Operationalizing compliance and performance

Operationalizing performance, security, governance, legal, and regulatory compliance for LLMs involves creating a comprehensive system that spans various departments and functions within an organization. Integrating robust workflows, such as those managed by Apache Airflow, with strategic human review points, and ensuring compliance with data and model licensing, are key components of this system.

Operationalizing performance

For performance, establishing continuous integration/continuous deployment (CI/CD) pipelines managed by workflow orchestration tools such as Apache Airflow ensures that models are consistently evaluated against performance benchmarks. Directed acyclic graphs (DAGs) in Airflow can be programmed to automatically trigger performance evaluation tasks, such as running test suites that measure the LLM’s accuracy, recall, precision, and F1 scores against a validation set.

These DAGs can also include steps for...