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- llms.md: replace non-exported Anthropic/Ollama imports with LiteLLM provider-prefix pattern; replace ReasoningEngine with Reasoner; replace create_provider with LiteLLM in YAML config example and tip - concepts.md: replace ReasoningEngine with Reasoner/ReteEngine/GraphReasoner; fix DatalogReasoner.reason() to evaluate()/query(); replace TemporalKnowledgeGraph with TemporalGraphQuery; replace DistanceCalculator with SimilarityCalculator; replace EntityDeduplicator with DuplicateDetector/EntityMerger - kg.md: replace non-exported build_knowledge_graph with method_registry.execute() - semantic_extract.md: replace Anthropic import with LiteLLM - index.md: replace Anthropic/Ollama imports with LiteLLM - modules.md: fix TemporalKnowledgeGraph, DistanceCalculator, OntologyManager, ReasoningEngine, DatalogEngine, start_explorer, create_provider across code examples and module index table - triplet_store.md: replace non-exported NamespacePrefixManager with semantica.ontology.NamespaceManager