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RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns.

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## Motivation and Context (Why the change? What's the scenario?) See https://github.com/microsoft/kernel-memory/issues/334. This PR replaces https://github.com/microsoft/kernel-memory/pull/444 so that it excludes unnecessary changes.

waiting for author

### Context / Scenario Hello, good morning/afternoon/evening and Happy Monday! Initially, I must say that I am very impressed with this solution and keen to implement it as an internal...

question

## Motivation and Context (Why the change? What's the scenario?) See https://github.com/microsoft/kernel-memory/pull/441. This PR adds batching upsert support to Qdrant Memory ## High level description (Approach, Design) Now the [QdrantMemory.cs](https://github.com/microsoft/kernel-memory/blob/main/extensions/Qdrant/Qdrant/QdrantMemory.cs)...

## Motivation and Context (Why the change? What's the scenario?) Draft PR for issue https://github.com/microsoft/kernel-memory/issues/100 . This draft pr was very briefly discussed in discord. The changes still need work....

work in progress

## Motivation and Context (Why the change? What's the scenario?) See https://github.com/microsoft/kernel-memory/issues/432.

waiting for author

### Context / Scenario This post is to dive deeper into this PR for the related topic: https://github.com/microsoft/kernel-memory/pull/389 ### The problem The problem is simple: we want to avoid calling...

enhancement

### Context / Scenario In trying to setup a custom LLM and also use the Elasticsearch integration, it's constantly complaining about the dimension size being different than the index mapping...

question

### Context / Scenario I changed the prompt to make sure the llm includes the source per paragraph of the answer. So I can more closly align the response with...

question

### Context / Scenario I tried to run km from docker ### What happened? docker run -e OPENAI_API_KEY="xxxx" -p 9001:9001 -it --rm kernelmemory/service got error: exec /usr/bin/dotnet: exec format error...

bug
triage

### Context / Scenario I want to use a custom EmbeddingGenerator that depends on some services that are registered in Dependency INjection. ### The problem When I use WithCustomEmbeddingGenerator to...

enhancement