MatterFact Flowcharts The Secret to Reliable LLM Analysis

And once they build it once, they can like, you know, you know, keep running it as many times as they like. So they build it for a given sector, they build it for a given, let's say industry, or, you know, if it is generic enough, they can build it like, you know, for any stock. Once they have built this flowchart, the LLM keeps following this flowchart and doing the analysis like for them. So it helps basically encode what they have in their head into the system and do it reliably in a way that they can explain. Right. That like, you know, it would take these, you know, these steps and do it in this particular way. This sort of a flowchart is like the sweet spot where it is not an open box. And because they're building this flowchart, they understand what it is going to do actually and verify every single step of it. Wow. That sounds very exciting.