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API fixes: - retrieve(): top_k= -> max_results= (correct parameter name) - remove non-existent add_decision_simple() -> use record_decision() on ContextGraph - remove non-existent analyze_decision_influence() -> get_causal_chain() + trace_decision_explainability() - find_precedents() returns List[Decision] not Precedent; removed .similarity attribute usage - ContextRetriever.retrieve(): top_k -> max_results, add use_graph_expansion / min_relevance_score params - AgentMemory.retrieve(): top_k -> max_results New constructor params documented: - retention_days, max_memories, max_expansion_hops, hybrid_alpha New methods documented: - batch_store(), forget(), update(), get_memory(), stats(), health() - save() / load(), export() / import_data() - conversation(), get_causal_chain(), query_decisions() - trace_decision_explainability(), get_policy_engine() - checkpoint(), diff_checkpoints(), flush_checkpoint() - ContextGraph: add_nodes/add_edges (bulk), find_node, find_nodes, find_active_nodes - ContextGraph: find_edges, query, stats, density, clear, build_from_conversations - ContextGraph: link_graph, navigate_to, cross_graph_path, resolve_links New sections: - Cross-Graph Navigation with full example - Checkpoint Methods with example - Conversation Methods with example - Persist and Restore real-world tab - Policy dataclass in Data Structures accordion - Decision.valid_from / valid_until temporal fields documented - CausalChainAnalyzer and ContextRetriever added to What You Get cards - New Tips: max_results param name, checkpoint auditing