From the course: Advanced LLMOps: Deploying and Managing LLMs in Production
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Chains in LLM deployment
From the course: Advanced LLMOps: Deploying and Managing LLMs in Production
Chains in LLM deployment
- [Instructor] We have evolved from basic chatbot tasks to a sophisticated semi-autonomous chatbot capable of generating content. You saw how we can use an autonomous LLM agent to interact with tools and perform tasks. However, one final piece must be included in our content generation chatbot app to make it completely autonomous. We have encountered challenges such as reliance on human intervention for topic discovery and quality control and errors in content generation. What if, instead of having a human do this prompting, we have another LLM scour the internet for new topics to write on and pass those results onto our content generation LLM and have another LLM evaluate the generated content and suggest changes. This kind of architecture is where the output of an LLM is fed into another LLM as input and is called an LLM chain. By the end of this lesson, you'll fully understand the structure of LLM chains, how they can create fully autonomous systems and the common pitfalls in their…