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Lance Martin
Machine learning engineer at LangChain with deep experience building production ML systems; guest on this episode to discuss context engineering, agent harnesses, and engineering practices for LLM-powered applications.
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Nov 13, 2025
• 51min
Episode 28: From Context Engineering to AI Agent Harnesses: The New Software Discipline
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Lance Martin, a machine learning engineer at LangChain, dives into the evolving landscape of AI engineering. He emphasizes the importance of context engineering and how traditional ML rules are becoming obsolete. The conversation covers why adaptable systems thrive, the architectural advantages of 'agent harnesses,' and the shift towards in-app user feedback for evaluating AI systems. Lance also shares insights on balancing autonomy in agents with human oversight and techniques for managing costs and performance in complex AI tasks.
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