Beyond the Chatbot: AI Development Shifts Toward Orchestration and Hardware Diversity

The transition of tools like Claude Code into orchestration layers and the success of AMD-trained models signify a major shift toward complex, multi-agent workflows and a diversified hardware supply chain. As AI fundamentally alters development speeds, the industry must now reinvent how it measures engineering excellence beyond traditional metrics.