In April 2026, software engineering has transitioned from simple LLM code-generation to high-level agentic orchestration. Systems now define "intent-driven swarms" where multiple specialized AI agents—architects, developers, and QA—collaborate autonomously within graph-based state machines. Modern frameworks are focusing on "System 2" reasoning, allowing agents to self-correct and manage long-running development tasks without human oversight.