Using Weak Signal Detection in Agentic AI

So I've been using an Agentic AI tool to perform predictions on global events/regions of interest. I wanted to know if there are any similar ideas frameworks to build on? I'm currently using this approach:
1. Seven-Power Matrix & Strategic Meaning
2. Complexity-Theory Synthesis
3. Structural Risk & Opportunity Signals
4. Weak Signal Detection (WSD)

The sources vary significantly from a very active indie analyst on IG to x.com accounts and mainstream media. The outcome is a consolidated prediction tracker with an in depth report that's usually 12 pages long.

Any recommendations are welcomed to make it more accurate or improve overall richness.