LLMs in the Real World: Patterns for Reliable Retrieval

LLMs in the Real World: Patterns for Reliable Retrieval

📅Jun 08, 20259 min

RAG foundations

Retrieval quality matters more than model size. Get chunking, embeddings, and indexing right first.

Make it reliable

  • Evaluate with grounded test sets and automated scoring.
  • Guardrails: prompt patterns, filters, red‑teaming, and cost caps.
  • Latency budgets and caching for UX.

Production tips

Instrument everything: queries, retrieval hits, cost, and user feedback loops for continuous improvement.