Effective Prompting for Meta AI By the end of this lesson, students should be able to: Layered context building. Each context layer narrows to what is actually relevant: Layer 1 – Role: "I am a nurse" Layer 2 – Setting: "working in a community health clinic" Layer 3 – Situation: "who needs to explain a new medication regimen to patients with low health literacy" Layer 4 – Constraint: "without using medical jargon" Layer 5 – Goal: "so they can follow it accurately at home" Combined, these layers transform a generic medical communication question into a response targeted to the actual situation. Time and recency constraints. For any topic where currency matters: "Current best practices" / "most recent guidance" / "as of 2026" / "what has changed in the past two years" Without time constraints, Meta AI may draw on older patterns in its training. Tone and audience constraints. "Professional but approachable – not corporate or stiff" "Plain language – assume no professional background in this area" "Direct and brief – this person is busy and reads fast" Tone and audience constraints produce output that actually sounds right for the receiver. Negative constraints – what to exclude. "Do not suggest anything requiring a gym membership" "Exclude technical jargon – practical language only" "Do not provide generic advice that would apply to anyone – I need this specific to my situation" Negative constraints are efficient – they eliminate irrelevant content categories without requiring you to specify every acceptable alternative. Structured output formats. For decisions: "Present as: recommendation first, then three supporting reasons, then the main counterargument and my response to it." For step-by-step guidance: "Numbered steps. Each step: what to do, what to avoid, and an example." For comparison: "Side-by-side comparison table: rows are criteria I care about, columns are each option." The one-constraint-at-a-time refinement. When a response is not quite right, change one thing at a time: Changing multiple things at once makes it harder to identify what improved the response. Log in and enroll to access lesson quizzes.
Lesson 2: Context, Constraints, and Structured Output
Lesson Objectives
Lesson Content