# Komplex AI - Research in Complex Systems, AI, and ML

> Research in Complex Systems, AI, and ML

## Pages
- [About](https://www.komplexai.io/about)
- [Contact](https://www.komplexai.io/contact)
- [Home](https://www.komplexai.io/)

## Blog Posts
- [Real-Time Hallucination Detection](https://www.komplexai.io/p/real-time-hallucination-detection): Real-time hallucination detection for large language models. In a strict out-of-sample benchmark, our method improves detection accuracy from ~64% to ~74% with statistically decisive gains — even using a small, lightly trained model.
- [Pre-print under review: Functional Percolation: Criticality of Form and Function](https://www.komplexai.io/p/pre-print-under-reviewfunctional-percolation-criticality-of-form-and-function)
- [New pre-print: "Crossing the Functional Desert: Cascade-Driven Assembly and Feasibility Transitions in Early Life"](https://www.komplexai.io/p/new-pre-printcrossing-the-functional-desertcascade-driven-assembly-andfeasibility-transitions-in-early-life)
- [Real-time hallucination detection is LIVE! Testers wanted](https://www.komplexai.io/p/real-time-hallucination-detection-is-live-testers-wanted)
- [](https://www.komplexai.io/p/)
- [How many AI hallucinations are happening globally?](https://www.komplexai.io/p/how-many-ai-hallucinations-are-happening-globally)
- [Balance as the new frontier: AI and Rossum's Universal Robots](https://www.komplexai.io/p/balance-as-the-new-frontier)
- [Reliability is foundational](https://www.komplexai.io/p/reliability-is-foundational)