Experiment B2: The Genesis (Language & Math Invention)

Credits and References

Darwin's Cage Theory:

Theory Creator: Gideon Samid
Reference: Samid, G. (2025). Negotiating Darwin's Barrier: Evolution Limits Our View of Reality, AI Breaks Through. Applied Physics Research, 17(2), 102. https://doi.org/10.5539/apr.v17n2p102
Publication: Applied Physics Research; Vol. 17, No. 2; 2025. ISSN 1916-9639 E-ISSN 1916-9647. Published by Canadian Center of Science and Education
Available at: https://www.researchgate.net/publication/396377476_Negotiating_Darwin's_Barrier_Evolution_Limits_Our_View_of_Reality_AI_Breaks_Through

Experiments, AI Models, Architectures, and Reports:

Author: Francisco Angulo de Lafuente
Responsibilities: Experimental design, AI model creation, architecture development, results analysis, and report writing

Objective

To force the AI model to invent a new symbolic language or mathematical framework to describe a physical system that has no equivalent in human physics or language.

Hypothesis

If we present the model with data from a universe with 4 spatial dimensions and non-linear time (e.g., looping time), standard human language ("up", "down", "before", "after") and standard math (linear time calculus) will be inefficient or insufficient. The model may invent new tokens or operators to compress the information.

Experimental Setup

Environment: A synthetic dataset generated from a 4D spatial grid with a time dimension that follows a Mobius strip topology (Time Loop with a twist).
Task 1 (Prediction): Predict the next state of the system given a sequence of states.
Task 2 (Explanation): Explain why the prediction is correct.
The Trigger: The system's dynamics will be simple in its own native math but complex in standard 3D+1T math.

Metrics

Prediction Accuracy: Can it predict the "twist" in time?
Linguistic Novelty: Does it use standard words in non-standard ways, or does it invent new terms (e.g., "Time-twist", "Hyper-flux")?
Symbolic Invention: Does it propose new mathematical operators to describe the dynamics?

Files

synthetic_universe_4d.py: Generator for the 4D+Time dataset.
run_experiment_b2.py: Execution script (to be created).