Fine-tuning: when it's the right choice (and when it isn't) [3] July 21, 2026 fine-tuning RAG LLM agentic-ai Fine-tuning changes what a model knows permanently. RAG changes what it sees at runtime. They're not interchangeable — and most agentic use cases don't need fine-tuning at all. Read more →