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Can the "Hole-in-the-Bagel" Theory explain emergent coherence in LLMs? We dive into the preprint that sparked debate and has yet been sidelined by major platforms. This model is ready for rigorous stress-test of validity. We invite researchers from Harvard, MIT, Oxford or any other research institutions (specifically those in AI Alignment, TDA, and IIT) to challenge our OSF-registered predictions. We invite enterprise research teams and independent researchers: Reproduce, Measure, Document and Publish your findings. 📄 The Preprint (Zenodo): https://doi.org/10.5281/zenodo.18346699 📊 OSF Predictions & Metrics: https://osf.io/2r6v8 📚 The Rejected Draft: https://www.lesswrong.com/posts/WGyfP... These are the articles LessWrong didn't engage with, with a chance of 99.7%. Is it noise, or an intellectual adventure? Did the community fail our Inverse Turing Test - what do you think? Inverse Turing Test: https://www.lesswrong.com/posts/kuBXi... The Bayesian Take: https://www.lesswrong.com/posts/NHCNg.... - this is the one with Bayesian calculus Contact: timohaishimcev@gmail.com