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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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The existing Citation.Link refers to the entire logical document. We also would like to lookup the specific citation partition text, not just the entire document. Could the Citiation.Partition also expose...

enhancement

Currently pipeline is polling queue (Azure storage queue) every second as hard coded. This is not optimal when e.g. using Consumption Container apps & Docker since it keeps always replicas...

question

Moved from [semantic-kernel](https://github.com/microsoft/semantic-kernel/issues/2484) For document QA, when using Memory and filtering solely by relevance_score, you end up with results that are mostly from similar sections of the same document. However,...

enhancement
triage

There really needs to be some way to wait for a document to be ready, to replace the recommended "_check if it's ready, and if not wait 2s and check...

question

Hi, It should be possible to list all documents that are loaded into memory: var memory = new MemoryClientBuilder() .WithOpenAIDefaults("ssdsd1234") .Build(); foreach (var doc in memory .GetLoadedDocuments()) { Console.WriteLine($" *...

feature request

The client currently cannot configure parameters (TopP, temperature...) for the completion model used in the summarization handler and the Ask API: https://github.com/microsoft/semantic-memory/blob/main/dotnet/CoreLib/Search/SearchClient.cs#L312 Would be useful to be able to configure...

Hey Guys! Below, you will find an attached file that facilitates the overriding of the extraction method during the customization of a new pipeline. Initially developed for personal use, I...

enhancement

Claudio Mirti reached out from azure data-bricks team to suggest we consider integration as they are also very much focused on AI scenarios: [Data Bricks](https://www.databricks.com/resources/webinar/azure-databricks-free-training-series?scid=7018Y000001Fi0NQAS&utm_medium=paid+search&utm_source=bing&utm_campaign=440203293&utm_adgroup=1316116927706755&utm_content=od+webinar&utm_offer=azure-databricks-free-training-series&utm_ad=&utm_term=azure%20databricks&msclkid=b63b4e1230591fb525b22b112b66e432) This might start with a...

sample
feature request