This is a nifty tool. It’s existence alongside the emerging LLMs reminds me of the two diametrically opposed approaches to harnessing it all:

1. Store the knowledge in a highly structured way and interrogate it with a precise and rigorous query language to extract the exact answer you want based on a well defined set of rules

2. Store the knowledge in whatever ad hoc way it’s produced, and then rely on a higher form of intelligence to take an equally ad hoc query, feed it through the entire universe of knowledge with some attention mechanism, and magically return a (statistically significant) response

Both approaches are so satisfying when they work. Of course you also have everything in between and then you have tools like LangChain that start to bring it all together.