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llms.md: - Only Groq/OpenAI/LiteLLM/HuggingFaceLLM are exported — remove non-exported Anthropic/Ollama/Gemini/DeepSeek/Novita as direct imports - Rename HuggingFace -> HuggingFaceLLM (correct class name) - Remove non-existent create_provider() — replace with LiteLLM provider/model pattern - Add LiteLLM 100+ providers section with provider/model string examples - Add Exported Classes table (class -> provider -> API key) - Update Provider Comparison table to show correct import per provider ontology.md: - Remove non-existent OntologyManager — replace with OntologyEngine facade - Remove non-existent start_explorer() — replace with CLI: semantica-explorer - SHACLValidator -> OntologyValidator (correct exported name) - OWLExporter -> OWLGenerator (correct exported name) - Add Exported Classes block with all 15+ exported symbols - Add LLMOntologyGenerator section, NamespaceManager section - Add OntologyEvaluator section with coverage/completeness metrics - Add ingest_ontology() section - Add versioning moved-to note (change_management module) kg.md: - TemporalKnowledgeGraph does not exist — replace with TemporalGraphQuery - DistanceCalculator does not exist — replace with SimilarityCalculator - Add Exported Classes block with all 20+ exported symbols - Fix temporal example to use TemporalGraphQuery + TemporalVersionManager correctly - Add SimilarityCalculator section with NodeEmbedder integration example provenance.md: - ActivityTracker not exported — remove; ProvenanceManager handles tracking - Fix track_entity() signature: add source_location, source_quote params - Fix GraphBuilderWithProvenance import: from semantica.kg, not semantica.provenance - Add Exported Classes block with storage backends and checksum utilities - Add SourceReference section with DOI/page/quote fields - Add tamper-evident checksum section (compute_checksum/verify_checksum) - Add Enable Provenance in Extractors section - Fix duplicate heading (W3C PROV-O Export appeared twice) reasoning.md: - Add Exported Classes block with all engines + data types + explanation types - Add Quick Start section - Add Choosing an Engine comparison table - Add InferenceResult/Explanation/ReasoningStep type annotations in examples - Add Tip: use DatalogReasoner for recursive rules semantic_extract.md: - Add Exported Classes block with NamedEntityRecognizer, EventDetector, Entity, Relation, Event, CoreferenceChain, EntityClassifier, TemporalEventProcessor - Add Quick Start section (one-liner extraction pipeline) - Rename EventExtractor -> EventDetector (correct exported name) - Clarify NERExtractor vs NamedEntityRecognizer distinction - Add return type annotations to EventDetector example core.md: - Add Exported Classes block - Add When to Use Core vs. Individual Modules decision table - Add Tip: LifecycleManager only for long-running apps - Fix MethodRegistry example to import build_knowledge_base correctly parse.md: - Add Exported Classes block with all format-specific parsers + data types - Add DoclingParser optional import note utils.md: - Add Exported Classes block with logging/validation/progress/helpers/exceptions deduplication.md: - Add Exported Classes block with PropertyMergeRule, MergeStrategyManager, method_registry, and all convenience functions export.md: - Add Exported Classes block with all exporters, NamespaceManager, SemanticNetworkYAMLExporter, and all convenience functions