DevOps & Cloud Blog

Expert insights on cloud infrastructure, DevOps practices, and digital transformation.

Reduce LLM Hallucinations: Practical Techniques

Reduce LLM hallucinations in production with RAG, structured outputs, and guardrails using practical techniques that actually work...

Learn how to evaluate LLM outputs (evals) with automated pipelines, golden datasets, and LLM-as-judge metrics for reliable product...

Learn fine-tuning an LLM: when and how to adapt models for production, covering RAG vs fine-tuning decisions, dataset prep, and sa...

Learn how function calling and tool use with LLMs enables models to execute real code, query APIs, and automate infrastructure tas...

Structured Outputs and JSON Mode from LLMs guarantee valid, schema-compliant responses for reliable DevOps automation and producti...

RAG vs Fine-Tuning: Which to Choose depends on whether you need current knowledge retrieval or permanent behavioral adaptation in...

RAG Explained: Retrieval-Augmented Generation shows how to ground LLMs in private data using vector search, chunking strategies, a...

Master Few-Shot and Chain-of-Thought Prompting to reduce LLM hallucinations and improve reasoning accuracy in production DevOps wo...

Prompt Engineering: A Practical Playbook for developers and DevOps engineers to get reliable, production-grade outputs from LLMs u...

Discover practical AI use cases that actually deliver ROI in 2026, from automated incident response to predictive scaling and comp...

Understand supervised vs unsupervised vs reinforcement learning with practical comparisons, real-world use cases, and engineering...

A practical AI glossary for engineers covering LLMs, RAG, agents, and MLOps with real infrastructure context and production trade-...