Episode 43: Tales from 400+ LLM Deployments: Building Reliable AI Agents in Production
Vanishing Gradients
Managing Machine Learning Models Effectively
This chapter emphasizes the critical management of machine learning models, showcasing the challenges faced by companies like Weights and Biases. It covers the importance of structured approaches to integrating large language models, effective error handling, and strategies like sandboxing to minimize risk in production systems. The discussion underscores a shift from an LLM-centric to a holistic system-centric approach, integrating human-in-the-loop methods and improving user interfaces for more reliable AI applications.
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