The landscape of artificial intelligence underwent a fundamental phase shift between 2025 and 2026, a period defined by the emergence of "efficiency-first" architectures that challenged the long-standing dominance of capital-intensive scaling laws. At the centre of this transformation was DeepSeek, a Chinese organisation that transitioned from a specialised quantitative research offshoot into a primary driver of global AI economics and clinical innovation. This report examine