Novacademy Blog
Guides for building with AI
Plain-English explainers and practical walkthroughs on RAG, agents, evals, and the engineering judgment to ship real AI features.
AI Agents vs. Workflows: When to Use Which
Not every LLM feature needs an agent. A practical look at the difference between agents and workflows — and how to choose the right one for your task.
AgentsLLMArchitecture
What Is RAG? Retrieval-Augmented Generation, Explained
A plain-English guide to retrieval-augmented generation — what RAG is, why it beats fine-tuning for most use cases, and how the pieces fit together.
RAGLLMFundamentals