Library › Book 2 › The Five Elements in Depth -- Mastering Each Component
The Five Elements in Depth -- Mastering Each Component
2.1🔒Deep Dive: Context EngineeringContext is not just "tell the AI what framework you use." Context engineering is the art of giving the AI exactly the right information to…
2.2🔒Deep Dive: Artifact Selection and PreparationThe artifact you feed the AI determines the ceiling of test quality. A vague user story produces vague tests. A precise OpenAPI schema…
2.3🔒Deep Dive: Constraints as Quality ControlConstraints are your quality control mechanism. They prevent the most common AI mistakes before they happen.
2.4🔒Deep Dive: Coverage Goals as Test StrategyCoverage goals transform your prompt from "generate some tests" to "execute this test strategy." They are where your testing expertise is…
2.5🔒Deep Dive: Output Format for Different Scenarios
2.6🔒Q&ASelf-Assessment Quiz1. What are the five priority levels in the context hierarchy? 2. Why should you resolve $ref references before feeding an OpenAPI schema?…
2.7🔒Key Takeaways- Context engineering is about the right amount of the right information, not maximum information - Artifacts should be pasted directly…
2.8🔒ExercisesExercise 2.1 (Beginner): Write three different context descriptions for the same feature at different depth levels (shallow, medium, deep)…
2.9🔒Career Translation- Mastered the five-element prompt engineering framework (Context, Artifact, Constraints, Coverage Goals, Output Format) to consistently…
2.10🔒Q&AInterview Depth CheckPrompt: You are writing a prompt to generate tests for a complex API endpoint. Walk me through how you construct each of the five elements…