🔎 A Self-Taught, Human-Centered Approach to AI Programming
✍️ Hamid Tavakoli

#Prompt
#AI
#Gemini
#LLMs
#ChatGPT
#CASTROFF
Move beyond casual prompt writing and define prompt engineering as a structured, multidisciplinary field with a real social impact. This book uses a clear, practical, and human-centred approach to designing effective prompts for Large Language Models (LLMs) such as ChatGPT and Gemini.
Using the "Prompt Anatomy Blueprint" framework, you’ll learn to craft precise and structured prompts that enhance AI output quality, reduce computational costs, and mitigate ethical risks such as bias and misinformation. By combining technology with human values, the book provides methods for designing prompts that promote fairness, transparency, and cultural nuance. It situates prompt engineering in real-world contexts—education, healthcare, governance, and creative industries—showing how language choices shape outcomes across these systems.
Addressing the global use of LLMs, Prompt Engineering for Everyone calls for inclusive, multilingual approaches that respect diversity and resist inequality. It envisions prompt engineering as an emerging discipline shaped by ethics, regulation, and shared responsibility—empowering readers to create trustworthy, equitable human–AI interactions that serve an interconnected world.
What You Will Learn
Who This Book Is For
Professionals from diverse fields looking to take prompting from informal practice to an interdisciplinary skillset vital for equitable and effective AI use
Table of Contents
Chapter 1: Why Prompt Engineering Standards Matter
Chapter 2: Prompt Engineering for Everyone
Chapter 3: Prompt Literacy: From Habits to Mastery
Chapter 4: Advanced Prompting Strategies for Reasoning, Reflection, and Control
Chapter 5: Precision Prompting: Controlling Al with Granular Instructions
Chapter 6: The CASTROFF Framework: A Professional Standard for Prompt Engineering
Chapter 7: Applying CASTROFF in Practice: Diagnosing, Repairing, and Redesigning Prompts
Chapter 8: Inclusive Al Prompting: Ethics, Accessibility, and Design for All
Chapter 9: Prompt Debugging and Safety in Sensitive Contexts
Chapter 10: Creative Prompting for Complex Problem-Solving
Chapter 11: Prompting in Real-World Systems
Chapter 12: The Future of Prompt Engineering
Appendix A: The CASTROFF Prompt Engineering Framework
Appendix B: Advanced Prompt Engineering Checklist
Hamid Tavakoli is a research and development specialist with over two decades of experience in applied AI, optics, and ophthalmic medical devices. A qualified optometrist and optical design engineer, he holds postgraduate qualifications in Applied AI and Linguistics from leading UK universities. As Managing Director of Optics AI Ltd, he leads ethical, human-centred AI innovation and regularly shares insights on prompt engineering across academic and professional platforms worldwide.









