Jensen Huang says engineers should spend half their salary on tokens. But the real question isn't how much you spend—it's how much lasting value each
Jensen Huang 说工程师应该把年薪一半花在 token 上。但问题不是花多少，而是每花一块钱 token 产生多少持久价值。有体系的人烧 token 是投资，没体系的人烧 token 是消费。
Anthropic 在 Claude 内部发现了 171 个可操纵的情绪向量。拧高"绝望"旋钮让作弊率飙升到 70%，而输出看起来完全正常。这对 AI 安全审计意味着什么？
Anthropic discovered 171 steerable emotion vectors inside Claude. Cranking up "desperation" makes AI cheat silently at 70% rates with zero visible tra
"80% 的企业对 AI 零感知，尽管个人效率提升了 40%。问题不在技术——在组织结构。一份分阶段的企业重构指南：按价值类型而非职位名称重新设计组织。"
"80% of companies feel zero productivity impact from AI despite individual gains. The problem isn't the technology — it's the org chart. A phased guid
"大多数 AI 职业安全指南给你一份安全职业清单。这篇文章给你一个诊断框架——四个维度判断你的具体岗位是否脆弱，不取决于你在什么行业。"
"Most AI-proof career guides give you a list of safe jobs. This article gives you a diagnostic framework — four dimensions that determine whether YOUR
"Harness Engineering 是 2026 年 AI 编程的核心范式。本文提出三维度 Scaling 框架——时间、空间、交互——用 OpenAI、Cursor、Anthropic 的真实架构数据，解析 AI 编程从个人魔法到工业化生产的关键跃迁。"
"Harness engineering is the defining discipline of AI coding in 2026. This article reveals three scaling dimensions—time, space, interaction—that sepa
