/EXXOGEN is a DeepTech biotechnology startup redefining molecular recognition with a proprietary, closed-form analytical operator to calculate quantum-level interactions directly from first-principles physics.
We don't search databases - we calculate reality
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/Core Breakthrough
Bypassing iterative Density Functional Theory (DFT) approximations and supercomputer overhead, EXXOGEN utilizes a novel, proprietary analytical operator derived from fundamental quantum principles. Rather than repackaging existing engines, the proprietary operator computes the quantum-level dynamics in the background, outputting the structured and refined energy matrix as seen in the benchmark datasets, delivering near instantaneous computation and massive scalability.
/Test
Testing across independent molecular structures (1D66 and 1H9E) proves that our equation is not data-fitted overfitting, but a universal, molecule-invariant physical law. Identical quantized energy eigenvalues and sub-percent convergence emerged across completely different systems.
/Benchmark Validation
Testing against the GAL4–DNA complex (PDB: 1D66) demonstrated precise structural mapping and high-fidelity energy state correlation with published crystallographic and biophysical data.
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/Biomolecular Applications
Validated on metagenomic structural datasets(e.g.,ESMAtlasMGYP001563787740)The model successfully captured periodic energetic behavior corresponding to the ideal 3.6 residue/turn alpha-helical periodicity, revealing structural energy oscillations and salt-bridge stabilization patterns critical for biophysical resilience.
Operational Principle: Legacy workflows rely on empirical data fitting, whereas EXXOGEN evaluates closed-form ab initio quantum potential calculations directly. Data Dependency: Rather than relying on database templates or pre-existing structural patterns, EXXOGEN takes PDB/mmCIF files purely as atomic coordinate inputs and performs direct physical computations. Real-Time Quantum Dynamic Outputs: Instead of static surface models, EXXOGEN computes quantum fields and instantly evaluates the complete vibrational profile for every interatomic boundary.
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Molecular structures and quantum field maps visualized in PyMOL straight from EXXOGEN-computed CSV data, operating completely independent of external database templates.
While modern generative and predictive AI tools excel at calculating probabilities and producing impressive outputs, probability does not equal physical reality. In molecular biology and pharmaceutical research, laboratory confrontation with hard experimental data eventually exposes "elegant but mistaken" AI predictions, forcing a return to the rigorous foundations of physics, quantum chemistry, and mathematics.
/Python
EXXOGEN is fully implemented in Python, executing all core quantum and physical computations directly within the Python environment. All analytical plots and data visualizations are generated directly within the same Python environment.
/Scalability & High-Throughput Computation
EXXOGEN successfully processed the complete Titin structure (UniProt Q8WZ42), mapping over 1,000,000 discrete quantum interaction vectors (140 MB CSV dataset)
30 minute calculation on an average computer.
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Basic sample References (does not include the full vibration profile)
/Link:
EXXOGEN quantum benchmark sample v1.0 (10 molecules) – available on GitHub
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/Primary Target Markets: Next-Generation Drug Discovery, Target Identification, Radiation-Hardened Space Electronics , Bio-Semiconductors, Rational Enzyme Engineering, Synthetic Biology.
/Current Stage: Seeking strategic R&D partnerships, academic/industrial testing collaborations, and Pre-Seed/Seed investment in DeepTech, Computational Chemistry, and Biotech.
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We don't search databases - we calculate reality
1AON
1AON SIDE VIEW
TITIN Q8WZ42
/Follow for more
Kis Norbert Levente / Founder
© 2026 /EXXOGEN
