https://www.komplexai.io/Research in Complex Systems and Artificial Intelligencehttps://www.komplexai.io/blog/introducing-the-komplex-ai-hallucination-detector/https://www.komplexai.io/blog/introducing-the-komplex-ai-hallucination-detector/Mon, 28 Sep 2026 00:00:00 +0000Large language models are fluent, useful — and they make things up, often with total confidence. If you’re shipping anything on top of an LLM, you eventually hit the same question: can I tell when a response is lik…https://www.komplexai.io/blog/balance-as-the-new-frontier/https://www.komplexai.io/blog/balance-as-the-new-frontier/Tue, 21 Apr 2026 00:00:00 +0000A century ago, R.U.R. (Rossum’s Universal Robots) gave us the word robot — from the Czech robota , meaning forced labor. The idea was simple: create workers so humans don’t have to. Later, Buckminster Fuller …https://www.komplexai.io/blog/reliability-is-foundational/https://www.komplexai.io/blog/reliability-is-foundational/Tue, 21 Apr 2026 00:00:00 +0000LLMs are already producing billions of hallucinated outputs per week. Not because they’re broken — but because they’re designed to sound confident, even when they’re wrong. At scale, that’s not a …https://www.komplexai.io/blog/how-many-ai-hallucinations-are-happening-globally/https://www.komplexai.io/blog/how-many-ai-hallucinations-are-happening-globally/Mon, 20 Apr 2026 00:00:00 +0000This is a rough, order-of-magnitude estimate based on reported usage (e.g. ~18B messages/week for ChatGPT alone) and published hallucination rates, which vary widely by task. Simple model: H ≈ p × N, where p is the hallu…https://www.komplexai.io/blog/ulm-the-sound-of-uncertainty/https://www.komplexai.io/blog/ulm-the-sound-of-uncertainty/Thu, 09 Apr 2026 00:00:00 +0000ULM — the sound of uncertainty, and the home of Albert Einstein. Real-time reliability and hallucination detection.https://www.komplexai.io/blog/real-time-hallucination-detection-is-live/https://www.komplexai.io/blog/real-time-hallucination-detection-is-live/Sun, 05 Apr 2026 00:00:00 +0000If you’re building with LLMs, I’m looking for a few people to test a real-time hallucination detector. One of the biggest gaps in current LLM systems: they sound confident even when they’re wrong. I&rsq…https://www.komplexai.io/blog/crossing-the-functional-desert/https://www.komplexai.io/blog/crossing-the-functional-desert/Thu, 26 Feb 2026 00:00:00 +0000New pre-print: “Crossing the Functional Desert: Cascade-Driven Assembly and Feasibility Transitions in Early Life” arxiv.org/abs/2601.06272https://www.komplexai.io/blog/functional-percolation/https://www.komplexai.io/blog/functional-percolation/Sun, 22 Feb 2026 00:00:00 +0000Pre-print under review: “Functional Percolation: Criticality of Form and Function” arxiv.org/abs/2512.09317 Toward a basic physical theory of information processing.https://www.komplexai.io/blog/real-time-hallucination-detection/https://www.komplexai.io/blog/real-time-hallucination-detection/Wed, 18 Feb 2026 00:00:00 +0000In a strict out-of-sample benchmark, our method improves real-time hallucination detection over standard approaches from ~64% to ~74%, with statistically decisive gains — even using a small, lightly trained model without…