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Latest / The Data Flowcast: Mastering Apache Airflow ® for Data Engineering and AI

Orchestrating AI video intelligence and evaluation pipelines at Firework

How do you orchestrate AI workflows when LLM outputs are non-deterministic and evaluation costs can quietly exceed compute costs? Shawn Feng, Head of Data at [Firework](firework.com), joins the show to walk through how his team uses Airflow to coordinate ingestion, embeddings, and evaluation pipelines for AI features in a video commerce platform. The conversation covers the technical stack, the challenges of validating LLM output, cost guardrails, and what Shawn wants to see next from the Airflow project.

Key Takeaways:

00:00 Introduction.

00:48 What Firework does: a video commerce platform…

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