🧠 CUP 2.0 – The Universal Parametric Brain

CUP 2.0 (Cerveau Universel Paramétrique) is a next-generation neural architecture, designed to model life, consciousness, and adaptive evolution with unmatched scientific precision.

It is based on a universal analytical formula:

where:

E(xₜ): Specialized expertise (dynamic gating, Mixture-of-Experts)
M(xₜ): Cumulative memory (GRU networks, long-term consolidation)
A(xₜ): Symbolic attention (multi-head, dynamic focus)
R(xₜ): Logical feedback (internal feedback, logical stabilization)
Λ (Lambda): Intrinsic expansion (structural plasticity, graph growth)
C: Constant of existence (minimal stability and persistence)

🚀 Main Capabilities

Feature	Description
Autonomous learning	CUP learns from experience, rewards, or symbolic feedback.
Neural plasticity	The network self-reorganizes to adapt to environmental changes.
Multi-scale attention	Focuses dynamically on relevant inputs through symbolic attention.
Intelligent memory	Combines GRU + logical feedback to capture complex temporal patterns.
Specialized expertise	Automatically selects internal specialists via Mixture-of-Experts.
Emotional regulation	Adapts behavior through modulation of stress, dopamine, and attachment.
Compression and optimization	Auto-pruning and quantization maximize efficiency without cognitive loss.
Universal modularity	Deployable in bio-simulation, symbolic AI, cognitive robotics, cosmological modeling, and more.

🔬 Potential Applications

Biology: Simulating adaptive behaviors of living cells.
Medicine: Dynamically optimizing personalized treatments.
Physics: Modeling dark matter and dark energy.
Artificial Intelligence: Building autonomous symbolic adaptive agents.
Cosmology: Simulating the dynamic evolution of the universe.

🧠 Why choose CUP 2.0?

✔ Fully reversible formula (every computation is traceable and invertible)
✔ Zero black box: everything is mathematically explainable
✔ Real-time compatible: CPU, GPU, embedded, Web
✔ Fully modular: all layers, activations, normalizations are configurable
✔ Scientifically free license: free for research, forbidden for commercial resale
✔ Future-ready: designed for .NET, Unity, Python, WebAssembly

comparaison_spherecup_vs_photonprobability

🌌 CUP 2.0 – At the Core of Life and Intelligence Emergence

With its rigorous and extensible design, CUP 2.0 is not just an AI model:
It is a scientific foundation to understand, simulate, and create life, consciousness, and adaptive systems.

✨ CUP 2.0: Transforming our understanding of life and intelligence.

🔐 License & Usage

✅ Free for scientific, educational, and student use
🚫 Commercial or industrial use is strictly prohibited without explicit license

For business inquiries or licensing, please contact the project author directly.

Discover CUP 2.0 – A Universal Formula for the Emergence of Life and Consciousness

We are proud to introduce CUP 2.0, a universal analytical model describing the fundamental dynamics behind the emergence and evolution of complex systems, from biological organisms to the structure of the Universe.

CUP 2.0 formalizes how specialized expertise, cumulative memory, dynamic attention, logical feedback, intrinsic expansion, and a constant of existence together drive the spontaneous organization of matter, life, and intelligence.

You can download the full scientific manifesto here:
👉 Download the CUP 2.0 Manifesto (PDF)