Multi-agent LLM frameworks promise coordinated AI systems but often deliver disappointing results in production. Understanding why they fail—and mastering single-agent context engineering instead—will save you months of wasted development time. You'll learn to build more reliable, maintainable AI applications by choosing the right architectural approach from the start.