LLM Workflows then Agents: Getting Started with Apache Airflow
a year ago
- #LLM
- #SDK
- #Airflow
- SDK for integrating LLMs into Apache Airflow workflows using Pydantic AI.
- Supports decorator-based tasks like @task.llm, @task.llm_branch, and @task.agent for LLM and agent operations.
- Includes examples for local setup with Astro CLI and installation via pip with optional dependencies.
- Features automatic output parsing, branching based on LLM outputs, and support for multiple LLM models.
- Demonstrates practical applications like commit summarization, product feedback analysis, and support ticket routing.
- Leverages Airflow's scheduling, dynamic task mapping, error handling, and scalability for AI workflows.