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Adds the RAG pipeline skill covering the 6-stage retrieval-augmented generation pattern: ingest, embed, store, retrieve, assemble, generate. Composes meai-chat, meai-embeddings, vector-data-search, and data-ingestion. Fixes dotnet#233 Part of dotnet#225 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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.NET 10 is the current LTS (released Nov 2025). .NET 8 reaches end-of-support Nov 2026. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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@luisquintanilla - we want skills to be atomic to the extent possible ( see contributing.md ). Tagging @artl93 @joperezr and @jeffhandley to review and decide the course of action. |
Member
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@ManishJayaswal - can you define what makes this not atomic? It's basically a RAG project template with validation. |
artl93
approved these changes
Mar 11, 2026
| dotnet add package Microsoft.Extensions.VectorData.Abstractions | ||
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| # Dev / prototyping | ||
| dotnet add package Microsoft.Extensions.VectorData.InMemory |
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Is this something that should be parameterized?
| var systemPrompt = $""" | ||
| Answer the user's question based ONLY on the provided context. | ||
| If the context doesn't contain the answer, say "I don't have information about that." | ||
| Always cite your sources. |
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Consider whether this is strong enough as a system prompt - should it be more guarded against prompt injection?
This was referenced Apr 13, 2026
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Fixes #233
Part of #225
Dependencies
Summary
Adds the
rag-pipelineskill covering end-to-end retrieval-augmented generation. This is a composition skill that orchestrates the foundation skills (chat, embeddings, vector search, ingestion) into a 6-stage pattern: Ingest Embed Store Retrieve Assemble Generate.Changes
plugins/dotnet-ai/skills/rag-pipeline/SKILL.mdtests/dotnet-ai/rag-pipeline/eval.yamlKey Packages
Microsoft.Extensions.AI(chat + embeddings)Microsoft.Extensions.VectorData(vector search)Microsoft.Extensions.DataIngestion(document ingestion)Validation