Domain 4·20% of exam·33 concepts
Prompt Engineering & Structured Output
Design precise prompts, few-shot examples, schema-enforced structured output, validation loops, batch processing, and multi-pass review.
4.1
Design prompts with explicit criteria to improve precision and reduce false positives
4.2
Apply few-shot prompting to improve output consistency and quality
4.3
Enforce structured output using tool use and JSON schemas
4.4
Implement validation, retry, and feedback loops for extraction quality
4.5
Design efficient batch processing strategies
4.6