VentureBeat made with Google Gemini 3.1 Pro Image The transition from AI as a chatbot to AI as a workforce is no longer a theoretical projection; it has become the primary design philosophy for the ...

This dynamic test added server-side logic, persistence across restarts, session-based admin auth, and a post-build refactor, going beyond static page generation. Both environments required repeated ...