Production Engineering Articles

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6/16/2026 • EN

Building Reliable Agentic AI Systems

Case study on building production-ready agentic AI systems for pharmaceutical drug development using RAG and Text-to-SQL.

agentic ai Multi Agent Systems Production Engineering Retrieval Augmented Generation Text To SQL

Martin Fowler

11/3/2024 • EN

39 Lessons on Building ML Systems, Scaling, Execution, and More

Key lessons from 2024 ML conferences on building effective machine learning systems, covering reward functions, trade-offs, and practical engineering advice.

leadership Machine Learning ML Systems Production Engineering Scaling

Eugene Yan

9/23/2022 • EN

RecSys 2022 Keynote - Is the Juice Worth the Squeeze?

A keynote exploring the trade-offs between batch and online recommender systems, with real-world examples from Amazon Books.

Amazon Books Batch Systems Online Systems Production Engineering Recommender Systems

Eugene Yan

Production Engineering Articles

Building Reliable Agentic AI Systems

39 Lessons on Building ML Systems, Scaling, Execution, and More

RecSys 2022 Keynote - Is the Juice Worth the Squeeze?

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