“DevOps AI Engineering: 8.1 Introduction 76 8.1.1 What AI Engineering Is 76 8.1.2 Where Enterprise AI Actually Fails 77 8.2 Choosing an Approach 78 8.2.1 Does This Need AI At All? 78 8.2.2 The Escalation Ladder 78 8.2.3 Build, Buy, or Host 79 8.3 Data Foundations 79 8.3.1 What A”. NextGen DevOps: Enterprise AI Features & Autonomous Operations, Wissira Press, 2026, https://books.wissira.us/index.php/WIL/catalog/book/160/chapter/1397.