Is the Universe Optimized Software? Revelations from Project It from Bit v2.0
https://youtu.be/LdzFwxZc-Rg VIDEO FR Introduction: The Great Decoding of the Cosmos What if matter, as we perceive it, were merely the […]
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Articles exploring the ΨΛ framework and fundamental research on information, physics, and biology.
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R&D Breakthrough: JXL + CBAM for Breast Cancer Detection
🎯 A decisive step forward in our 2026 R&D program At DF AI Research, our mission is clear: build AI
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New GitHub Release: DF‑Modelfit — a lightweight framework for model fitting
I’m excited to share DF‑Modelfit, a repository I’ve just published on GitHub. 👉 https://github.com/conanfred/DF-Modelfit This project provides a simple, modular,
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Mechanistic Analysis of LLM Hallucinations: The Role of H-Neurons
Abstract The identification of H-Neurons (Hallucination-associated neurons) by Tsinghua University represents a shift from statistical interpretability to mechanistic interpretability. These
Physics & Cosmology, Research
Reading the ΨΛ Grid: Parallel Worlds and Coherence
1. Core Principle In the ΨΛ Grid, existence is not an absolute property but an emergent pattern of coherence within
Physics & Cosmology, Research
The Coherence Fractal — When the ΨΛ Grid Becomes Visible
What if the Mandelbrot boundary was not just a mathematical pattern,but the visible shape of the universe’s coherence? I reproduced
Physics & Cosmology, Research
Detailed Analysis of the ΨΛ Black Loop — Simulation and Results
1. Purpose of the Experiment The goal of this experiment was to verify whether the logical field ΨΛ could spontaneously
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Atomic Identifiers ΨΛ — data dictionary and QA
What it is A clean export of ΨΛ atomic identifiers for the 118 real elements (H→Og), ready for modeling and
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ΨΛ vs real-world physics — comparisons without formulas
Summary Concise matches between the ΨΛ Grid and established measurements: nuclear scales, energy trends, transition behavior, macroscopic gravity, and solar
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Transdisciplinary validation ΨΛ — consistent across physics, biology, information, and cosmos
Summary We report cross-domain checks where one logical engine reproduces standard observations without ad‑hoc tuning: DNA UV absorption (~260 nm),