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List of Figures
Chapter One: What Is Artificial Intelligence?
• Figure 1-1: Acceleration, augmentation, and automation as productive roles
• Figure 1-2: Approaches to building AI systems and how they relate
• Figure 1-3: Task families by output type
• Figure 1-4: From data to training, inference, and updating
• Figure 1-5: How an answer is generated step by step
• Figure 1-6: Where each limit bites in a single task
• Figure 1-7: The jagged technological frontier
• Figure 1-8: A collaboration loop that keeps decisions and responsibility with people
Chapter Two: Talking to AI, the Craft of Prompting
• Figure 2-1: From an idea to a tested prompt
• Figure 2-2: Ask, instruct, and collaborate
• Figure 2-3: The anatomy of a professional prompt
• Figure 2-4: Prompt, source, or tool?
• Figure 2-5: The PACFT framework
• Figure 2-6: Diagnose the cause before you rewrite the prompt
• Figure 2-7: From a text format to structured outputs
• Figure 2-8: A workflow for long documents
• Figure 2-9: The lifecycle of a prompt template
Chapter Three: Inside the AI Market
• Figure 3-1: A first decision tree for choosing a type of tool
• Figure 3-2: The layers of an AI system
• Figure 3-3: The probability distribution and the choice of the next token
• Figure 3-4: A simplified map of the AI market
• Figure 3-5: Choosing the intervention according to the cause of failure
• Figure 3-6: The full path of a trustworthy retrieval system
• Figure 3-7: The tool evaluation cycle before and after adoption
• Figure 3-8: Why language and fact must be scored separately
• Figure 3-9: The seven-factor matching framework, gates then trade-offs
Chapter Four: Using AI Safely Without Losing Control
• Figure 4-1: The 4D framework for safe and productive use
• Figure 4-2: The 4D framework as one cycle of four questions
• Figure 4-3: The ladder of delegation and human control
• Figure 4-4: The data minimization path before sending
• Figure 4-5: Prompt injection and jailbreaking are not the same attack
• Figure 4-6: A verification pyramid proportional to the impact of error
• Figure 4-7: The SIFT method for verifying information and sources
• Figure 4-8: Four measures of fairness, and why they collide
• Figure 4-9: What to do with a suspect file, in order
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