LLM Evals Should Exercise the Path You Actually Ship
Evaluate routing, retrieval, fallback, validation, and handoff together, then use diagnostic checks to explain where failures originate.
AI Engineering 3 min read
RAG
4 posts
Multilingual Support Needs More Than Translating the Answer
Keep language, market, currency, and policy scope separate so a multilingual assistant retrieves and communicates the right information.
AI Engineering 3 min read
Checking an AI Answer Before a Customer Sees It
Separate fluent generation from evidence checks for prices, product identifiers, links, and policy claims before releasing an AI response.
AI Engineering 3 min read
Start a RAG System with Questions It Must Not Answer
A retrieval system needs evidence for answering and a deliberate path for missing evidence. Negative cases make that boundary measurable.
AI Engineering 3 min read