Intent-Modeling
The Mirror That Detects Fakes
The cognitive mirror and the fake detector are the same machine.
That’s not obvious from the outside. From the outside, one project is about knowing yourself — intent recognition, self-state awareness, a dashboard that anticipates rather than reports. The other is about knowing what’s synthetic — multimodal analysis, zero-shot detection, explainable verification across modalities. They look like different products. They share the same root architecture.
What I built and why it converged
The Sovereign Dashboard spec starts with a question nobody asks: what does the system know about its operator? Not just what the operator did — but what they meant, what they’re avoiding, where they’re drifting. The dashboard isn’t a status page. It’s a mirror.