* docs: fix outdated API references and examples across documentation
Update documentation to reflect current API patterns and fix outdated code examples: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
* embeddings/vertexai,memory: remove deprecated PaLM test and add recordings
Remove deprecated VertexAI PaLM embeddings test (PaLM API deprecated August 2024).
Add missing test recordings for memory/token buffer tests.
* vectorstores/redisvector: regenerate test recordings and compress
Regenerate test recordings for Docker container compatibility.
Compress large recordings (>50KB) with gzip for space efficiency.
* vectorstores/chroma: regenerate test recordings and compress
Regenerate test recordings for Docker container compatibility.
Compress large recordings (>50KB) with gzip for space efficiency.
* vectorstores/milvus: add deprecation notice and compress recordings
Add deprecation notice for Milvus vectorstore.
Compress test recordings with gzip for space efficiency.
* vectorstores/opensearch: regenerate test recordings and compress
Regenerate test recordings for Docker container compatibility.
Fix test to properly set up service_role for local tests.
Compress large recordings with gzip for space efficiency.
* vectorstores/weaviate: regenerate test recordings and compress
Regenerate test recordings for Docker container compatibility.
Compress large recordings (>50KB) with gzip for space efficiency.
* vectorstores/{pgvector,alloydb,cloudsql}: regenerate and compress recordings
Regenerate test recordings for Docker container compatibility.
Compress large recordings (>50KB) with gzip for space efficiency.
Covers pgvector, AlloyDB, and CloudSQL PostgreSQL vectorstores.
* tools/wikipedia: regenerate test recordings
Update test recordings with current Wikipedia API responses.
* all: add broad httprr coverage, update dependencies, organize go.mod file, bump to 1.23
update go version to 1.23
add lots of test coverage via httprr recordings
update dependencies and organize go.mod
add testutil/testctr which helps work around a testcontainers-go+colima bug
expand the huggingface implementation and tests
expand capabilities of the ollama package
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