Code Comparisons¶ This section showcases what Hamilton code looks like in comparison to other popular libraries and frameworks. Dagster TL;DR Dataflow definition Dataflow execution More information LangChain A simple joke example A streamed joke example A “batch” parallel joke example A “async” joke example Switch LLM to completion for joke Switch to using Anthropic Logging Fallbacks Airflow High-level differences: Code examples: Hamilton: Airflow: