~/talk

Building next-level conversational AI apps with .NET and Aspire

Talkat NDC Melbourne 2025 · 2025-04-29..05-01· [ai-assisted-development, dotnet]
slides:none on file

Creates a .NET chat app from a template that wires Microsoft.Extensions.AI to a Quadrant vector DB via Aspire, ingests PDFs and GitHub markdown into ~340 vector points, computes embeddings and cosine similarity for RAG, and exposes C# functions as callable tools (weather lookup chained latitude→temperature). Runs local and cloud providers (GitHub models, Olama, Azure OpenAI), spins up and consumes an MCP server (custom build-status tool), returns secret number 1234 and correctly reports the latest ASP.NET Core build failed.

AI-written summary · about

  1. 0:00Introduction to AI in .NET
  2. 4:46Building a basic AI app
  3. 11:08Using the .NET AI abstractions
  4. 14:06Retrieval Augmented Generation
  5. 17:30Advanced tool calling
  6. 20:11Custom data ingestion
  7. 22:12GitHub data ingestion demo
  8. 27:14Understanding embeddings
  9. 31:25Aspire orchestration and telemetry
  10. 36:46Model Context Protocol
  11. 43:22Building a custom MCP server
  12. 49:37Prompt engineering tools
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