为什么“高价值任务”变成了所有模型公司的第一优先级？｜拾象 AGI 备忘录

AI coding capabilities have undergone a qualitative shift since late 2025, moving from simple assistance to near-autonomous execution where engineers primarily perform review tasks rather than writing code. This evolution, driven by advanced models like Claude 3.5/4.6 and the emergence of "Harness" as a critical infrastructure for agentic workflows, is fundamentally reshaping the definition of high-value tasks. While this rapid progress triggers widespread anxiety regarding the displacement of knowledge workers, it simultaneously lowers the barrier for individual entrepreneurship, potentially enabling a shift toward "one-person companies." As AI agents increasingly handle complex, multi-step reasoning and data-intensive processes, the focus of human labor is shifting toward strategic decision-making and the orchestration of multi-agent systems, signaling a transition where technical execution becomes a commodity and the ability to navigate uncertainty becomes the primary source of value.