Customizing LLMs Through Astro

Laurel is an AI Timekeeping platform that automates time tracking for professionals, such as lawyers and accountants. The company uses machine learning models to transform digital activities into billable entries. Airflow, a workflow management tool, plays a crucial role in orchestrating the training and deployment of these models. It helps streamline the process by serving as a unified orchestration layer while enabling dynamic model retriggering based on data policies. Additionally, it assists in managing costs associated with large language models (LLMs) used for generating time entry summaries. Overall, Laurel's strategy leverages Airflow to increase experimentation, enable model personalization, and provide scalable and cost-effective model inferences.