/tags/llm/Recent content in Llm on Gaurav.devHugoen-US© 2026 Gaurav. Built with care and clean code.Wed, 12 Aug 2026 00:00:00 +0000/posts/rag-ai-feature-production/Wed, 12 Aug 2026 00:00:00 +0000/posts/rag-ai-feature-production/<p>A retrieval-augmented generation demo can look convincing after an afternoon. A dependable feature requires a clear job, controlled knowledge, measurable quality, and graceful failure.</p> <h2 id="define-the-contract">Define the contract</h2> <p>Write down what the feature may answer, which sources are authoritative, how fresh they must be, and what it should do when evidence is missing. Decide whether the product is offering discovery, summarisation, a draft, or a final answer. These are different risk levels.</p>