I think the next generation of AI software engineering will be defined by repository-aware context, seamless integration across the SDLC, and flexible deployment options like self-hosted and on-device AI. The biggest advantage won't come from larger models alone, but from AI that understands projects, workflows, and engineering knowledge over time.