3 posts
How is LLM hallucination prevented? A production guide to verification layers: RAG grounding, citations, guardrails, self-verification, output checks, and human oversight.
What is a guardrail? A guardrail is a safety layer that inspects a large language model's inputs and outputs against predefined rules and blocks harmful or out-of-policy behavior. This guide: a clear definition, how it works, input filtering and output validation, content moderation, LLM safety, GDPR, comparisons, and FAQs.
What is LLMOps? The discipline of running large language models in production: MLOps difference, prompt management, evaluation, LLM observability, cost optimization, guardrails, and a maturity model.