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Bio・Chemistry・Pharmaceuticals/Life Science
 

Image by ANIRUDH

As a technology conglomerate, we conduct R&D several areas: bio, chemistry, pharmaceuticals・life sciences on the basis of a world leading technology "World System on the Basis of Bidirectional Encoder Representations from Transformers(BERT), Categorical Network(CN) and Point-Voxel Convolutional Neural Network(PVCNN)." Artificial general intelligence(AGI) based on category theory unifies large-scale language models based on Transformer, and ML models informed of chemistry and physics. In addition, "new coupling" can be achieved by linking different knowledge domains with functors. This will lead to the invention of new drugs and the discovery of new chemical substances.

Whitepapers

Case 1:

Q-PINN (Quantum Physics Informed Neural Network) simulation of time evolution of molecules based on Schrödinger equation and automatic creation of medicine for ischemic heart disease

Case 2:

Quantum Interference Logic Gates: A Comprehensive Theoretical and Computational Study of Molecular-Scale Computing

Case 3:

Enhanced Forest Carbon Sequestration System: A Comprehensive Biotechnological Approach to Amplify Global Forest Carbon Sinks

Case 4:

Mitochondrial Complex I Inhibition Suppresses Metastasis in Renal Cell Carcinoma Through Metabolic Reprogramming, Redox Imbalance, and Disruption of Epigenetic Plasticity

Case 5:

Hierarchical Nanocomposite of Nitrogen-Doped Graphene Quantum Dots, Carboxylated Multi-Walled Carbon Nanotubes, and Defect Engineered Transition Metal Dichalcogenides for Ultra-High Performance Energy Storage: A Comprehensive Study of Synthesis, Characterization, and Mechanisms​​

Case 6:

Microbiome-Mediated Epigenetic Regulation of Carcinogen Metabolism and Its Impact on Distal Organ Tumorigenesis: A Comprehensive In Silico Investigation

White Structure

 

Features

01   Biotechnology

Biotechnology encompasses a wide range of areas, such as genetic engineering, bioinformatics, biomanufacturing, and synthetic biology. AGI could be used to enhance biotechnology in several ways, such as

 

 - Designing novel biological systems and organisms that have desired properties and functions, such as improved disease resistance, productivity, or environmental adaptation. AGI could use its general reasoning and learning abilities to generate and evaluate possible designs, and optimize them according to multiple criteria and constraints. AGI could also use its creativity and imagination to explore novel and unconventional solutions that may not be obvious to human biotechnologists.

 

 - Analyzing and interpreting large and complex biological data, such as genomic, proteomic, metabolomic, and transcriptomic data. AGI could use its general knowledge and understanding of biology to extract meaningful insights and patterns from the data, and discover new biological phenomena and mechanisms. AGI could also use its general communication and collaboration skills to present and explain its findings to human biologists, and interact with them to refine and validate its hypotheses and models.

 

 - Automating and optimizing biotechnological processes and workflows, such as cloning, sequencing, culturing, and testing. AGI could use its general problem-solving and decision-making skills to plan and execute the optimal sequence of actions and interventions, and adapt to changing conditions and uncertainties. AGI could also use its general perception and manipulation skills to operate various biotechnological instruments and equipment, and handle various biological samples and materials.

02   Chemistry

Chemistry is the science of the structure, composition, and transformation of matter. Chemistry involves the study and manipulation of atoms, molecules, and chemical reactions. Chemistry has many applications in various fields, such as materials science, energy, medicine, and agriculture. AGI could be used to enhance chemistry in several ways, such as:

 

 - Predicting and designing new chemical compounds and materials that have desired properties and functions, such as high strength, conductivity, biocompatibility, or catalytic activity. AGI could use its general reasoning and learning abilities to generate and evaluate possible chemical structures, and optimize them according to multiple criteria and constraints. AGI could also use its creativity and imagination to explore novel and unconventional solutions that may not be obvious to human chemists.

 

 - Analyzing and interpreting large and complex chemical data, such as spectroscopic, chromatographic, and crystallographic data. AGI could use its general knowledge and understanding of chemistry to extract meaningful insights and patterns from the data, and discover new chemical phenomena and mechanisms. AGI could also use its general communication and collaboration skills to present and explain its findings to human chemists, and interact with them to refine and validate its hypotheses and models.

 

 - Automating and optimizing chemical processes and workflows, such as synthesis, purification, characterization, and testing. AGI could use its general problem-solving and decision-making skills to plan and execute the optimal sequence of actions and interventions, and adapt to changing conditions and uncertainties. AGI could also use its general perception and manipulation skills to operate various chemical instruments and equipment, and handle various chemical samples and materials.

03   Pharmaceutical/Life Sciences

Pharmaceutical/life sciences is the field of developing and producing drugs and other medical products that can prevent, treat, or cure diseases and improve human health. Pharmaceutical/life sciences involves various disciplines, such as pharmacology, toxicology, pharmacokinetics, pharmacodynamics, and clinical trials. AGI could be used to enhance pharmaceutical/life sciences in several ways, such as:

 

 - Discovering and developing new drugs and therapies that have high efficacy, safety, and specificity for various diseases and conditions. AGI could use its general reasoning and learning abilities to generate and evaluate possible drug candidates, and optimize them according to multiple criteria and constraints. AGI could also use its creativity and imagination to explore novel and unconventional solutions that may not be obvious to human pharmaceutical scientists.

 - Analyzing and interpreting large and complex pharmaceutical/life sciences data, such as genomic, proteomic, metabolomic, and clinical data. AGI could use its general knowledge and understanding of pharmacology, biology, and medicine to extract meaningful insights and patterns from the data, and discover new drug targets and mechanisms. AGI could also use its general communication and collaboration skills to present and explain its findings to human pharmaceutical scientists, and interact with them to refine and validate its hypotheses and models.

 

 - Automating and optimizing pharmaceutical/life sciences processes and workflows, such as drug synthesis, formulation, delivery, testing, and regulation. AGI could use its general problem-solving and decision-making skills to plan and execute the optimal sequence of actions and interventions, and adapt to changing conditions and uncertainties. AGI could also use its general perception and manipulation skills to operate various pharmaceutical/life sciences instruments and equipment, and handle various pharmaceutical/life sciences samples and materials.

Vaccine Production Line

New York General Group Cancer Center
2024

Image by Trophim Lapteff

Nanotechnology at NYGG
2024

Image by Qingbao Meng
Image by NASA

 

In the rapidly evolving landscape of technological advancement, the advent of Artificial General Intelligence (AGI) represents a potential singularity, the ramifications of which could cascade across multiple sectors, amplifying their capacity, efficacy, and transformative power in unprecedented ways. This report meticulously explores seven distinct technological domains, elucidating the profound positive impacts AGI might bestow upon them.

Artificial Intelligence (AI) has been making significant strides in various fields, and chemistry is no exception. The integration of AI in chemistry promises a revolution in the way researchers seek and synthesize useful new substances. However, this revolution is yet to fully materialize due to the lack of sufficient data to feed AI systems.

Image by Terry Vlisidis
Image by Donald Giannatti

 

Feature

 

Disruptive and Creative Technology

Advances in technology are the world's biggest megatrends. In particular, emerging technologies such as AI, automated driving, robotics, augmented reality (AR) and virtual reality (VR), and others that extend human capabilities and develop autonomously. 

In such a world, we are researching and developing "World System on the Basis of Bidirectional Encoder Representations from Transformers(BERT), Categorical Network(CN) and Point-Voxel Convolutional Neural Network(PVCNN)."

With the disruptive and creative technologies, we are paving the way for a new era in each industry to deliver better results to our customers.

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