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An Application Framework for AI Engineering

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**Expected Behavior** I want to be able to provide Spring AI with one or more functions that could be used to provide additional information or functionality. (See https://platform.openai.com/docs/guides/gpt/function-calling). Moreover, when...

I just noticed when writing the README for the Neo4j store that the sentence in the PgVector store is a little bit vague. Yes, it's true that the document will...

Github Markdown is a popular format that provides ready structural hints as to document content, e.g paragraph, table, etc and many document formats can be converted to markdown, for example...

This would be akin to [llamindex chatengine](https://docs.llamaindex.ai/en/latest/module_guides/deploying/chat_engines/root.html) as well as what was done in [canopy](https://github.com/pinecone-io/canopy/blob/main/src/canopy_server/app.py) from pinecone. This is the alternative to following the design in langchain which adds on...

The spring-ai-test is meant to help evaluating generative responses using the the LLM itself. But is it stands at the moment it is not obvious how to make use of...

documentation
testing
Evaluation

**Expected Behavior** Lanchain's Parent Document Retriever feature is expected in Spring AI **Current Behavior** Files are chunked and cretead embeddings for them. We would like to have child chunks for...

RAG
Evaluation

See https://www.mongodb.com/products/platform/atlas-vector-search.

enhancement
vectors store

- Refactor the EmbeddingResponse and Embedding from “class” into “record” types. Fix the affected code get calls. - Refactor the TransformersEmbeddingClient to avoid telescopic public methods call anti-patter. - Add...

**Bug description** When using the `ChatClient` implementation for Ollama, any `Message` included in the `Prompt` with a `SYSTEM` message type is explicitly excluded when building the `ChatRequest` for calling Ollama....

Hi, can you provide a proxy support during external spring-ai api calls? e.g. to openai or azure or huggingface.. Thanks, regards