Build a RAG chatbot and optimize the performance through usage
RAG is widely used to leverage LLMs in practical applications like chatbots. In this project…
How to define metrics that matter to your use-case-specific RAG
When building a domain-specific chatbot or conversational AI, one of the main goals is to…
Garbage in, garbage out.
Optimizing LLMs with RLHF
Reinforcement Learning with Human Feedback (RLHF) is a well-known technique in machine learning. It is essential for developing…
Ahh the good ‘ol days, when click-through rates, usage metrics, and conversion…
A RAG system backpacked with Feedback Intelligence
Well, we got to the point… we can take an example of RAG to apply all the theoretical knowledge discussed…
(Part 2) The RAG Onion: Layered Analysis of System Failures
In the previous article, we discussed the story of Root Cause Analysis (RCA) development, ie…
(Part 1) RCA: The Evolution of Root Cause Analysis: From Traditional Software to Large Language Models