The trajectory is becoming undeniable. Insiders across leading AI research labs are increasingly confident that artificial intelligence will handle most knowledge work within the next twelve months. The convergence of large language models, automation infrastructure, and market demand is reshaping expectations about what tasks machines can execute independently. This shift carries significant implications for how we think about future employment, skill development, and the evolution of Web3 talent pools.