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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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### Context / Scenario I process 500 page pdf, and somwere in the middle of process I reach TooManyRequset for Azure OpenAI. and import is failed. But I need a...

enhancement

### Context / Scenario I need retry logic for embedding requests, becse for 500 pages pdf I deffenelty will reach TooManyRequest issue, for Azure ADA2 model. ### Question in SK...

question

### Context / Scenario For some reason I have not been able to determine, the KernelMemory builder creates its own service provider in various places, i.e. [here](https://github.com/microsoft/kernel-memory/blob/018ffc0e4fed325f6ff545af19e5bbfc1dd2a392/service/Core/KernelMemoryBuilder.cs#L244) and [here](https://github.com/microsoft/kernel-memory/blob/018ffc0e4fed325f6ff545af19e5bbfc1dd2a392/service/Core/KernelMemoryBuilder.cs#L190). However,...

bug
triage

### Context / Scenario I've deployed Kernel Memory as a service to an Azure App Service. I'm ingesting a large amount of data. These operations are continuously being retried by...

enhancement

When I try to search information I get the response that is completely not related to provided facts or it get information that it couldn't find the information. When I'm...

### Context / Scenario Common use case of using AI is to provide answer based on given existing knowledge base (it might be some company wiki, git repository, system database)...

enhancement

Right now these are synchronous, but if you're using an online service to implement these (i.e. LLama.cpp server) then these need to be able to return async responses. Having it...

feature request

Could you provide sample how to use Semantic Kernel plugin to answer question in a way that also provide reference to reference document? Something similar what is availably already while...

In my case, using `dotnet run ...` with `appsettings.json` isn't an option in using Kernel Memory as a standalone service, so to hopefully save everyone some typing of environment variables,...

documentation

Hi I am getting following error when trying to run [example 003-dotnet-Serverless](https://github.com/microsoft/kernel-memory/tree/main/examples/003-dotnet-Serverless) ![image](https://github.com/microsoft/kernel-memory/assets/25024356/487eed16-d0b0-461c-aa2a-063e11d49647) This error only occurs when I use TextCompletition (Deployment: GPTInstruct) in the AzureOpenAIConfig, if I use ChatCompletition...