Expired50% confidenceOpinionExact time
Ryan Lopopolo argues that the three truly scarce resources in AI-driven development are human time, human and model attention, and the model's context window.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
OpenAI Engineer's Practice: Agent-Driven Development Methodology in the Era of Free Code
bilibili赛博门外憨6/10/2026
Related Claims
UnverifiedRyan Lopopolo believes that the only truly scarce resources in today's world are three: human time, the attention of humans and models, and the context window of models.85% similarUnverifiedIn extremely long contexts, the model's attention gradually dilutes, which is the technical root cause of AI gradually forgetting the requirements stated at the very beginning.64% similarVerified大多数 AI 编程智能体无法有效完成复杂任务的主要原因是上下文缺失，而非模型能力不足62% similarUnverifiedOrganizational inertia, the lack of a mature AI-native development paradigm, and the absence of measurement systems are the three major obstacles preventing engineering teams from undergoing deep AI transformation.62% similarUnverified在AI能无限量产内容的时代，真实性、独特性与真诚的人际连接成为最难复制的稀缺资源61% similar
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