#ai #rag #llm #vectordb #security

RAG and Vector Search 101

A field guide to building reliable AI features with retrieval‑augmented generation and production guardrails.

TrioDynamix Editorial Team
Author
Nov 04, 2025
Published
1 min read
Reading time

Ship AI features that users trust

We break down RAG patterns, embeddings, and vector databases for accurate, secure answers. Learn how to evaluate prompts, add human‑in‑the‑loop review, and prevent data leaks.

Production checklist

  • Chunking and metadata strategies
  • Prompt templates with version control
  • Safety filters and PII redaction
  • Evaluation harnesses and A/B tests
  • Cost monitoring and caching
  • Tight CMS integration for freshness

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