According to CoinMeta, AI is taking over the demanding tasks of the most sought-after engineers in Silicon Valley. NVIDIA, the senior vice president, stated that these CUDA engineers are elite programmers who extract maximum performance from NVIDIA's chips. As the demand for scarce expertise continues to grow, AI is reshaping this role. It's possible that soon, AI will be writing code that, although verifiable by humans, cannot be fully understood. For years, the NVIDIA engineers who optimized CUDA chips have been among the most sought-after experts in the tech industry. Now, they are increasingly managing AI to complete these tasks. These engineers focus on writing code using the Unified Computing Architecture (UCA) to make AI run as efficiently as possible. Due to the high cost of computing, engineers who can extract the most value from chips can save companies millions of dollars. Despite the change in the nature of the work, the demand for CUDA engineers remains strong.