* AI with Aspire *

 

Aspire with AI


Today I came back across the best AI refactoring video out there done by Steve Sanderson:

https://www.youtube.com/watch?v=yMGTUQhjtlM&ab_channel=dotnet


Code at: https://github.com/dotnet/eShopSupport


UX AI features: chat bots, semantic searches, summarization, type ahead, auto-categorization, etc.

What saves the customer time? Metrics?


Master Detail screen:

    semantic searches on search bar = replace former search

    summarization of titles column = arrive at title on database save

    satisfaction column = sentiment score column

    classification column = type column (question, complaint, return)


Child entry screen:

    classification dropdown on case type textbox

    semantic searches on product textbox

    conversation in large multi-line textbox

    summarization of conversation  in small multi-line textbox

   chatbot assistant to search product manuals (RAG) with citations in large multi-line textbox

   type ahead in the chatbot 


Staff and Customer Apps are different

Maybe add translation of dialog contents to staff, then translate response back.


Need to use Ollama for local testing at minimum:

https://ollama.com/


Microsoft.Extensions.AI.Abstractions assembly dll

Microsoft.Extensions.AI library

    IChatClient interface

    ChatClientBuilder Class

    UseOpenTelemetry(ChatClientBuilder, ILoggerFactory, String, Action<OpenTelemetryChatClient>) extension method

    IImageGenerator interface

    IEmbeddingGenerator interface 

Semantic search is an information retrieval technique that understands the context, intent, and meaning behind a user's query, rather than just matching keywords.

Implementing semantic search in C# typically involves three core steps: 1) converting text into numerical embeddings using an AI model, 2) storing these in a vector database (such as Elasticsearch or Azure AI Search), and 3) performing a similarity search.

Elasticsearch Client for Semantic Searches:

https://www.elastic.co/elasticsearch/vector-database


 


Jovanovic's 

https://www.youtube.com/watch?v=4B3ppx2U8bE


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