.13 filter=lfs diff=lfs merge=lfs -text
+.venv/bin/ruff filter=lfs diff=lfs merge=lfs -text
+.venv/lib/python3.13/site-packages/PIL/_imaging.cpython-313-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
+.venv/lib/python3.13/site-packages/PIL/_imagingcms.cpython-313-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
+.venv/lib/python3.13/site-packages/PIL/_imagingft.cpython-313-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
+.venv/lib/python3.13/site-packages/PIL/_imagingmath.cpython-313-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
+.venv/lib/python3.13/site-packages/_brotli.cpython-313-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text

.pytest_cache/.gitignore

@@ -0,0 +1,2 @@
+# Created by pytest automatically.
+*

.pytest_cache/CACHEDIR.TAG

@@ -0,0 +1,4 @@
+Signature: 8a477f597d28d172789f06886806bc55
+# This file is a cache directory tag created by pytest.
+# For information about cache directory tags, see:
+#	https://bford.info/cachedir/spec.html

.pytest_cache/README.md

@@ -0,0 +1,8 @@
+# pytest cache directory #
+
+This directory contains data from the pytest's cache plugin,
+which provides the `--lf` and `--ff` options, as well as the `cache` fixture.
+
+**Do not** commit this to version control.
+
+See [the docs](https://docs.pytest.org/en/stable/how-to/cache.html) for more information.

.pytest_cache/v/cache/lastfailed

@@ -0,0 +1 @@
+{}

.pytest_cache/v/cache/nodeids

@@ -0,0 +1,685 @@
+[
+  "tests/datasets/test_application_service_corrective.py::test_all_frozen_cases_retrieve_through_production_composition[0]",
+  "tests/datasets/test_application_service_corrective.py::test_all_frozen_cases_retrieve_through_production_composition[1]",
+  "tests/datasets/test_application_service_corrective.py::test_all_frozen_cases_retrieve_through_production_composition[2]",
+  "tests/datasets/test_application_service_corrective.py::test_all_frozen_cases_retrieve_through_production_composition[3]",
+  "tests/datasets/test_application_service_corrective.py::test_cross_session_waiting_reference_is_rejected",
+  "tests/datasets/test_application_service_corrective.py::test_factory_constructs_concrete_production_composition_without_calls",
+  "tests/datasets/test_application_service_corrective.py::test_frozen_source_hashes_remain_manifest_exact",
+  "tests/datasets/test_application_service_corrective.py::test_invalid_cmr_requests_return_typed_zero_inference_failure[http://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=A_1]",
+  "tests/datasets/test_application_service_corrective.py::test_invalid_cmr_requests_return_typed_zero_inference_failure[https://cmr.earthdata.nasa.gov/search/collections.umm_json]",
+  "tests/datasets/test_application_service_corrective.py::test_invalid_cmr_requests_return_typed_zero_inference_failure[https://example.org/search/collections.umm_json?native_id=A_1]",
+  "tests/datasets/test_application_service_corrective.py::test_invalid_explicit_selection_stops_before_pdf_or_model[0-/tmp/local.pdf]",
+  "tests/datasets/test_application_service_corrective.py::test_invalid_explicit_selection_stops_before_pdf_or_model[0-https://evil.example/readme.pdf]",
+  "tests/datasets/test_application_service_corrective.py::test_invalid_explicit_selection_stops_before_pdf_or_model[0-tests/fixtures/datasets/pdf/README.pdf]",
+  "tests/datasets/test_application_service_corrective.py::test_invalid_explicit_selection_stops_before_pdf_or_model[1-None]",
+  "tests/datasets/test_application_service_corrective.py::test_no_gradio_or_ui_import_and_protected_files_unchanged",
+  "tests/datasets/test_application_service_corrective.py::test_retrieve_multiple_candidates_preserves_source_order_without_choice",
+  "tests/datasets/test_application_service_corrective.py::test_retrieve_no_readme_is_skipped_without_waiting_or_inference",
+  "tests/datasets/test_application_service_corrective.py::test_retrieve_one_candidate_persists_recoverable_waiting_boundary",
+  "tests/datasets/test_application_service_corrective.py::test_stage_events_and_application_results_do_not_expose_experts",
+  "tests/datasets/test_application_service_corrective.py::test_valid_selection_delegates_to_pdf_retrieval_and_stops_before_model",
+  "tests/datasets/test_application_service_corrective.py::test_waiting_checkpoint_can_be_reopened_after_service_restart",
+  "tests/datasets/test_classifier_adapter.py::test_article_prompt_schema_and_source_models_are_byte_compatible",
+  "tests/datasets/test_classifier_adapter.py::test_bounded_retry_success_and_exhaustion",
+  "tests/datasets/test_classifier_adapter.py::test_context_only_block_cannot_be_sole_support",
+  "tests/datasets/test_classifier_adapter.py::test_dataset_semantic_validator_not_run_and_schema_valid",
+  "tests/datasets/test_classifier_adapter.py::test_direct_child_enforced_at_term_and_variable_stages",
+  "tests/datasets/test_classifier_adapter.py::test_four_frozen_milestone6_outcomes_feed_or_block_adapter",
+  "tests/datasets/test_classifier_adapter.py::test_missing_unknown_duplicate_and_context_only_citations_fail",
+  "tests/datasets/test_classifier_adapter.py::test_multiple_branches_and_joint_multi_section_citations",
+  "tests/datasets/test_classifier_adapter.py::test_packet_hash_text_component_and_review_boundary_fail_before_model",
+  "tests/datasets/test_classifier_adapter.py::test_prompt_injection_and_expert_sentinel_remain_source_data",
+  "tests/datasets/test_classifier_adapter.py::test_raw_text_blocks_manifest_and_unknown_input_are_rejected",
+  "tests/datasets/test_classifier_adapter.py::test_response_contracts_reject_unknown_fields_and_missing_stop_citation",
+  "tests/datasets/test_classifier_adapter.py::test_sealed_expert_field_rejected_from_packet_and_context",
+  "tests/datasets/test_classifier_adapter.py::test_semantic_not_classified_is_completed_and_model_failure_is_not",
+  "tests/datasets/test_classifier_adapter.py::test_separate_confidence_and_weak_product_cannot_be_overridden",
+  "tests/datasets/test_classifier_adapter.py::test_stop_at_topic_term_vl1_vl2_and_select_vl3",
+  "tests/datasets/test_classifier_adapter.py::test_unknown_skipped_uncited_fabricated_and_extra_authority_fail[<lambda>0]",
+  "tests/datasets/test_classifier_adapter.py::test_unknown_skipped_uncited_fabricated_and_extra_authority_fail[<lambda>1]",
+  "tests/datasets/test_classifier_adapter.py::test_unknown_skipped_uncited_fabricated_and_extra_authority_fail[<lambda>2]",
+  "tests/datasets/test_classifier_adapter.py::test_unknown_skipped_uncited_fabricated_and_extra_authority_fail[<lambda>3]",
+  "tests/datasets/test_classifier_adapter.py::test_unknown_skipped_uncited_fabricated_and_extra_authority_fail[<lambda>4]",
+  "tests/datasets/test_cmr.py::test_all_frozen_cmr_fixtures_resolve_and_remain_unchanged",
+  "tests/datasets/test_cmr.py::test_blind_view_is_allow_listed_and_expert_payload_is_sealed",
+  "tests/datasets/test_cmr.py::test_client_authorization_and_cookie_state_are_rejected",
+  "tests/datasets/test_cmr.py::test_declared_and_streamed_size_limits_are_enforced",
+  "tests/datasets/test_cmr.py::test_encoded_response_is_rejected_to_preserve_exact_entity_bytes",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload0-CMR_CARDINALITY]",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload1-CMR_CARDINALITY]",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload2-CMR_CARDINALITY_MISMATCH]",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload3-CMR_HITS_INVALID]",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload4-CMR_ITEMS_INVALID]",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload5-CMR_ITEM_INVALID]",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload6-CMR_META_INVALID]",
+  "tests/datasets/test_cmr.py::test_envelope_cardinality_and_shapes_are_validated[payload7-CMR_UMM_INVALID]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[http://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001-CMR_URL_SCHEME]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov/search/collections.json?native_id=TARGET_001-CMR_URL_PATH]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov/search/collections.umm_json-CMR_URL_NATIVE_ID_COUNT]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=-CMR_URL_NATIVE_ID_EMPTY]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001#fragment-CMR_URL_FRAGMENT]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001&access_token=secret-CMR_URL_AUTH_QUERY]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001&client-secret=secret-CMR_URL_AUTH_QUERY]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001&native_id=OTHER_001-CMR_URL_NATIVE_ID_COUNT]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://cmr.earthdata.nasa.gov:444/search/collections.umm_json?native_id=TARGET_001-CMR_URL_PORT]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://example.test/search/collections.umm_json?native_id=TARGET_001-CMR_URL_HOST]",
+  "tests/datasets/test_cmr.py::test_invalid_cmr_urls_are_typed[https://user:password@cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001-CMR_URL_USERINFO]",
+  "tests/datasets/test_cmr.py::test_invalid_redirect_target_is_rejected[http://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001]",
+  "tests/datasets/test_cmr.py::test_invalid_redirect_target_is_rejected[https://cmr.earthdata.nasa.gov/search/collections.json?native_id=TARGET_001]",
+  "tests/datasets/test_cmr.py::test_invalid_redirect_target_is_rejected[https://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=OTHER_001]",
+  "tests/datasets/test_cmr.py::test_invalid_redirect_target_is_rejected[https://cmr.earthdata.nasa.gov/search/collections.umm_json?native_id=TARGET_001&token=x]",
+  "tests/datasets/test_cmr.py::test_invalid_redirect_target_is_rejected[https://cmr.earthdata.nasa.gov:444/search/collections.umm_json?native_id=TARGET_001]",
+  "tests/datasets/test_cmr.py::test_invalid_redirect_target_is_rejected[https://example.test/search/collections.umm_json?native_id=TARGET_001]",
+  "tests/datasets/test_cmr.py::test_leading_zeros_and_capitalization_are_preserved",
+  "tests/datasets/test_cmr.py::test_login_response_and_unsupported_or_missing_media_type_are_rejected",
+  "tests/datasets/test_cmr.py::test_manual_redirect_is_validated_and_preserved",
+  "tests/datasets/test_cmr.py::test_non_public_status_is_rejected[401]",
+  "tests/datasets/test_cmr.py::test_non_public_status_is_rejected[403]",
+  "tests/datasets/test_cmr.py::test_overall_operation_limit_is_enforced",
+  "tests/datasets/test_cmr.py::test_percent_encoded_native_id_is_decoded_once_and_preserved",
+  "tests/datasets/test_cmr.py::test_preclassification_failure_has_zero_inference_semantics",
+  "tests/datasets/test_cmr.py::test_redirect_loop_and_limit_are_rejected",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD0]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD1]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD2]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD3]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD4]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD5]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD6]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REQUIRED_FIELD7]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REVISION_ID_INVALID0]",
+  "tests/datasets/test_cmr.py::test_required_identity_fields_are_validated[<lambda>-CMR_REVISION_ID_INVALID1]",
+  "tests/datasets/test_cmr.py::test_sealed_keyword_hash_is_stable_for_equivalent_payloads",
+  "tests/datasets/test_cmr.py::test_source_decoding_and_json_errors_are_typed[[]-CMR_JSON_ROOT]",
+  "tests/datasets/test_cmr.py::test_source_decoding_and_json_errors_are_typed[{\"not\":\"utf8\"}\\xff-CMR_TEXT_DECODE]",
+  "tests/datasets/test_cmr.py::test_source_decoding_and_json_errors_are_typed[{invalid-CMR_JSON_INVALID]",
+  "tests/datasets/test_cmr.py::test_submitted_returned_and_derived_native_ids_match_exactly[payload0]",
+  "tests/datasets/test_cmr.py::test_submitted_returned_and_derived_native_ids_match_exactly[payload1]",
+  "tests/datasets/test_cmr.py::test_submitted_returned_and_derived_native_ids_match_exactly[payload2]",
+  "tests/datasets/test_cmr.py::test_successful_retrieval_preserves_exact_bytes_headers_timestamp_and_hash",
+  "tests/datasets/test_cmr.py::test_transport_failures_are_typed[exception0-CMR_TIMEOUT]",
+  "tests/datasets/test_cmr.py::test_transport_failures_are_typed[exception1-CMR_TRANSPORT_ERROR]",
+  "tests/datasets/test_cmr.py::test_transport_failures_are_typed[exception2-CMR_TRANSPORT_ERROR]",
+  "tests/datasets/test_cmr.py::test_unknown_source_fields_are_preserved_and_entry_id_is_not_fabricated",
+  "tests/datasets/test_cmr.py::test_valid_url_preserves_exact_native_id_and_harmless_parameters",
+  "tests/datasets/test_comparison_milestone9.py::test_ambiguous_normalized_match_is_unresolved_and_review_required",
+  "tests/datasets/test_comparison_milestone9.py::test_authoritative_uuid_and_fields_resolve_consistently",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_and_reviews_are_stable_idempotent_and_additive",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_cache_is_separate_and_expert_sensitive",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_category_precedence_and_review[experts0-vl1-atmosphere-carbon-already_assigned-False]",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_category_precedence_and_review[experts1-vl2-carbon-dioxide-proposed_refinement-True]",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_category_precedence_and_review[experts2-vl1-atmosphere-carbon-redundant_result-False]",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_category_precedence_and_review[experts3-vl1-atmosphere-carbon-proposed_addition-True]",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_category_precedence_and_review[experts4-vl1-atmosphere-carbon-review_required-True]",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_logs_contain_counts_not_expert_values",
+  "tests/datasets/test_comparison_milestone9.py::test_comparison_persistence_failure_publishes_no_complete_artifact",
+  "tests/datasets/test_comparison_milestone9.py::test_discontinuous_uuid_chain_is_rejected",
+  "tests/datasets/test_comparison_milestone9.py::test_duplicate_blind_records_are_preserved_not_mutated",
+  "tests/datasets/test_comparison_milestone9.py::test_duplicate_experts_preserve_every_source_position",
+  "tests/datasets/test_comparison_milestone9.py::test_exact_assignment_at_every_supported_level[term-atmospheric-chemistry-path1]",
+  "tests/datasets/test_comparison_milestone9.py::test_exact_assignment_at_every_supported_level[topic-atmosphere-path0]",
+  "tests/datasets/test_comparison_milestone9.py::test_exact_assignment_at_every_supported_level[vl1-atmosphere-carbon-path2]",
+  "tests/datasets/test_comparison_milestone9.py::test_exact_assignment_at_every_supported_level[vl2-carbon-dioxide-path3]",
+  "tests/datasets/test_comparison_milestone9.py::test_exact_assignment_at_every_supported_level[vl3-carbon-dioxide-profiles-path4]",
+  "tests/datasets/test_comparison_milestone9.py::test_exact_match_precedes_broader_secondary_relationship",
+  "tests/datasets/test_comparison_milestone9.py::test_frozen_experts_are_used_only_after_independent_blind_result[0]",
+  "tests/datasets/test_comparison_milestone9.py::test_frozen_experts_are_used_only_after_independent_blind_result[1]",
+  "tests/datasets/test_comparison_milestone9.py::test_frozen_experts_are_used_only_after_independent_blind_result[2]",
+  "tests/datasets/test_comparison_milestone9.py::test_frozen_experts_are_used_only_after_independent_blind_result[3]",
+  "tests/datasets/test_comparison_milestone9.py::test_invalid_and_unknown_uuid_remain_unresolved[<lambda>-invalid_uuid]",
+  "tests/datasets/test_comparison_milestone9.py::test_invalid_and_unknown_uuid_remain_unresolved[<lambda>-unknown_uuid]",
+  "tests/datasets/test_comparison_milestone9.py::test_invalid_blind_hash_never_invokes_unsealer",
+  "tests/datasets/test_comparison_milestone9.py::test_multiple_blind_and_expert_branches_keep_independent_items",
+  "tests/datasets/test_comparison_milestone9.py::test_narrower_expert_precedence_preserves_broader_secondary_relationship",
+  "tests/datasets/test_comparison_milestone9.py::test_not_classified_unresolved_expert_creates_additive_review_only",
+  "tests/datasets/test_comparison_milestone9.py::test_ordered_expert_resolution[source0-resolved_exact_ordered_fields-True]",
+  "tests/datasets/test_comparison_milestone9.py::test_ordered_expert_resolution[source1-resolved_unique_normalized_ordered_fields-True]",
+  "tests/datasets/test_comparison_milestone9.py::test_ordered_expert_resolution[source2-missing_required_intermediate_level-False]",
+  "tests/datasets/test_comparison_milestone9.py::test_ordered_expert_resolution[source3-unmatched_path-False]",
+  "tests/datasets/test_comparison_milestone9.py::test_ordered_expert_resolution[source4-malformed_assignment-False]",
+  "tests/datasets/test_comparison_milestone9.py::test_semantic_not_classified_preserves_expert_only_without_removal",
+  "tests/datasets/test_comparison_milestone9.py::test_unverified_input_never_invokes_unsealer",
+  "tests/datasets/test_comparison_milestone9.py::test_uuid_wrong_level_and_uuid_field_conflict_are_explicit",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_arbitrary_or_cross_session_selection_never_reaches_service[/tmp/readme.pdf]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_arbitrary_or_cross_session_selection_never_reaches_service[https://evil.example/a.pdf]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_arbitrary_or_cross_session_selection_never_reaches_service[other-session-candidate]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_candidates_preserve_source_order_and_exact_selection",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_comparison_failure_preserves_verified_blind_without_partial_experts",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_fresh_session_state_and_initial_enablement",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_fresh_state_is_per_session_and_initially_safe",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_multiple_candidates_preserve_order_and_exact_selected_request",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_presenters_expose_only_sanitized_values",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_protected_hashes_and_root_launcher_boundary",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_protected_publication_hashes_unchanged",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_real_gradio_builds_one_blocks_application_without_work",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_real_gradio_constructs_exact_two_tabs_without_service_calls",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_candidate_enablement[0-skipped-False]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_candidate_enablement[1-completed-True]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_candidate_enablement[2-completed-False]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_candidate_states[0-None-False]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_candidate_states[1-choice-0-True]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_candidate_states[1-dynamic-True]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_candidate_states[2-None-False]",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_retrieval_failure_is_sanitized_and_zero_inference",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_semantic_not_classified_is_distinct_and_comparison_may_be_authorized",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_state_serialization_contains_no_raw_source_or_sealed_expert",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_tampered_stale_and_local_selection_are_rejected_without_service_call",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_two_sessions_cannot_cross_candidates_or_results",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_two_sessions_cannot_cross_selection_or_results",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_typed_failures_are_sanitized_and_preinference",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_untyped_failures_hide_raw_secret_path_and_markup",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_unverified_failure_never_exposes_blind_or_expert_values",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_unverified_or_comparison_failed_result_never_exposes_experts",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_url_edit_stales_selection_and_hides_outputs",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_verified_blind_and_authorized_comparison_render_separately",
+  "tests/datasets/test_dataset_ui_milestone10.py::test_verified_result_controls_expert_visibility_and_preserves_confidences",
+  "tests/datasets/test_documents.py::test_all_frozen_cases_require_discovery_selection_and_exact_mocked_bytes",
+  "tests/datasets/test_documents.py::test_authentication_status_is_not_public[401]",
+  "tests/datasets/test_documents.py::test_authentication_status_is_not_public[403]",
+  "tests/datasets/test_documents.py::test_empty_invalid_dns_results_are_typed",
+  "tests/datasets/test_documents.py::test_failure_preserves_partial_artifact_and_performs_no_cleanup",
+  "tests/datasets/test_documents.py::test_login_html_is_not_public",
+  "tests/datasets/test_documents.py::test_mixed_public_nonpublic_and_dns_rebinding_are_rejected",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[0.0.0.0]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[10.0.0.1]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[127.0.0.1]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[169.254.1.1]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[169.254.169.254]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[192.0.2.1]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[2001:db8::1]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[224.0.0.1]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[::1]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[::]",
+  "tests/datasets/test_documents.py::test_non_public_destinations_are_rejected_without_http[fe80::1]",
+  "tests/datasets/test_documents.py::test_operation_metadata_encoding_client_state_and_run_collision_controls",
+  "tests/datasets/test_documents.py::test_pdf_byte_validation_is_extension_independent_and_stable[None]",
+  "tests/datasets/test_documents.py::test_pdf_byte_validation_is_extension_independent_and_stable[application/octet-stream]",
+  "tests/datasets/test_documents.py::test_pdf_byte_validation_is_extension_independent_and_stable[application/pdf]",
+  "tests/datasets/test_documents.py::test_public_ipv4_ipv6_and_mixed_public_addresses_are_allowed[addresses0]",
+  "tests/datasets/test_documents.py::test_public_ipv4_ipv6_and_mixed_public_addresses_are_allowed[addresses1]",
+  "tests/datasets/test_documents.py::test_public_ipv4_ipv6_and_mixed_public_addresses_are_allowed[addresses2]",
+  "tests/datasets/test_documents.py::test_raw_url_local_path_and_tampered_selection_cannot_enter_retriever",
+  "tests/datasets/test_documents.py::test_redirect_loop_and_limit",
+  "tests/datasets/test_documents.py::test_selected_url_policy_rejects_unsafe_destinations[file:///tmp/readme.pdf]",
+  "tests/datasets/test_documents.py::test_selected_url_policy_rejects_unsafe_destinations[https://-bad.example/readme.pdf]",
+  "tests/datasets/test_documents.py::test_selected_url_policy_rejects_unsafe_destinations[https://bad_host.example/readme.pdf]",
+  "tests/datasets/test_documents.py::test_selected_url_policy_rejects_unsafe_destinations[https://example.test/readme.pdf#fragment]",
+  "tests/datasets/test_documents.py::test_selected_url_policy_rejects_unsafe_destinations[https://example.test:444/readme.pdf]",
+  "tests/datasets/test_documents.py::test_selected_url_policy_rejects_unsafe_destinations[https://user:pass@example.test/readme.pdf]",
+  "tests/datasets/test_documents.py::test_size_content_length_truncation_and_operation_limits",
+  "tests/datasets/test_documents.py::test_transport_failures_are_typed_and_preserve_no_false_success[exc0]",
+  "tests/datasets/test_documents.py::test_transport_failures_are_typed_and_preserve_no_false_success[exc1]",
+  "tests/datasets/test_documents.py::test_transport_failures_are_typed_and_preserve_no_false_success[exc2]",
+  "tests/datasets/test_documents.py::test_unsafe_and_authentication_redirects_are_rejected[ftp://example.test/a.pdf]",
+  "tests/datasets/test_documents.py::test_unsafe_and_authentication_redirects_are_rejected[https://example.test/a.pdf#x]",
+  "tests/datasets/test_documents.py::test_unsafe_and_authentication_redirects_are_rejected[https://example.test/a.pdf?token=x]",
+  "tests/datasets/test_documents.py::test_unsafe_and_authentication_redirects_are_rejected[https://example.test/login]",
+  "tests/datasets/test_documents.py::test_unsafe_and_authentication_redirects_are_rejected[https://example.test:444/a.pdf]",
+  "tests/datasets/test_documents.py::test_unsafe_and_authentication_redirects_are_rejected[https://u:p@example.test/a.pdf]",
+  "tests/datasets/test_documents.py::test_unsupported_and_misleading_content_is_rejected[%PDF-1.7 malformed-application/pdf]",
+  "tests/datasets/test_documents.py::test_unsupported_and_misleading_content_is_rejected[-application/pdf]",
+  "tests/datasets/test_documents.py::test_unsupported_and_misleading_content_is_rejected[<html>not pdf</html>-text/html]",
+  "tests/datasets/test_documents.py::test_unsupported_and_misleading_content_is_rejected[PNG-application/pdf]",
+  "tests/datasets/test_documents.py::test_unsupported_and_misleading_content_is_rejected[plain-text/plain]",
+  "tests/datasets/test_documents.py::test_unsupported_and_misleading_content_is_rejected[{}-application/json]",
+  "tests/datasets/test_documents.py::test_valid_redirect_revalidates_destination_and_preserves_history",
+  "tests/datasets/test_evidence.py::test_all_frozen_cases_group_and_preserve_product_scope_without_keywords",
+  "tests/datasets/test_evidence.py::test_authoritative_text_or_hash_mismatch_rejected",
+  "tests/datasets/test_evidence.py::test_conflicting_repeated_decisions_are_rejected",
+  "tests/datasets/test_evidence.py::test_context_only_packet_and_vague_scope_stop_typed",
+  "tests/datasets/test_evidence.py::test_deterministic_single_and_multiple_bounded_groups",
+  "tests/datasets/test_evidence.py::test_expert_sentinel_rejected_by_blind_type_and_absent_everywhere",
+  "tests/datasets/test_evidence.py::test_explicitly_linked_context_is_labeled_and_cannot_stand_alone",
+  "tests/datasets/test_evidence.py::test_generated_summary_excerpt_or_altered_text_never_accepted",
+  "tests/datasets/test_evidence.py::test_other_product_and_ambiguous_blocks_cannot_enter_packet",
+  "tests/datasets/test_evidence.py::test_packet_exact_text_source_order_hashes_and_classifier_boundary",
+  "tests/datasets/test_evidence.py::test_packet_hash_changes_with_authoritative_source_text",
+  "tests/datasets/test_evidence.py::test_packet_limit_second_pass_and_single_bounded_reduction",
+  "tests/datasets/test_evidence.py::test_packet_still_oversized_after_one_pass_is_explicit_failure",
+  "tests/datasets/test_evidence.py::test_reduction_cannot_override_product_scope",
+  "tests/datasets/test_evidence.py::test_retry_success_and_prompt_injection_isolation",
+  "tests/datasets/test_evidence.py::test_schema_is_strict_and_packet_schema_validates_result",
+  "tests/datasets/test_evidence.py::test_stable_hashes_policy_changes_and_volatile_data_excluded",
+  "tests/datasets/test_evidence.py::test_stale_manifest_identity_stops_before_model_call",
+  "tests/datasets/test_evidence.py::test_strict_response_partition_ids_scope_and_links[<lambda>-EVIDENCE_SELECTION_RETRIES_EXHAUSTED0]",
+  "tests/datasets/test_evidence.py::test_strict_response_partition_ids_scope_and_links[<lambda>-EVIDENCE_SELECTION_RETRIES_EXHAUSTED1]",
+  "tests/datasets/test_evidence.py::test_strict_response_partition_ids_scope_and_links[<lambda>-EVIDENCE_SELECTION_RETRIES_EXHAUSTED2]",
+  "tests/datasets/test_evidence.py::test_strict_response_partition_ids_scope_and_links[<lambda>-EVIDENCE_SELECTION_RETRIES_EXHAUSTED3]",
+  "tests/datasets/test_evidence.py::test_strict_response_partition_ids_scope_and_links[<lambda>-EVIDENCE_SELECTION_RETRIES_EXHAUSTED4]",
+  "tests/datasets/test_evidence.py::test_unknown_fields_and_invalid_role_fail_schema_and_bounded_retry",
+  "tests/datasets/test_expert_source_boundary.py::test_all_frozen_sources_persist_exact_ordered_sealed_artifacts[0]",
+  "tests/datasets/test_expert_source_boundary.py::test_all_frozen_sources_persist_exact_ordered_sealed_artifacts[1]",
+  "tests/datasets/test_expert_source_boundary.py::test_all_frozen_sources_persist_exact_ordered_sealed_artifacts[2]",
+  "tests/datasets/test_expert_source_boundary.py::test_all_frozen_sources_persist_exact_ordered_sealed_artifacts[3]",
+  "tests/datasets/test_expert_source_boundary.py::test_cross_run_and_tampered_sealed_artifacts_are_rejected",
+  "tests/datasets/test_expert_source_boundary.py::test_expert_change_does_not_change_blind_view_result_or_cache_identity",
+  "tests/datasets/test_expert_source_boundary.py::test_fixture_hashes_remain_exact",
+  "tests/datasets/test_expert_source_boundary.py::test_generated_corrective_schemas_have_no_drift",
+  "tests/datasets/test_expert_source_boundary.py::test_identical_boundary_is_stable_and_immutable",
+  "tests/datasets/test_expert_source_boundary.py::test_legacy_verified_reference_without_binding_is_rejected",
+  "tests/datasets/test_expert_source_boundary.py::test_sealed_persistence_interruption_is_prepublication_and_non_deleting",
+  "tests/datasets/test_expert_source_boundary.py::test_verified_reference_contains_opaque_complete_provenance",
+  "tests/datasets/test_extraction.py::test_all_frozen_pdfs_extract_deterministically_and_validate_schema",
+  "tests/datasets/test_extraction.py::test_blank_page_warning_and_fully_blank_failure",
+  "tests/datasets/test_extraction.py::test_encrypted_and_malformed_pdf_fail_before_inference",
+  "tests/datasets/test_extraction.py::test_hash_page_character_block_and_timeout_limits",
+  "tests/datasets/test_extraction.py::test_image_only_page_and_document",
+  "tests/datasets/test_extraction.py::test_multiple_headings_on_page_and_heading_at_page_end",
+  "tests/datasets/test_extraction.py::test_multiple_pages_repeated_headings_boundary_and_cross_page_section",
+  "tests/datasets/test_extraction.py::test_no_heading_uses_derived_label_and_long_text_splits_deterministically",
+  "tests/datasets/test_extraction.py::test_one_page_exact_provenance_stability_and_reconstruction",
+  "tests/datasets/test_extraction.py::test_page_failure_partial_failure_and_unavailable_coordinates",
+  "tests/datasets/test_extraction.py::test_policy_version_change_is_explicit_but_content_ids_remain_source_based",
+  "tests/datasets/test_extraction.py::test_table_multicolumn_and_low_coverage_warnings",
+  "tests/datasets/test_fixture_manifest.py::test_canonical_source_indexes_match_original_entries_and_production_discovery",
+  "tests/datasets/test_fixture_manifest.py::test_fixture_case_serializes_only_canonical_source_index",
+  "tests/datasets/test_fixture_manifest.py::test_frozen_manifest_loads_all_cases_without_hard_coded_case_paths",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_contains_no_expected_keyword_answers",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_absolute_and_escaping_paths[../outside.json]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_absolute_and_escaping_paths[/etc/passwd]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_duplicate_case_and_native_ids",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_invalid_selected_readme_source_index[-1]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_invalid_selected_readme_source_index[1.5]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_invalid_selected_readme_source_index[5]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_invalid_selected_readme_source_index[None]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_invalid_selected_readme_source_index[True]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_missing_or_non_regular_references",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_noncanonical_source_index_names[selected_readme_source_position]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_noncanonical_source_index_names[source_index]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_noncanonical_source_index_names[source_position]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_semantically_wrong_source_index[0]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_semantically_wrong_source_index[10000]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_rejects_semantically_wrong_source_index[4]",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_requires_selected_readme_source_index",
+  "tests/datasets/test_fixture_manifest.py::test_manifest_validates_hash_format_and_provenance_fields",
+  "tests/datasets/test_models_and_schemas.py::test_comparison_requires_persisted_blind_result",
+  "tests/datasets/test_models_and_schemas.py::test_core_dataset_schemas_are_valid_and_accept_typed_outputs",
+  "tests/datasets/test_models_and_schemas.py::test_dataset_comparison_category_and_schema_contract",
+  "tests/datasets/test_models_and_schemas.py::test_dataset_error_taxonomy_is_separate_and_hierarchical",
+  "tests/datasets/test_models_and_schemas.py::test_dataset_identity_preserves_concept_native_and_legacy_ids",
+  "tests/datasets/test_models_and_schemas.py::test_dataset_settings_are_namespaced_and_environment_configurable",
+  "tests/datasets/test_models_and_schemas.py::test_evidence_packet_rejects_duplicate_block_ids",
+  "tests/datasets/test_models_and_schemas.py::test_extraction_and_evidence_contracts_preserve_exact_text",
+  "tests/datasets/test_models_and_schemas.py::test_four_dataset_schemas_are_valid_and_accept_typed_outputs",
+  "tests/datasets/test_models_and_schemas.py::test_invalid_dataset_schema_example_is_rejected",
+  "tests/datasets/test_models_and_schemas.py::test_publication_contract_is_unchanged",
+  "tests/datasets/test_models_and_schemas.py::test_unattempted_classification_forbids_inference_outputs[blind_result-value2]",
+  "tests/datasets/test_models_and_schemas.py::test_unattempted_classification_forbids_inference_outputs[classification_outcome-classified]",
+  "tests/datasets/test_models_and_schemas.py::test_unattempted_classification_forbids_inference_outputs[classifications-value1]",
+  "tests/datasets/test_models_and_schemas.py::test_unattempted_classification_forbids_inference_outputs[comparison_reference-comparison.json]",
+  "tests/datasets/test_models_and_schemas.py::test_unattempted_classification_forbids_inference_outputs[processing_metadata-value4]",
+  "tests/datasets/test_models_and_schemas.py::test_valid_unattempted_dataset_result",
+  "tests/datasets/test_product_resolution.py::test_batched_responses_form_exact_source_order_partition",
+  "tests/datasets/test_product_resolution.py::test_boundary_aware_identity_capitalization_version_and_signal_stability",
+  "tests/datasets/test_product_resolution.py::test_bounded_retry_succeeds_after_invalid_coverage_response",
+  "tests/datasets/test_product_resolution.py::test_deterministic_complete_identity_resolution_makes_zero_model_calls",
+  "tests/datasets/test_product_resolution.py::test_enumeration_family_template_heading_and_optional_structure_signals",
+  "tests/datasets/test_product_resolution.py::test_every_coverage_mode_is_typed_and_ambiguity_requires_review[explicit_multi_product]",
+  "tests/datasets/test_product_resolution.py::test_every_coverage_mode_is_typed_and_ambiguity_requires_review[product_family]",
+  "tests/datasets/test_product_resolution.py::test_every_coverage_mode_is_typed_and_ambiguity_requires_review[single_product]",
+  "tests/datasets/test_product_resolution.py::test_every_coverage_mode_is_typed_and_ambiguity_requires_review[undetermined]",
+  "tests/datasets/test_product_resolution.py::test_every_coverage_mode_is_typed_and_ambiguity_requires_review[vague_product_scope]",
+  "tests/datasets/test_product_resolution.py::test_explicit_readme_alias_preserves_literal_span_and_provenance",
+  "tests/datasets/test_product_resolution.py::test_four_frozen_coverage_modes_scope_counts_and_expert_isolation",
+  "tests/datasets/test_product_resolution.py::test_invalid_model_block_partition_alias_and_products_retry_then_fail[alias]",
+  "tests/datasets/test_product_resolution.py::test_invalid_model_block_partition_alias_and_products_retry_then_fail[cross_document]",
+  "tests/datasets/test_product_resolution.py::test_invalid_model_block_partition_alias_and_products_retry_then_fail[duplicate]",
+  "tests/datasets/test_product_resolution.py::test_invalid_model_block_partition_alias_and_products_retry_then_fail[missing]",
+  "tests/datasets/test_product_resolution.py::test_invalid_model_block_partition_alias_and_products_retry_then_fail[product]",
+  "tests/datasets/test_product_resolution.py::test_invalid_model_block_partition_alias_and_products_retry_then_fail[unknown]",
+  "tests/datasets/test_product_resolution.py::test_malformed_schema_enum_confidence_timeout_and_retry_exhaustion",
+  "tests/datasets/test_product_resolution.py::test_model_requests_use_dataset_stages_and_strict_response_schemas",
+  "tests/datasets/test_product_resolution.py::test_prompt_injection_is_delimited_and_cannot_change_schema_or_target",
+  "tests/datasets/test_product_resolution.py::test_sealed_expert_sentinel_is_unreachable_from_blind_prompts_results_and_errors",
+  "tests/datasets/test_product_resolution.py::test_source_order_partition_inclusion_exclusion_ambiguity_and_context",
+  "tests/datasets/test_readme_discovery.py::test_blind_view_contract_rejects_non_array_related_urls",
+  "tests/datasets/test_readme_discovery.py::test_changed_or_stale_selection_binding_is_rejected",
+  "tests/datasets/test_readme_discovery.py::test_duplicate_candidates_remain_distinct_by_source_position",
+  "tests/datasets/test_readme_discovery.py::test_exact_match_without_usable_url_is_explicit_error[4]",
+  "tests/datasets/test_readme_discovery.py::test_exact_match_without_usable_url_is_explicit_error[None]",
+  "tests/datasets/test_readme_discovery.py::test_exact_match_without_usable_url_is_explicit_error[url2]",
+  "tests/datasets/test_readme_discovery.py::test_exact_match_without_usable_url_is_explicit_error[url3]",
+  "tests/datasets/test_readme_discovery.py::test_exact_subtype_only_and_complete_source_order_preservation",
+  "tests/datasets/test_readme_discovery.py::test_missing_null_non_string_and_malformed_subtypes_do_not_match[3]",
+  "tests/datasets/test_readme_discovery.py::test_missing_null_non_string_and_malformed_subtypes_do_not_match[None]",
+  "tests/datasets/test_readme_discovery.py::test_missing_null_non_string_and_malformed_subtypes_do_not_match[READ-ME ]",
+  "tests/datasets/test_readme_discovery.py::test_missing_null_non_string_and_malformed_subtypes_do_not_match[subtype2]",
+  "tests/datasets/test_readme_discovery.py::test_missing_null_non_string_and_malformed_subtypes_do_not_match[subtype3]",
+  "tests/datasets/test_readme_discovery.py::test_one_candidate_requires_explicit_confirmation",
+  "tests/datasets/test_readme_discovery.py::test_selection_rejects_missing_multiple_position_and_url_substitution[selections0]",
+  "tests/datasets/test_readme_discovery.py::test_selection_rejects_missing_multiple_position_and_url_substitution[selections1]",
+  "tests/datasets/test_readme_discovery.py::test_selection_rejects_missing_multiple_position_and_url_substitution[selections2]",
+  "tests/datasets/test_readme_discovery.py::test_selection_rejects_missing_multiple_position_and_url_substitution[selections3]",
+  "tests/datasets/test_readme_discovery.py::test_selection_rejects_missing_multiple_position_and_url_substitution[selections4]",
+  "tests/datasets/test_readme_discovery.py::test_zero_candidate_outcome_has_exact_nonsemantic_boundary",
+  "tests/datasets/test_runtime_milestone8.py::test_artifact_store_is_atomic_immutable_and_run_isolated",
+  "tests/datasets/test_runtime_milestone8.py::test_atomic_failure_never_publishes_success",
+  "tests/datasets/test_runtime_milestone8.py::test_blind_cache_round_trip_and_tamper_detection",
+  "tests/datasets/test_runtime_milestone8.py::test_cache_identity_requires_complete_stage_inputs",
+  "tests/datasets/test_runtime_milestone8.py::test_failed_attempt_checkpoint_prevents_transport",
+  "tests/datasets/test_runtime_milestone8.py::test_illegal_and_terminal_transitions_are_rejected",
+  "tests/datasets/test_runtime_milestone8.py::test_inference_attempt_is_durable_before_transport",
+  "tests/datasets/test_runtime_milestone8.py::test_log_contract_rejects_absolute_reference",
+  "tests/datasets/test_runtime_milestone8.py::test_ordered_pipeline_no_readme_is_preinference_skip",
+  "tests/datasets/test_runtime_milestone8.py::test_recovery_uses_validated_checkpoint_chain",
+  "tests/datasets/test_runtime_milestone8.py::test_runtime_models_reject_unknown_fields",
+  "tests/datasets/test_runtime_milestone8.py::test_sealed_artifact_failure_stops_pipeline_before_inference",
+  "tests/datasets/test_runtime_milestone8.py::test_storage_rejects_fixture_root",
+  "tests/datasets/test_runtime_milestone8.py::test_successful_not_classified_pipeline_is_persisted_and_verified",
+  "tests/datasets/test_runtime_milestone8.py::test_verified_blind_result_gate_reads_persisted_bytes",
+  "tests/datasets/test_smoke_milestone11.py::test_all_frozen_cases_use_real_two_step_service_without_live_boundaries",
+  "tests/datasets/test_smoke_milestone11.py::test_fixture_readme_is_human_policy_only_and_manifest_is_only_configuration",
+  "tests/datasets/test_smoke_milestone11.py::test_frozen_transport_denies_pdf_before_discovery_and_selection",
+  "tests/datasets/test_smoke_milestone11.py::test_manifest_has_no_expected_keyword_or_fake_answer_configuration",
+  "tests/datasets/test_smoke_milestone11.py::test_optional_live_public_cmr_and_readme_retrieval",
+  "tests/datasets/test_smoke_milestone11.py::test_preflight_rejects_provenance_mismatches_without_transport_or_model_calls",
+  "tests/datasets/test_smoke_milestone11.py::test_repeated_runs_have_stable_logical_report_hash_and_safe_persisted_report",
+  "tests/datasets/test_smoke_milestone11.py::test_report_path_must_remain_under_output_root",
+  "tests/test_articles.py::test_duplicate_doi_detection_excludes_duplicate_records_from_valid_records",
+  "tests/test_articles.py::test_empty_abstract_is_valid_and_preserved",
+  "tests/test_articles.py::test_empty_required_strings[record0-DOI]",
+  "tests/test_articles.py::test_empty_required_strings[record1-Title]",
+  "tests/test_articles.py::test_exact_serialization_field_names",
+  "tests/test_articles.py::test_exact_source_value_preservation",
+  "tests/test_articles.py::test_file_not_found_behavior",
+  "tests/test_articles.py::test_full_data_smoke_current_articles_file",
+  "tests/test_articles.py::test_invalid_fixture_reports_multiple_record_errors",
+  "tests/test_articles.py::test_invalid_json",
+  "tests/test_articles.py::test_invalid_year_types_rejected[2024.0]",
+  "tests/test_articles.py::test_invalid_year_types_rejected[2024]",
+  "tests/test_articles.py::test_invalid_year_types_rejected[False]",
+  "tests/test_articles.py::test_invalid_year_types_rejected[True]",
+  "tests/test_articles.py::test_missing_required_fields[record0-DOI]",
+  "tests/test_articles.py::test_missing_required_fields[record1-Title]",
+  "tests/test_articles.py::test_missing_required_fields[record2-Year]",
+  "tests/test_articles.py::test_missing_required_fields[record3-Abstract]",
+  "tests/test_articles.py::test_non_object_article_entry",
+  "tests/test_articles.py::test_non_string_fields_rejected[Abstract-42]",
+  "tests/test_articles.py::test_non_string_fields_rejected[DOI-123]",
+  "tests/test_articles.py::test_non_string_fields_rejected[Title-value1]",
+  "tests/test_articles.py::test_null_field_values_rejected",
+  "tests/test_articles.py::test_preserves_source_order",
+  "tests/test_articles.py::test_source_file_immutability",
+  "tests/test_articles.py::test_top_level_non_list_json",
+  "tests/test_articles.py::test_valid_article_loading",
+  "tests/test_articles.py::test_whitespace_only_title_is_preserved_not_normalized",
+  "tests/test_cache.py::test_cache_hit_returns_cache_used_true_and_completed_status",
+  "tests/test_cache.py::test_cache_key_changes_when_article_content_changes",
+  "tests/test_cache.py::test_cache_key_changes_when_model_provider_name_or_parameters_change",
+  "tests/test_cache.py::test_cache_key_changes_when_prompt_versions_change",
+  "tests/test_cache.py::test_cache_key_changes_when_relevant_config_changes",
+  "tests/test_cache.py::test_cache_key_changes_when_vocabulary_hash_changes",
+  "tests/test_cache.py::test_cache_key_includes_article_fingerprint",
+  "tests/test_cache.py::test_stale_cache_is_not_reused",
+  "tests/test_llm_config.py::test_default_model_settings_load",
+  "tests/test_llm_config.py::test_environment_overrides_work",
+  "tests/test_llm_config.py::test_model_provider_and_name_are_configurable_in_requests",
+  "tests/test_llm_config.py::test_prompt_versions_are_configurable_in_requests",
+  "tests/test_llm_fake.py::test_fake_model_can_exhaust_retries",
+  "tests/test_llm_fake.py::test_fake_model_can_fail_once_then_succeed_with_retry_wrapper",
+  "tests/test_llm_fake.py::test_fake_model_can_raise_non_retryable_errors",
+  "tests/test_llm_fake.py::test_fake_model_can_raise_retryable_errors",
+  "tests/test_llm_fake.py::test_fake_model_can_return_invalid_candidate_ids_for_later_validation",
+  "tests/test_llm_fake.py::test_fake_model_can_return_no_selection",
+  "tests/test_llm_fake.py::test_fake_model_records_requests",
+  "tests/test_llm_fake.py::test_fake_model_rejects_contradictory_structured_response",
+  "tests/test_llm_fake.py::test_fake_model_returns_typed_term_response",
+  "tests/test_llm_fake.py::test_fake_model_returns_typed_topic_response",
+  "tests/test_llm_fake.py::test_fake_model_returns_typed_variable_response",
+  "tests/test_llm_prompts.py::test_prompt_delimits_title_and_abstract",
+  "tests/test_llm_prompts.py::test_prompt_includes_untrusted_article_instruction",
+  "tests/test_llm_prompts.py::test_prompt_preserves_source_article_text_exactly",
+  "tests/test_llm_prompts.py::test_prompt_prevents_generating_authoritative_vocabulary_fields",
+  "tests/test_llm_prompts.py::test_prompt_remains_valid_when_abstract_is_empty",
+  "tests/test_llm_prompts.py::test_prompt_uses_candidate_ids_and_only_supplied_candidates_instruction",
+  "tests/test_llm_prompts.py::test_term_prompt_includes_parent_context_and_direct_child_candidates",
+  "tests/test_llm_prompts.py::test_topic_prompt_includes_supplied_candidates",
+  "tests/test_llm_prompts.py::test_variable_prompt_includes_parent_context_and_direct_child_candidates",
+  "tests/test_llm_retries.py::test_non_retryable_error_is_not_retried",
+  "tests/test_llm_retries.py::test_retry_count_is_recorded_as_zero_without_retry",
+  "tests/test_llm_retries.py::test_retryable_error_fails_after_max_retries",
+  "tests/test_llm_retries.py::test_retryable_error_succeeds_after_retry",
+  "tests/test_mvp_smoke.py::test_fake_model_mvp_smoke_run_end_to_end",
+  "tests/test_mvp_smoke.py::test_optional_live_model_smoke_is_skipped_unless_explicitly_enabled",
+  "tests/test_openai_provider.py::test_gpt4o_request_preserves_temperature_behavior",
+  "tests/test_openai_provider.py::test_gpt5_family_request_omits_temperature_when_configured_zero",
+  "tests/test_openai_provider.py::test_openai_provider_does_not_make_live_call_without_explicit_key",
+  "tests/test_openai_provider.py::test_openai_provider_is_isolated_from_fake_model_tests",
+  "tests/test_openai_provider.py::test_openai_provider_module_import_does_not_require_openai",
+  "tests/test_openai_provider.py::test_openai_provider_non_retryable_error_includes_sanitized_diagnostics",
+  "tests/test_openai_provider.py::test_openai_provider_retryable_error_includes_sanitized_diagnostics",
+  "tests/test_output_schema.py::test_accepted_classification_requires_valid_deterministic_validation",
+  "tests/test_output_schema.py::test_basic_run_summary_validates_against_json_schema",
+  "tests/test_output_schema.py::test_boolean_year_is_invalid_for_article_result",
+  "tests/test_output_schema.py::test_classified_result_validates_against_json_schema",
+  "tests/test_output_schema.py::test_confidence_metadata_range_validation",
+  "tests/test_output_schema.py::test_empty_abstract_is_allowed_in_article_result_output",
+  "tests/test_output_schema.py::test_failed_result_validates_against_json_schema",
+  "tests/test_output_schema.py::test_generated_fields_use_snake_case_and_source_fields_remain_exact",
+  "tests/test_output_schema.py::test_minimal_no_classification_result_validates_against_json_schema",
+  "tests/test_output_schema.py::test_processing_metadata_can_represent_title_only_input",
+  "tests/test_output_schema.py::test_review_compatible_values_can_be_represented_without_review_trigger_logic",
+  "tests/test_output_schema.py::test_schema_files_are_valid_json",
+  "tests/test_output_schema.py::test_status_scopes_do_not_accept_values_from_wrong_enum",
+  "tests/test_output_schema.py::test_support_type_enum_values_are_schema_compatible",
+  "tests/test_output_schema.py::test_valid_accepted_classification_record",
+  "tests/test_output_schema.py::test_valid_article_result_with_classifications",
+  "tests/test_output_schema.py::test_valid_failed_article_result_without_classifications",
+  "tests/test_output_schema.py::test_valid_minimal_no_classification_article_result",
+  "tests/test_output_schema.py::test_valid_partial_article_result_without_classifications",
+  "tests/test_output_schema.py::test_valid_reduced_to_ancestor_classification_record",
+  "tests/test_output_schema.py::test_valid_rejected_classification_record",
+  "tests/test_package_import.py::test_package_imports",
+  "tests/test_persistence.py::test_article_result_is_saved_after_completion",
+  "tests/test_persistence.py::test_atomic_checkpoint_temp_file_is_removed_after_success",
+  "tests/test_persistence.py::test_consolidated_output_is_valid_json",
+  "tests/test_persistence.py::test_duplicate_output_records_for_same_doi_are_avoided",
+  "tests/test_persistence.py::test_failed_article_result_is_saved",
+  "tests/test_persistence.py::test_loading_existing_results_works",
+  "tests/test_persistence.py::test_previous_results_survive_simulated_later_failure",
+  "tests/test_pipeline.py::test_article_stops_at_term_and_becomes_term_classification",
+  "tests/test_pipeline.py::test_article_stops_at_topic_and_becomes_topic_classification",
+  "tests/test_pipeline.py::test_batch_cache_hit_is_completed_not_skipped_and_force_reprocess_bypasses_cache",
+  "tests/test_pipeline.py::test_batch_continues_after_one_article_failure",
+  "tests/test_pipeline.py::test_batch_output_summary_validates_against_schema",
+  "tests/test_pipeline.py::test_batch_processes_multiple_valid_articles_and_preserves_order",
+  "tests/test_pipeline.py::test_batch_reports_invalid_source_records_without_inventing_doi",
+  "tests/test_pipeline.py::test_empty_abstract_remains_valid_and_can_be_processed",
+  "tests/test_pipeline.py::test_full_data_smoke_reports_current_invalid_article_without_modifying_sources",
+  "tests/test_pipeline.py::test_invalid_model_candidate_produces_structured_error",
+  "tests/test_pipeline.py::test_logging_records_processing_events_without_secrets",
+  "tests/test_pipeline.py::test_model_retry_counts_and_cache_flags_appear_in_metadata",
+  "tests/test_pipeline.py::test_no_topic_selection_is_completed_not_classified",
+  "tests/test_pipeline.py::test_partial_branch_failure_preserves_successful_sibling_outcome",
+  "tests/test_pipeline.py::test_review_risk_flagging_preserves_accepted_topic_classification",
+  "tests/test_pipeline.py::test_single_article_deep_variable_classification_is_accepted",
+  "tests/test_pipeline.py::test_structured_diagnostics_do_not_include_secrets",
+  "tests/test_redundancy.py::test_ancestor_preserved_when_independent_branch",
+  "tests/test_redundancy.py::test_ancestor_removed_when_descendant_exists_in_same_branch_lineage",
+  "tests/test_redundancy.py::test_deepest_descendant_retained",
+  "tests/test_redundancy.py::test_exact_duplicate_canonical_path_removed",
+  "tests/test_redundancy.py::test_exact_duplicate_uuid_removed",
+  "tests/test_redundancy.py::test_insufficient_branch_provenance_preserves_ancestor_with_warning",
+  "tests/test_redundancy.py::test_redundancy_uses_uuid_ancestry_not_string_prefix_matching",
+  "tests/test_redundancy.py::test_removal_and_preservation_diagnostics_include_branch_provenance",
+  "tests/test_redundancy.py::test_same_concept_name_in_different_branches_is_preserved_when_uuid_and_path_differ",
+  "tests/test_redundancy.py::test_sibling_classifications_preserved",
+  "tests/test_review_flagging.py::test_explicit_or_strong_mixed_classification_is_not_flagged",
+  "tests/test_review_flagging.py::test_inferred_low_confidence_is_flagged",
+  "tests/test_review_flagging.py::test_inferred_or_mixed_topic_is_flagged",
+  "tests/test_review_flagging.py::test_inferred_variable_level_2_is_flagged_even_with_high_confidence",
+  "tests/test_review_flagging.py::test_inferred_variable_level_3_is_flagged_even_with_high_confidence",
+  "tests/test_review_flagging.py::test_mixed_low_confidence_is_flagged",
+  "tests/test_review_flagging.py::test_non_accepted_classification_is_not_flagged",
+  "tests/test_review_flagging.py::test_review_warning_appears_in_json_output",
+  "tests/test_small_run_script.py::test_build_model_client_fake_returns_fake_model",
+  "tests/test_small_run_script.py::test_console_summary_includes_classification_and_no_classification",
+  "tests/test_small_run_script.py::test_fake_scripted_responses_support_requested_article_count",
+  "tests/test_small_run_script.py::test_limit_article_load_uses_first_valid_articles",
+  "tests/test_small_run_script.py::test_live_mode_requires_credentials",
+  "tests/test_small_run_script.py::test_live_mode_requires_openai_provider",
+  "tests/test_small_run_script.py::test_one_line_compacts_tabs_and_newlines",
+  "tests/test_small_run_script.py::test_progress_helpers_print_safe_truncated_output",
+  "tests/test_small_run_script.py::test_review_csv_contains_classification_and_article_level_rows",
+  "tests/test_small_run_script.py::test_review_csv_path_follows_output_dir",
+  "tests/test_small_run_script.py::test_small_run_script_imports_without_live_api_calls",
+  "tests/test_small_run_script.py::test_truncate_title_uses_one_line_and_limit",
+  "tests/test_structured_responses.py::test_empty_candidate_id_rejected",
+  "tests/test_structured_responses.py::test_invalid_confidence_range[-0.01]",
+  "tests/test_structured_responses.py::test_invalid_confidence_range[1.01]",
+  "tests/test_structured_responses.py::test_invalid_term_response_stopping_without_stop_reason[None]",
+  "tests/test_structured_responses.py::test_invalid_term_response_stopping_without_stop_reason[]",
+  "tests/test_structured_responses.py::test_invalid_term_response_with_stop_and_selected[payload0]",
+  "tests/test_structured_responses.py::test_invalid_term_response_with_stop_and_selected[payload1]",
+  "tests/test_structured_responses.py::test_invalid_variable_response_stopping_without_stop_reason[None]",
+  "tests/test_structured_responses.py::test_invalid_variable_response_stopping_without_stop_reason[]",
+  "tests/test_structured_responses.py::test_invalid_variable_response_with_stop_and_selected[payload0]",
+  "tests/test_structured_responses.py::test_invalid_variable_response_with_stop_and_selected[payload1]",
+  "tests/test_structured_responses.py::test_malformed_candidate_decision_rejected",
+  "tests/test_structured_responses.py::test_unknown_fields_rejected",
+  "tests/test_structured_responses.py::test_valid_missing_confidence",
+  "tests/test_structured_responses.py::test_valid_term_response_selecting_candidates",
+  "tests/test_structured_responses.py::test_valid_term_response_stopping_at_parent",
+  "tests/test_structured_responses.py::test_valid_topic_response_with_multiple_selected_candidates",
+  "tests/test_structured_responses.py::test_valid_topic_response_with_no_selected_candidates_and_reason",
+  "tests/test_structured_responses.py::test_valid_topic_response_with_one_selected_candidate",
+  "tests/test_structured_responses.py::test_valid_variable_response_selecting_candidates",
+  "tests/test_structured_responses.py::test_valid_variable_response_stopping_at_parent",
+  "tests/test_term_routing.py::test_candidate_from_sibling_topic_cannot_be_accepted",
+  "tests/test_term_routing.py::test_confidence_is_preserved_as_uncalibrated_metadata_only",
+  "tests/test_term_routing.py::test_duplicate_term_candidate_id_is_rejected",
+  "tests/test_term_routing.py::test_empty_abstract_remains_valid_and_is_passed_to_term_prompt",
+  "tests/test_term_routing.py::test_empty_or_malformed_term_candidate_id_is_rejected_by_structured_validation",
+  "tests/test_term_routing.py::test_fake_model_receives_article_fields_parent_context_and_direct_term_candidates",
+  "tests/test_term_routing.py::test_full_data_current_vocabulary_has_144_direct_term_candidates",
+  "tests/test_term_routing.py::test_invalid_term_candidate_id_is_rejected",
+  "tests/test_term_routing.py::test_manually_invalid_candidate_to_record_mapping_is_rejected",
+  "tests/test_term_routing.py::test_multiple_terms_selected_under_one_topic",
+  "tests/test_term_routing.py::test_no_fake_fallback_term_is_created",
+  "tests/test_term_routing.py::test_no_variable_routing_is_performed",
+  "tests/test_term_routing.py::test_one_term_selected_under_selected_topic",
+  "tests/test_term_routing.py::test_selected_term_branch_seed_is_populated_from_vocabulary_index",
+  "tests/test_term_routing.py::test_selected_topic_with_no_direct_term_children_is_handled_explicitly",
+  "tests/test_term_routing.py::test_stop_at_topic_with_stop_at_parent_true",
+  "tests/test_term_routing.py::test_term_candidate_construction_does_not_hard_code_term_names_or_uuids",
+  "tests/test_term_routing.py::test_term_candidate_ids_are_unique_within_prompt",
+  "tests/test_term_routing.py::test_term_candidate_ids_map_to_uuid_bearing_term_records",
+  "tests/test_term_routing.py::test_term_candidates_are_built_only_from_selected_topic_direct_children",
+  "tests/test_term_routing.py::test_term_router_never_evaluates_all_terms_globally",
+  "tests/test_term_routing.py::test_term_router_uses_provider_neutral_model_interface",
+  "tests/test_term_routing.py::test_term_selected_from_correct_topic_succeeds",
+  "tests/test_term_routing.py::test_terms_from_sibling_topics_are_not_included",
+  "tests/test_term_routing.py::test_topic_with_no_supported_term_returns_stop_at_topic_result",
+  "tests/test_topic_routing.py::test_candidate_construction_does_not_hard_code_topic_names_or_uuids",
+  "tests/test_topic_routing.py::test_candidate_ids_are_unique_and_stable",
+  "tests/test_topic_routing.py::test_confidence_is_preserved_as_uncalibrated_metadata_only",
+  "tests/test_topic_routing.py::test_duplicate_candidate_id_returned_by_model_is_rejected",
+  "tests/test_topic_routing.py::test_empty_abstract_remains_valid_and_is_passed_to_prompt",
+  "tests/test_topic_routing.py::test_empty_or_malformed_candidate_id_rejected_by_structured_schema",
+  "tests/test_topic_routing.py::test_every_topic_candidate_maps_to_uuid_bearing_topic_record",
+  "tests/test_topic_routing.py::test_fake_model_receives_article_fields_and_topic_candidates",
+  "tests/test_topic_routing.py::test_full_data_current_vocabulary_has_14_topic_candidates",
+  "tests/test_topic_routing.py::test_invalid_candidate_id_returned_by_fake_model_is_rejected",
+  "tests/test_topic_routing.py::test_multiple_topic_selection",
+  "tests/test_topic_routing.py::test_no_fake_fallback_topic_is_created",
+  "tests/test_topic_routing.py::test_no_term_or_variable_routing_is_performed",
+  "tests/test_topic_routing.py::test_no_topic_selection_with_reason",
+  "tests/test_topic_routing.py::test_root_category_is_never_included_as_candidate",
+  "tests/test_topic_routing.py::test_selected_topic_branch_seed_is_populated_from_vocabulary_index",
+  "tests/test_topic_routing.py::test_single_topic_selection",
+  "tests/test_topic_routing.py::test_topic_candidates_are_built_from_vocabulary_index",
+  "tests/test_topic_routing.py::test_topic_router_uses_provider_neutral_model_interface",
+  "tests/test_ui.py::test_classification_table_rows_include_only_demo_relevant_fields",
+  "tests/test_ui.py::test_classification_table_rows_include_wide_text_fields",
+  "tests/test_ui.py::test_classified_result_includes_uuid_and_canonical_path",
+  "tests/test_ui.py::test_compact_summary_includes_status_model_and_review_counts",
+  "tests/test_ui.py::test_create_demo_constructs_gradio_interface",
+  "tests/test_ui.py::test_empty_abstract_is_accepted_by_ui_input_path",
+  "tests/test_ui.py::test_errors_and_warnings_are_displayed",
+  "tests/test_ui.py::test_gradio_app_imports_without_gradio_or_api_keys",
+  "tests/test_ui.py::test_no_classification_result_is_formatted_correctly",
+  "tests/test_ui.py::test_prototype_app_remains_unchanged_during_ui_import",
+  "tests/test_ui.py::test_root_app_defines_zerogpu_probe_with_spaces_decorator",
+  "tests/test_ui.py::test_root_app_imports_when_spaces_is_not_installed",
+  "tests/test_ui.py::test_root_app_imports_without_launching_server",
+  "tests/test_ui.py::test_root_app_is_thin_launcher_without_classification_logic",
+  "tests/test_ui.py::test_root_app_launch_uses_spaces_compatible_settings",
+  "tests/test_ui.py::test_root_app_uses_spaces_default_server_settings",
+  "tests/test_ui.py::test_ui_calls_pipeline_service",
+  "tests/test_ui.py::test_ui_module_does_not_classify_or_call_model_at_import_time",
+  "tests/test_validation.py::test_final_concept_under_expected_topic_and_term_succeeds",
+  "tests/test_validation.py::test_full_data_representative_records_pass_validation",
+  "tests/test_validation.py::test_invalid_parent_child_chain_rejected",
+  "tests/test_validation.py::test_invalid_path_components_rejected",
+  "tests/test_validation.py::test_multiple_terminal_outcomes_validate_independently",
+  "tests/test_validation.py::test_nonexistent_uuid_rejected",
+  "tests/test_validation.py::test_rejected_invalid_candidates_do_not_appear_in_accepted_classifications",
+  "tests/test_validation.py::test_root_category_rejected",
+  "tests/test_validation.py::test_selected_variable_level_3_terminal_outcome_can_become_valid_classification",
+  "tests/test_validation.py::test_stop_at_term_terminal_outcome_can_become_valid_term_classification",
+  "tests/test_validation.py::test_stop_at_variable_level_1_terminal_outcome_can_become_valid_classification",
+  "tests/test_validation.py::test_term_level_final_classification_succeeds_from_term_branch",
+  "tests/test_validation.py::test_topic_level_final_classification_succeeds",
+  "tests/test_validation.py::test_uuid_canonical_path_mismatch_rejected",
+  "tests/test_validation.py::test_uuid_level_mismatch_rejected",
+  "tests/test_validation.py::test_uuid_name_mismatch_rejected",
+  "tests/test_validation.py::test_valid_candidate_accepted_and_populated_from_vocabulary_index",
+  "tests/test_validation.py::test_validation_does_not_require_model_call",
+  "tests/test_validation.py::test_variable_level_1_final_classification_succeeds",
+  "tests/test_validation.py::test_variable_level_2_final_classification_succeeds",
+  "tests/test_validation.py::test_variable_level_3_final_classification_succeeds",
+  "tests/test_validation.py::test_wrong_term_membership_rejected",
+  "tests/test_validation.py::test_wrong_topic_membership_rejected",
+  "tests/test_variable_traversal.py::test_child_branch_ids_are_distinct_and_preserve_parent_context",
+  "tests/test_variable_traversal.py::test_confidence_is_preserved_only_as_uncalibrated_metadata",
+  "tests/test_variable_traversal.py::test_duplicate_variable_candidate_id_is_rejected",
+  "tests/test_variable_traversal.py::test_empty_abstract_remains_valid_and_is_passed_to_variable_prompt",
+  "tests/test_variable_traversal.py::test_empty_or_malformed_variable_candidate_id_rejected_by_structured_validation",
+  "tests/test_variable_traversal.py::test_fake_model_receives_article_parent_context_and_direct_variable_candidates",
+  "tests/test_variable_traversal.py::test_full_data_current_variable_candidate_counts_are_direct_children_only",
+  "tests/test_variable_traversal.py::test_grandchildren_are_not_included_before_child_parent_is_selected",
+  "tests/test_variable_traversal.py::test_manually_invalid_candidate_to_record_mapping_is_rejected",
+  "tests/test_variable_traversal.py::test_multiple_selected_descendants_under_one_branch_continue_independently",
+  "tests/test_variable_traversal.py::test_multiple_selected_variable_level_1_children_create_independent_branches",
+  "tests/test_variable_traversal.py::test_no_forced_leaf_descent",
+  "tests/test_variable_traversal.py::test_no_skipped_hierarchy_levels_or_non_direct_descendant_evaluation",
+  "tests/test_variable_traversal.py::test_parent_with_no_direct_children_is_terminal_outcome",
+  "tests/test_variable_traversal.py::test_select_variable_level_3_and_stop_naturally_at_leaf",
+  "tests/test_variable_traversal.py::test_selected_candidate_from_sibling_parent_is_rejected",
+  "tests/test_variable_traversal.py::test_sibling_branch_continuation_after_one_branch_fails",
+  "tests/test_variable_traversal.py::test_sibling_branch_continuation_after_one_branch_stops",
+  "tests/test_variable_traversal.py::test_sibling_branches_are_not_included",
+  "tests/test_variable_traversal.py::test_stop_at_term_when_no_variable_child_supported",
+  "tests/test_variable_traversal.py::test_stop_at_variable_level_1",
+  "tests/test_variable_traversal.py::test_stop_at_variable_level_2",
+  "tests/test_variable_traversal.py::test_terminal_outcome_includes_provenance_and_required_fields",
+  "tests/test_variable_traversal.py::test_unknown_variable_candidate_id_is_rejected",
+  "tests/test_variable_traversal.py::test_variable_candidate_construction_does_not_hard_code_names_or_uuids",
+  "tests/test_variable_traversal.py::test_variable_candidate_ids_are_unique_within_prompt",
+  "tests/test_variable_traversal.py::test_variable_candidate_ids_map_to_uuid_bearing_variable_records",
+  "tests/test_variable_traversal.py::test_variable_candidates_are_built_only_from_current_parent_direct_children",
+  "tests/test_variable_traversal.py::test_variable_descent_uses_provider_neutral_model_interface",
+  "tests/test_vocabulary.py::test_ancestor_and_descendant_checks",
+  "tests/test_vocabulary.py::test_canonical_path_excludes_root_category",
+  "tests/test_vocabulary.py::test_duplicate_canonical_path_detection",
+  "tests/test_vocabulary.py::test_duplicate_uuid_detection",
+  "tests/test_vocabulary.py::test_every_current_topic_and_term_has_uuid",
+  "tests/test_vocabulary.py::test_full_data_smoke_counts_for_current_vocabulary",
+  "tests/test_vocabulary.py::test_identical_names_in_different_branches_are_allowed_when_paths_differ",
+  "tests/test_vocabulary.py::test_invalid_hierarchy_level_transition",
+  "tests/test_vocabulary.py::test_missing_required_fields[level]",
+  "tests/test_vocabulary.py::test_missing_required_fields[name]",
+  "tests/test_vocabulary.py::test_optional_and_missing_definitions",
+  "tests/test_vocabulary.py::test_parent_and_direct_child_lookup",
+  "tests/test_vocabulary.py::test_recursive_traversal_and_variable_depth_branches",
+  "tests/test_vocabulary.py::test_root_category_is_non_assignable_context",
+  "tests/test_vocabulary.py::test_source_file_immutability",
+  "tests/test_vocabulary.py::test_term_to_variable_lookup",
+  "tests/test_vocabulary.py::test_topic_term_and_variable_records_are_assignable",
+  "tests/test_vocabulary.py::test_topic_to_term_lookup",
+  "tests/test_vocabulary.py::test_unexpected_uuidless_non_root_node",
+  "tests/test_vocabulary.py::test_uuid_preservation_and_record_fields",
+  "tests/test_vocabulary.py::test_valid_hierarchy_level_transitions",
+  "tests/test_vocabulary.py::test_vocabulary_file_hash_stability"
+]

.ruff_cache/.gitignore

@@ -0,0 +1,2 @@
+# Automatically created by ruff.
+*

.ruff_cache/CACHEDIR.TAG

@@ -0,0 +1 @@
+Signature: 8a477f597d28d172789f06886806bc55

.venv/.gitignore

@@ -0,0 +1,2 @@
+# Created by venv; see https://docs.python.org/3/library/venv.html
+*

.venv/bin/Activate.ps1

@@ -0,0 +1,248 @@
+<#
+.Synopsis
+Activate a Python virtual environment for the current PowerShell session.
+
+.Description
+Pushes the python executable for a virtual environment to the front of the
+$Env:PATH environment variable and sets the prompt to signify that you are
+in a Python virtual environment. Makes use of the command line switches as
+well as the `pyvenv.cfg` file values present in the virtual environment.
+
+.Parameter VenvDir
+Path to the directory that contains the virtual environment to activate. The
+default value for this is the parent of the directory that the Activate.ps1
+script is located within.
+
+.Parameter Prompt
+The prompt prefix to display when this virtual environment is activated. By
+default, this prompt is the name of the virtual environment folder (VenvDir)
+surrounded by parentheses and followed by a single space (ie. '(.venv) ').
+
+.Example
+Activate.ps1
+Activates the Python virtual environment that contains the Activate.ps1 script.
+
+.Example
+Activate.ps1 -Verbose
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and shows extra information about the activation as it executes.
+
+.Example
+Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
+Activates the Python virtual environment located in the specified location.
+
+.Example
+Activate.ps1 -Prompt "MyPython"
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and prefixes the current prompt with the specified string (surrounded in
+parentheses) while the virtual environment is active.
+
+.Notes
+On Windows, it may be required to enable this Activate.ps1 script by setting the
+execution policy for the user. You can do this by issuing the following PowerShell
+command:
+
+PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
+
+For more information on Execution Policies: 
+https://go.microsoft.com/fwlink/?LinkID=135170
+
+#>
+Param(
+    [Parameter(Mandatory = $false)]
+    [String]
+    $VenvDir,
+    [Parameter(Mandatory = $false)]
+    [String]
+    $Prompt
+)
+
+<# Function declarations --------------------------------------------------- #>
+
+<#
+.Synopsis
+Remove all shell session elements added by the Activate script, including the
+addition of the virtual environment's Python executable from the beginning of
+the PATH variable.
+
+.Parameter NonDestructive
+If present, do not remove this function from the global namespace for the
+session.
+
+#>
+function global:deactivate ([switch]$NonDestructive) {
+    # Revert to original values
+
+    # The prior prompt:
+    if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
+        Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
+        Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
+    }
+
+    # The prior PYTHONHOME:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
+        Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
+    }
+
+    # The prior PATH:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
+        Remove-Item -Path Env:_OLD_VIRTUAL_PATH
+    }
+
+    # Just remove the VIRTUAL_ENV altogether:
+    if (Test-Path -Path Env:VIRTUAL_ENV) {
+        Remove-Item -Path env:VIRTUAL_ENV
+    }
+
+    # Just remove VIRTUAL_ENV_PROMPT altogether.
+    if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
+        Remove-Item -Path env:VIRTUAL_ENV_PROMPT
+    }
+
+    # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
+    if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
+        Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
+    }
+
+    # Leave deactivate function in the global namespace if requested:
+    if (-not $NonDestructive) {
+        Remove-Item -Path function:deactivate
+    }
+}
+
+<#
+.Description
+Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
+given folder, and returns them in a map.
+
+For each line in the pyvenv.cfg file, if that line can be parsed into exactly
+two strings separated by `=` (with any amount of whitespace surrounding the =)
+then it is considered a `key = value` line. The left hand string is the key,
+the right hand is the value.
+
+If the value starts with a `'` or a `"` then the first and last character is
+stripped from the value before being captured.
+
+.Parameter ConfigDir
+Path to the directory that contains the `pyvenv.cfg` file.
+#>
+function Get-PyVenvConfig(
+    [String]
+    $ConfigDir
+) {
+    Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
+
+    # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
+    $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
+
+    # An empty map will be returned if no config file is found.
+    $pyvenvConfig = @{ }
+
+    if ($pyvenvConfigPath) {
+
+        Write-Verbose "File exists, parse `key = value` lines"
+        $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
+
+        $pyvenvConfigContent | ForEach-Object {
+            $keyval = $PSItem -split "\s*=\s*", 2
+            if ($keyval[0] -and $keyval[1]) {
+                $val = $keyval[1]
+
+                # Remove extraneous quotations around a string value.
+                if ("'""".Contains($val.Substring(0, 1))) {
+                    $val = $val.Substring(1, $val.Length - 2)
+                }
+
+                $pyvenvConfig[$keyval[0]] = $val
+                Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
+            }
+        }
+    }
+    return $pyvenvConfig
+}
+
+
+<# Begin Activate script --------------------------------------------------- #>
+
+# Determine the containing directory of this script
+$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
+$VenvExecDir = Get-Item -Path $VenvExecPath
+
+Write-Verbose "Activation script is located in path: '$VenvExecPath'"
+Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
+Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
+
+# Set values required in priority: CmdLine, ConfigFile, Default
+# First, get the location of the virtual environment, it might not be
+# VenvExecDir if specified on the command line.
+if ($VenvDir) {
+    Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
+}
+else {
+    Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
+    $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
+    Write-Verbose "VenvDir=$VenvDir"
+}
+
+# Next, read the `pyvenv.cfg` file to determine any required value such
+# as `prompt`.
+$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
+
+# Next, set the prompt from the command line, or the config file, or
+# just use the name of the virtual environment folder.
+if ($Prompt) {
+    Write-Verbose "Prompt specified as argument, using '$Prompt'"
+}
+else {
+    Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
+    if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
+        Write-Verbose "  Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
+        $Prompt = $pyvenvCfg['prompt'];
+    }
+    else {
+        Write-Verbose "  Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
+        Write-Verbose "  Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
+        $Prompt = Split-Path -Path $venvDir -Leaf
+    }
+}
+
+Write-Verbose "Prompt = '$Prompt'"
+Write-Verbose "VenvDir='$VenvDir'"
+
+# Deactivate any currently active virtual environment, but leave the
+# deactivate function in place.
+deactivate -nondestructive
+
+# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
+# that there is an activated venv.
+$env:VIRTUAL_ENV = $VenvDir
+
+$env:VIRTUAL_ENV_PROMPT = $Prompt
+
+if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
+
+    Write-Verbose "Setting prompt to '$Prompt'"
+
+    # Set the prompt to include the env name
+    # Make sure _OLD_VIRTUAL_PROMPT is global
+    function global:_OLD_VIRTUAL_PROMPT { "" }
+    Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
+    New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
+
+    function global:prompt {
+        Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
+        _OLD_VIRTUAL_PROMPT
+    }
+}
+
+# Clear PYTHONHOME
+if (Test-Path -Path Env:PYTHONHOME) {
+    Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
+    Remove-Item -Path Env:PYTHONHOME
+}
+
+# Add the venv to the PATH
+Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
+$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"

.venv/bin/activate

@@ -0,0 +1,76 @@
+# This file must be used with "source bin/activate" *from bash*
+# You cannot run it directly
+
+deactivate () {
+    # reset old environment variables
+    if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
+        PATH="${_OLD_VIRTUAL_PATH:-}"
+        export PATH
+        unset _OLD_VIRTUAL_PATH
+    fi
+    if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
+        PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
+        export PYTHONHOME
+        unset _OLD_VIRTUAL_PYTHONHOME
+    fi
+
+    # Call hash to forget past locations. Without forgetting
+    # past locations the $PATH changes we made may not be respected.
+    # See "man bash" for more details. hash is usually a builtin of your shell
+    hash -r 2> /dev/null
+
+    if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
+        PS1="${_OLD_VIRTUAL_PS1:-}"
+        export PS1
+        unset _OLD_VIRTUAL_PS1
+    fi
+
+    unset VIRTUAL_ENV
+    unset VIRTUAL_ENV_PROMPT
+    if [ ! "${1:-}" = "nondestructive" ] ; then
+    # Self destruct!
+        unset -f deactivate
+    fi
+}
+
+# unset irrelevant variables
+deactivate nondestructive
+
+# on Windows, a path can contain colons and backslashes and has to be converted:
+case "$(uname)" in
+    CYGWIN*|MSYS*|MINGW*)
+        # transform D:\path\to\venv to /d/path/to/venv on MSYS and MINGW
+        # and to /cygdrive/d/path/to/venv on Cygwin
+        VIRTUAL_ENV=$(cygpath /home/igerasim/GCMD_Classifier/.venv)
+        export VIRTUAL_ENV
+        ;;
+    *)
+        # use the path as-is
+        export VIRTUAL_ENV=/home/igerasim/GCMD_Classifier/.venv
+        ;;
+esac
+
+_OLD_VIRTUAL_PATH="$PATH"
+PATH="$VIRTUAL_ENV/"bin":$PATH"
+export PATH
+
+VIRTUAL_ENV_PROMPT=.venv
+export VIRTUAL_ENV_PROMPT
+
+# unset PYTHONHOME if set
+# this will fail if PYTHONHOME is set to the empty string (which is bad anyway)
+# could use `if (set -u; : $PYTHONHOME) ;` in bash
+if [ -n "${PYTHONHOME:-}" ] ; then
+    _OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}"
+    unset PYTHONHOME
+fi
+
+if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then
+    _OLD_VIRTUAL_PS1="${PS1:-}"
+    PS1="(".venv") ${PS1:-}"
+    export PS1
+fi
+
+# Call hash to forget past commands. Without forgetting
+# past commands the $PATH changes we made may not be respected
+hash -r 2> /dev/null

.venv/bin/activate.csh

@@ -0,0 +1,27 @@
+# This file must be used with "source bin/activate.csh" *from csh*.
+# You cannot run it directly.
+
+# Created by Davide Di Blasi <davidedb@gmail.com>.
+# Ported to Python 3.3 venv by Andrew Svetlov <andrew.svetlov@gmail.com>
+
+alias deactivate 'test $?_OLD_VIRTUAL_PATH != 0 && setenv PATH "$_OLD_VIRTUAL_PATH" && unset _OLD_VIRTUAL_PATH; rehash; test $?_OLD_VIRTUAL_PROMPT != 0 && set prompt="$_OLD_VIRTUAL_PROMPT" && unset _OLD_VIRTUAL_PROMPT; unsetenv VIRTUAL_ENV; unsetenv VIRTUAL_ENV_PROMPT; test "\!:*" != "nondestructive" && unalias deactivate'
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+setenv VIRTUAL_ENV /home/igerasim/GCMD_Classifier/.venv
+
+set _OLD_VIRTUAL_PATH="$PATH"
+setenv PATH "$VIRTUAL_ENV/"bin":$PATH"
+setenv VIRTUAL_ENV_PROMPT .venv
+
+
+set _OLD_VIRTUAL_PROMPT="$prompt"
+
+if (! "$?VIRTUAL_ENV_DISABLE_PROMPT") then
+    set prompt = "(".venv") $prompt:q"
+endif
+
+alias pydoc python -m pydoc
+
+rehash

.venv/bin/activate.fish

@@ -0,0 +1,69 @@
+# This file must be used with "source <venv>/bin/activate.fish" *from fish*
+# (https://fishshell.com/). You cannot run it directly.
+
+function deactivate  -d "Exit virtual environment and return to normal shell environment"
+    # reset old environment variables
+    if test -n "$_OLD_VIRTUAL_PATH"
+        set -gx PATH $_OLD_VIRTUAL_PATH
+        set -e _OLD_VIRTUAL_PATH
+    end
+    if test -n "$_OLD_VIRTUAL_PYTHONHOME"
+        set -gx PYTHONHOME $_OLD_VIRTUAL_PYTHONHOME
+        set -e _OLD_VIRTUAL_PYTHONHOME
+    end
+
+    if test -n "$_OLD_FISH_PROMPT_OVERRIDE"
+        set -e _OLD_FISH_PROMPT_OVERRIDE
+        # prevents error when using nested fish instances (Issue #93858)
+        if functions -q _old_fish_prompt
+            functions -e fish_prompt
+            functions -c _old_fish_prompt fish_prompt
+            functions -e _old_fish_prompt
+        end
+    end
+
+    set -e VIRTUAL_ENV
+    set -e VIRTUAL_ENV_PROMPT
+    if test "$argv[1]" != "nondestructive"
+        # Self-destruct!
+        functions -e deactivate
+    end
+end
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+set -gx VIRTUAL_ENV /home/igerasim/GCMD_Classifier/.venv
+
+set -gx _OLD_VIRTUAL_PATH $PATH
+set -gx PATH "$VIRTUAL_ENV/"bin $PATH
+set -gx VIRTUAL_ENV_PROMPT .venv
+
+# Unset PYTHONHOME if set.
+if set -q PYTHONHOME
+    set -gx _OLD_VIRTUAL_PYTHONHOME $PYTHONHOME
+    set -e PYTHONHOME
+end
+
+if test -z "$VIRTUAL_ENV_DISABLE_PROMPT"
+    # fish uses a function instead of an env var to generate the prompt.
+
+    # Save the current fish_prompt function as the function _old_fish_prompt.
+    functions -c fish_prompt _old_fish_prompt
+
+    # With the original prompt function renamed, we can override with our own.
+    function fish_prompt
+        # Save the return status of the last command.
+        set -l old_status $status
+
+        # Output the venv prompt; color taken from the blue of the Python logo.
+        printf "%s(%s)%s " (set_color 4B8BBE) .venv (set_color normal)
+
+        # Restore the return status of the previous command.
+        echo "exit $old_status" | .
+        # Output the original/"old" prompt.
+        _old_fish_prompt
+    end
+
+    set -gx _OLD_FISH_PROMPT_OVERRIDE "$VIRTUAL_ENV"
+end

.venv/bin/distro

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from distro.distro import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/f2py

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from numpy.f2py.f2py2e import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/fastapi

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from fastapi.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/gradio

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from gradio.cli import cli
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(cli())

.venv/bin/hf

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from huggingface_hub.cli.hf import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/httpx

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from httpx import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/huggingface-cli

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from huggingface_hub.cli.deprecated_cli import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/idna

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from idna.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/jsonschema

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from jsonschema.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/markdown-it

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from markdown_it.cli.parse import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/numpy-config

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from numpy._configtool import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/openai

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from openai.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/pip

@@ -0,0 +1,7 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    if sys.argv[0].endswith('.exe'):
+        sys.argv[0] = sys.argv[0][:-4]
+    sys.exit(main())

.venv/bin/pip3

@@ -0,0 +1,7 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    if sys.argv[0].endswith('.exe'):
+        sys.argv[0] = sys.argv[0][:-4]
+    sys.exit(main())

.venv/bin/pip3.13

@@ -0,0 +1,7 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    if sys.argv[0].endswith('.exe'):
+        sys.argv[0] = sys.argv[0][:-4]
+    sys.exit(main())

.venv/bin/py.test

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from pytest import console_main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(console_main())

.venv/bin/pygmentize

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from pygments.cmdline import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/pytest

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from pytest import console_main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(console_main())

.venv/bin/python

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be5bf5719c6fda4e041336380ddb3208f440e8507557d92c98b9e23c332102d3
+size 32959480

.venv/bin/python3

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be5bf5719c6fda4e041336380ddb3208f440e8507557d92c98b9e23c332102d3
+size 32959480

.venv/bin/python3.13

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be5bf5719c6fda4e041336380ddb3208f440e8507557d92c98b9e23c332102d3
+size 32959480

.venv/bin/ruff

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68971e86ff2a4bd44f45dc2dd28e590e785fea12dc966410ae269173ce6d64db
+size 27942368

.venv/bin/tiny-agents

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from huggingface_hub.inference._mcp.cli import app
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(app())

.venv/bin/tqdm

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from tqdm.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/typer

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from typer.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/upload_theme

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from gradio.themes.upload_theme import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())

.venv/bin/uvicorn

@@ -0,0 +1,6 @@
+#!/home/igerasim/GCMD_Classifier/.venv/bin/python
+import sys
+from uvicorn.main import main
+if __name__ == '__main__':
+    sys.argv[0] = sys.argv[0].removesuffix('.exe')
+    sys.exit(main())