Name: 不可替代
Brand: Leanpub
Price: 9.99 USD
Availability: InStock

AI越来越强，你的工作里越来越多的事它都能做了——但你总感觉它做出来的东西"方向不对"，却说不清哪里不对。

这本书就是来帮你说清楚的。

作者从大模型的底层结构出发，用第一性原理推导出三条"命门"——只能往前走、只会找规律、没有身体。这三条命门不是"这一代大模型的bug"，而是自回归+统计学习+无物理身体这一架构的必然结果。除非AI不再是"从数据中预测下一个字"的系统，否则命门不会变。

从三条命门出发，本书推导出七种AI永远学不会的能力：

全局规划力——AI没有退格键，你画蓝图
因果洞察力——AI只找规律，你追问为什么
现场判断力——AI看仪表，你闻味道
决策担当力——AI做参谋，你做决定
原创突破力——AI重组已知，你提出未知
自知自审力——AI给答案，你说靠不靠谱
关系构建力——AI发邮件，你去见面

本书写给3-10年经验的一线技术人员——架构师、产品经理、运维工程师、技术管理者、数据/算法工程师。你不是新人，但也还没到"完全不怕被替代"的段位。

市面上绝大多数AI书籍教你"怎么用AI"。这本书不一样：它告诉你AI做不到什么，以及那些做不到的事如何成为你的护城河。不是安慰剂，不是鸡汤——是结构推导、修炼工具和一年行动路线图。

边界就是方向。你的价值从未如此确定。

Table of Contents

Foreword: The Stronger AI Gets, The More Valuable You Are

Part I — Three Fatal Gates (Chapters 1–4)

Chapter 1: Seeing Problems from Fatal Gates
Chapter 2: Can Only Go Forward
Chapter 3: Can Only Find Patterns
Chapter 4: Has No Body

Part II — Seven Things AI Cannot Do (Chapters 5–11)

Chapter 5: Think Before You Act — Global Planning
Chapter 6: Ask "Why" — Causal Insight
Chapter 7: Judge by "Feel" — On-site Judgment
Chapter 8: Take Responsibility for Decisions — Decision Accountability
Chapter 9: Truly Original — Original Breakthrough
Chapter 10: Know What You Don't Know — Self-Awareness Calibration
Chapter 11: Build Real Trust — Relationship Building

Part III — Experience Deep Dive (Chapters 12–18)

Chapter 12: The Deep Dive of Planning
Chapter 13: The Deep Dive of Causality
Chapter 14: The Deep Dive of Intuition
Chapter 15: The Deep Dive of Accountability
Chapter 16: The Deep Dive of Breakthrough
Chapter 17: The Deep Dive of Self-Assessment
Chapter 18: The Deep Dive of Trust

Part IV — Action Plan (Chapters 19–22)

Chapter 19: Seven Forces in Synergy
Chapter 20: Human-AI Collaboration
Chapter 21: Can Agents Solve These?
Chapter 22: Your One-Year Action Plan

Appendices

Appendix A: How Large Language Models Work (Plain Language)
Appendix B: What Are AI Agents
Appendix C: Introduction to Causal Graphs
Appendix D: Self-Awareness Training Worksheet
Appendix E: Experience Ladder Quick Reference
Appendix F: Recommended Reading
Appendix G: Glossary (CN-EN)

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