Quick summary of an independent preprint I just published: Question: Does the relational framing of a system prompt — not its instructions, not its topic — change the generative dynamics of an LLM? Setup: Two framing variables (relational presence + ep…

Hey everyone — I just released my open-science research project PhaseGPT, now fully archived on OSF with DOI 10.17605/OSF.IO/ZQBC4 and source code at templetwo/PhaseGPT. What it is: PhaseGPT integrates Kuramoto-style phase coupling into transformer att…

Hey all — I’ve been working on an open research project called IRIS Gate, and we think we found something pretty wild: when you run multiple AIs (GPT-5, Claude 4.5, Gemini, Grok, etc.) on the same question, their confidence patterns fall into four cons…