5 posts
Implement IEmbeddingGenerator locally in .NET. Plug Kjarni into Microsoft.Extensions.AI and Semantic Kernel with one NuGet package that has zero dependencies. Runs on CPU, in your process, offline.
Read moreImprove search relevance in .NET with cross-encoder reranking. Rescore your existing search results from Elasticsearch, SQL LIKE, or vector search, locally in C# and in your own process.
Read moreBuild a retrieval-augmented generation pipeline in C#: index documents, search them, rerank the hits, and answer with a local LLM. One NuGet package, start to finish, with every stage running on your own machine.
Read moreThree config files disagree about how long a MiniLM input can be. sentence-transformers uses 256 tokens, everything past that is dropped silently, and extending the window is not the fix.
Read moreIndex a directory, then search it by keyword, by meaning, or both, from Python. One pip install with no dependencies, running on your own machine, with a worked example of where hybrid search goes wrong and what fixes it.
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