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* docs: fix outdated API references and examples across documentation Update documentation to reflect current API patterns and fix outdated code examples: - Update Error struct definition with Provider and Details fields in architecture docs - Fix code examples to use CallOptions (WithTemperature, WithMaxTokens) instead of constructor options - Update chain execution pattern from chain.Run() to chains.Run() - Add context parameter to memory interface methods - Update Vertex AI examples to use new googleai/vertex package structure - Change from vertexai.New() to vertex.New() with updated option names - Fix import paths for Google AI and Vertex AI integration - Update minimum Go version requirement from 1.21 to 1.23 These changes ensure documentation examples work with the current codebase and provide accurate guidance for developers. * docs: expand integration documentation and fix remaining API references - Add comprehensive examples to chat and embeddings integration pages - Fix missing context imports in LLM provider configuration - Update Vertex AI examples to use correct vertex.New() syntax - Fix broken link in CloudSQL vectorstore README - Transform placeholder pages into useful developer resources * docs: fix relative link in embeddings integrations page