Book 1 · 2026 · Developed at KOHAUS Labs
AI: First Lines
The Sketch Underneath the Intelligence Era
Athichai Kotub Ounkomol
Artificial intelligence is everywhere. Understanding it starts with the first lines.
AI is becoming infrastructure, as consequential as electricity or the highway system. Most of the attention goes to the interface. The layers underneath decide who captures the value, and those layers are what this book is about.
AI: First Lines traces how the technology came to be, from mainframes to the transformer models behind today’s tools, and explains in plain language what changed when computers moved from following instructions to forming judgments under uncertainty. It then examines what that shift means for individuals, companies, and countries that now have to decide how to live with it.
The book is written from Thailand, a country where AI use is already widespread, and a position at the consumption layer of the AI economy. That gives it a vantage point rarely found in AI writing: the view from a mid-sized economy that has to make sound decisions about the intelligence it uses.
“Intelligence no longer means calculation or retrieval. It now means judgment under uncertainty.”
Who this book is for
For people who already use AI every day and want to understand the structure beneath the tools.
No technical background is required.
What it covers
- How we arrived here: the path from rule-based computing to systems that learn patterns.
- What makes AI possible: the layers underneath, from energy to the applications we use, and how they depend on each other.
- The trade-offs behind deployment: open and closed models, where models run, cost, privacy, and control.
- What changes at work: uneven adoption across industries and the continuing importance of verification, accountability, and judgment.
- A perspective from Thailand: language, local capability, and choices about participation in the intelligence era.
Business leaders
Start with Chapter 3, The AI Stack, and Chapter 5, The Economics of Intelligence.
Policymakers
Start with Part IV: Thailand in the Intelligence Era and Thailand Among Its Neighbors.
Professionals
Start with Chapter 7, Talent and Discipline, and Chapter 8, Reading the Gradient.
Curious technologists
Start with Chapter 1, A History of Computing, and Chapter 4, Where Intelligence Lives.
Inside the book
Introduction · 12 chapters in four parts · Epilogue · Notes. Section headings shown as printed.
Part I
The Sketch
- 01A History of ComputingThe Computing Era · The Internet Era · Mobile Prepared Us for Intelligence
- 02The Intelligence EraThe Evolution of Intelligence · The Human Skills That Are Valued Have Changed
- 03The AI StackThe Neural Processing Unit: The Efficiency Anchor · Hyperscalers
Part II
The Tensions
- 04Where Intelligence LivesThe DeepSeek Shift: Efficiency Over Scale · Why Local Intelligence Is Inevitable
- 05The Economics of IntelligenceWhy AI Doesn’t Scale Like Software · The Cost of a Completed Task · Ownership, Rental, and the Sovereignty Question
Part III
Living In It
- 06Living in the Intelligence EraAI Is Defining a New Kind of Literacy · Understanding Disguised Failures
- 07Talent and Discipline in the Intelligence EraThe Talent Question · A Culture of Verification
- 08Reading the GradientThe Transformation Gradient · The Rise of the High-Leverage Individual
- 09Three Stories at Three LevelsAn Engineer’s Sense of What They Know · The Apprenticeship Problem
Part IV
Thailand
- 10Thailand in the Intelligence EraThailand as a Builder and a Smart Buyer · An Example of What Works: PromptPay
- 11Thailand Among Its NeighborsSovereign AI and National Capability · Three Priorities for Domestic Capability in Thailand
- 12The Sketch Underneath the Intelligence EraVerify Before You Trust · Sovereignty Is Earned, Not Given
From the book
The first lines
“The Computing Era was about executing instructions, and the Internet Era was about storing and retrieving data, but the Intelligence Era is something fundamentally different. It is the first time machines can generate judgment.”
“You do not need to be a mechanic to drive a car, but you do need to know that it runs on fuel, that the engine has limits, and the conditions under which it is appropriate to drive it.”
“These lines are rough, and some even may eventually be erased, but they determine everything that follows.”
Editions and credits
Kindle
- Published
- 29 September 2026
- Length
- 238 pages (print length)
- ASIN
- B0HLG9W7SZ
Paperback
- Published
- 21 September 2026
- Pages
- 288
- ISBN-13
- 979-8177271682
Printed in Thailand
- Edition
- First edition, English text
- Printer
- Parbpim Co., Ltd.
- ISBN
- 978-616-637-656-2
Credits
- Author
- Athichai Kotub Ounkomol
- Editor
- Elizabeth Wheeler
- Art and design
- Nara Studio