Golden Evaluation Sets for RAG: Synthetic Data, Human Calibration, and Drift
Build a trustworthy RAG golden dataset in .NET with versioned evidence, synthetic-case review, human sentinel calibration, and drift-driven refreshes.
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Pipeline vs Chain of Responsibility vs ASP.NET Core Middleware
Compare Pipeline, Chain of Responsibility, and ASP.NET Core middleware by transformation, handler selection, continuation, ordering, and short-circuiting.
Ardalis.Specification With EF Core: Current Guide
Ardalis.Specification tutorial for version 9.3.1 with EF Core, covering DbContext and repository use, current APIs, limitations, and compatibility caveats.
RAG Evaluation Metrics in .NET: Measure Retrieval and Grounding
Learn RAG evaluation metrics in .NET with Precision@K, Recall@K, MRR, nDCG, groundedness, and answer relevance for clearer, repeatable offline RAG diagnostics.
How To Unit Test a C# Processing Pipeline
Learn how to unit test C# processing pipeline behavior with deterministic checks for order, rejection, faults, cancellation, capacity, drain, and cleanup.
Using Specifications for Domain Rules and Validation
Specification Pattern DDD validation uses pure C# rules while structured results, request checks, and aggregate invariant enforcement stay clearly separate.