May 2025
Intermediate to advanced
484 pages
11h 25m
English
Content preview from Generative AI with LangChain - Second Edition
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9
Production-Ready LLM Deployment and Observability
In the previous chapter, we tested and evaluated our LLM app. Now that our application is fully tested, we should be ready to bring it into production! However, before deploying, it’s crucial to go through some final checks to ensure a smooth transition from development to production. This chapter explores the practical considerations and best practices for productionizing generative AI, specifically LLM apps.
Before we deploy an application, performance and regulatory requirements need to be ensured, it needs to be robust at scale, and finally, monitoring has to be in place. Maintaining rigorous testing, auditing, and ethical safeguards is essential for trustworthy deployment. Therefore, in ...
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