Digital Twin In-Vitro: Spatiotemporal Physical Execution of Drug Delivery

Title: Digital Twin In-Vitro: Spatiotemporal Physical Execution of Drug Delivery - Deterministic Thermodynamic Realization on a Massive-Scale Computational Manifold Summary:This technical paper introduces a paradigm-shifting computational framework based on Physical Intelligence (PI), moving beyond probabilistic AI inference to deterministic physical execution. Utilizing a massive-scale 100,000-node computational manifold and a high-fidelity physical kernel, we present a comprehensive Digital Twin In-Vitro system designed to validate macromolecular drug candidates within high-viscosity biological environments. Key Breakthroughs: Dynamic Damping Field Realization: Successfully translated the 400cP viscosity of human vitreous humor into a dynamic damping field, preserving drug phase integrity via soliton wave optimization. Autonomous Administration Optimization: Features an integrated optimizer that evaluates delivery modalities (e.g., micro-jet kinetics) to identify the highest structural confidence for specific bio-interfaces. Deterministic Case Study (Genesis #003): Manifested the entire lifecycle of a novel optic nerve regenerator, recording a peak localized binding affinity of 1.79 G and a cumulative tissue recovery volume of 124.72 mm³. Programmed Structural Annihilation: Demonstrated a physically programmed 48-hour time-lock mechanism that triggers structural dissolution, ensuring safe clearance and zero-residue accumulation. This methodology establishes a new gold standard for generating regulatory-grade clinical evidence, providing a Deterministic Physical Evidence-Generation Protocol that effectively circumvents the temporal and financial constraints of traditional biological assays.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-18
DOI
https://doi.org/10.5281/zenodo.21430982
Primary Topic
3D Printing in Biomedical Research
Type
preprint
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preprint

Digital Twin In-Vitro: Spatiotemporal Physical Execution of Drug Delivery

QuantNature Global
Zenodo (CERN European Organization for Nuclear Research)
3D Printing in Biomedical Research
preprint

Digital Twin In-Vitro: Spatiotemporal Physical Execution of Drug Delivery

QuantNature Global
preprint en

Abstract

Title: Digital Twin In-Vitro: Spatiotemporal Physical Execution of Drug Delivery - Deterministic Thermodynamic Realization on a Massive-Scale Computational Manifold Summary:This technical paper introduces a paradigm-shifting computational framework based on Physical Intelligence (PI), moving beyond probabilistic AI inference to deterministic physical execution. Utilizing a massive-scale 100,000-node computational manifold and a high-fidelity physical kernel, we present a comprehensive Digital Twin In-Vitro system designed to validate macromolecular drug candidates within high-viscosity biological environments. Key Breakthroughs: Dynamic Damping Field Realization: Successfully translated the 400cP viscosity of human vitreous humor into a dynamic damping field, preserving drug phase integrity via soliton wave optimization. Autonomous Administration Optimization: Features an integrated optimizer that evaluates delivery modalities (e.g., micro-jet kinetics) to identify the highest structural confidence for specific bio-interfaces. Deterministic Case Study (Genesis #003): Manifested the entire lifecycle of a novel optic nerve regenerator, recording a peak localized binding affinity of 1.79 G and a cumulative tissue recovery volume of 124.72 mm³. Programmed Structural Annihilation: Demonstrated a physically programmed 48-hour time-lock mechanism that triggers structural dissolution, ensuring safe clearance and zero-residue accumulation. This methodology establishes a new gold standard for generating regulatory-grade clinical evidence, providing a Deterministic Physical Evidence-Generation Protocol that effectively circumvents the temporal and financial constraints of traditional biological assays.

Zenodo (CERN European Organization for Nuclear Research)
Good health and well-being
3D Printing in Biomedical Research
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Digital Twin In-Vitro: Spatiotemporal Physical Execution of Drug Delivery — QuantNature Global · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS