Foundation Model Integration, Data Management, and Compliance
Prompt Engineering, Management, and Flows
Create versioned, testable, reusable prompt systems with clear roles, structured outputs, context controls, approval workflows, and multi-step orchestration.
Concepts
- Separate system instructions, trusted context, user input, examples, and output schema to reduce ambiguity.
- Version prompt templates and evaluation datasets together so regressions can be attributed and rolled back.
- Use deterministic validation for machine-consumed outputs and retry or repair only within bounded workflows.
- Prompt flows coordinate sequential steps, branches, preprocessing, and postprocessing without hiding governance needs.
- Bedrock structured outputs can enforce supported JSON Schema shapes, but application authorization and unsupported business constraints remain deterministic backend responsibilities.
Exam tips
- Bedrock Prompt Management stores reusable, parameterized, versioned prompts.
- Bedrock Flows is appropriate for multi-step prompt and service orchestration.
- A JSON schema and post-generation validation are stronger than merely asking for valid JSON.