DF AI Research
Independent Institute for Artificial Intelligence and Fundamental Research





Research Fields / Domaines de Recherche
We focus on symbolic artificial intelligence, logical modeling (ΨΛ, CUP-2.0), and practical applications in simulation, cosmology, and computational biology.
Publications & Books
Explore our books and research documents. Access our published works, technical reports, and downloadable resources.
Blog & News
Insights on artificial intelligence, research updates, and reflections on our projects. Articles in French and English to share progress, experiments, and perspectives.
Research Projects
Explore our ongoing work: theoretical models (ΨΛ, CUP-2.0), Python modules, Unity simulations, and applied AI experiments.


A selection of our key research and publications in artificial intelligence and fundamental sciences.
- ΨΛ Grid – Logical model of light, information, and gravity.
- CUP-2.0 – Memory optimization and symbolic computation framework.
- Bio Module – Logical modeling of biological systems.
- Cosmo Extended – Information-based approach to cosmology.
What if light was not only a wave or a particle, but a language?
The ΨΛ (Psi-Lambda) model proposes a bold hypothesis: light may contain a compressed, fractal, mathematically coded logical structure — the origin of matter, time, gravity, life… and perhaps consciousness.
This book is neither a novel nor a conventional academic treatise, but a bridge between scientific observation, mathematical logic, and fundamental curiosity. It explores hundreds of real spectral lines (UV, visible, IR) and shows that they are organized according to universal constants such as π, φ, or √2 — in a non-random, reproducible, and statistically significant way.
Through 13 rigorously structured chapters, the author confronts the ΨΛ hypothesis with the foundations of physics, biology, cosmology, and information theory. He proposes concrete tests, experimental protocols, and pathways toward a possible “spectral medicine” or an “informational cosmology.”
This interdisciplinary work is the product of a free mind, yet driven by logical rigor and deep respect for science. It does not claim to hold the truth, but invites us to think differently.
“DF AI Research gave me the opportunity to unify my work in artificial intelligence, physics, and symbolic models under one clear vision. The platform makes it possible to share both technical results and broader insights with an international audience.”

Let’s work together on your next AI and research project.
We develop and share innovative work to explore, experiment, and open new pathways in artificial intelligence and fundamental sciences. In collaboration with DF Games Studio, we handle all AI programming, WebGL development, and related technical implementations.”
Artificial Intelligence Research
We develop new approaches to artificial intelligence, exploring information logic, computational frameworks, and memory optimization.
Computational Cosmology
Our work investigates cosmology through the lens of information: spectral organization, fractal structures, and alternative models of gravity and time.
Computational Biology
We apply the ΨΛ logical grid to computational biology to study cohesion, mutation, and compatibility within living systems.