AI as a Development Contributor How AI-generated, tested, and refactored code shifts the dynamics of modern software development teams. Hybrid Human + AI Architecture Architectural implications of systems built collaboratively by people and machine assistants. Impact on Design Principles How practices like vibe coding and Copilot-driven workflows influence modularity, clarity, consistency, and long-term system evolution. Governance & Guardrails New responsibilities for architects in defining validation mechanisms, review processes, and standards for AI-generated code. Quality, Maintainability & Accountability Re-evaluating traditional architectural concerns when code originates from non-human contributors. Future-Oriented Architectural Mindset What “responsible architecture” looks like when creativity, automation, and oversight must coexist.