Beyond Autopilot: Scaling Multi‑Agent Systems for Autonomous Software Engineering and Deployment
Introduction The software industry has moved beyond the era of manual builds, hand‑crafted pipelines, and “run‑once” deployments. Modern organizations demand continuous delivery at scale, where hundreds—or even thousands—of services evolve in parallel, adapt to shifting traffic patterns, and recover from failures without human intervention. Enter autonomous software engineering: a vision where AI‑driven agents collaborate to design, implement, test, and deploy code, effectively turning the software lifecycle into a self‑optimizing system. While early “autopilot” tools (e.g., CI/CD pipelines, auto‑scaling clusters) automate isolated tasks, they lack the coordinated intelligence required to manage complex, interdependent services. ...