4. The App Lifecycle¶
Building generative AI applications requires an iterative process of refinement from prompt to production. The application lifecycle (GenAIOps) is best illustrated by the three stages shown:
- Ideation - involves building the initial prototype, validating it manually with a test prompt.
- Evaluation - involves assessing it for quality and safety with large, diverse test datasets.
- Operationalization - involves deploying it for real-world usage & monitoring it for insights.
In the next section, we'll map this app lifeycle to a simplified development workflow that identifies the core developer task at each stage, and highlights a key developer tool that streamlines its execution.