Next-Generation Hemp Extract Production and Personalization Platform

Publication ID: 24-11857590_0010_PTD
Published: October 28, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Next-Generation Hemp Extract Production and Personalization Platform,” Published Technical Disclosure No. 24-11857590_0010_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857590_0010_PTD
This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,857,590.

Summary of the Inventive Concept

A modular, AI-assisted hemp extract production and personalization platform that leverages advanced analytics, machine learning, and nanotechnology to create customized, high-efficacy extracts for various therapeutic applications.

Background and Problem Solved

The original patent disclosed methods for producing full-spectrum and broad-spectrum hemp extracts, but these methods are limited by their manual processes, batch-to-batch variability, and lack of personalization. The new inventive concept addresses these limitations by introducing a modular, AI-assisted purification platform that adaptively optimizes extraction conditions, generates personalized formulations, and utilizes advanced delivery systems.

Detailed Description of the Inventive Concept

The platform consists of a vertically-integrated, indoor cultivation facility, a real-time monitoring and control system, and an automated, continuous-flow extraction and purification process. The AI-assisted purification platform analyzes the hemp material and environmental factors in real-time, optimizing extraction conditions for maximum efficacy and consistency. The platform also integrates machine learning algorithms to generate personalized, full-spectrum hemp extract formulations based on user input, genomic data, and medical history. Furthermore, the platform incorporates a nanoparticle delivery system and transdermal patch for controlled release of the extracts through the skin. Additionally, the platform enables upcycling of hemp waste biomass into high-value, functionalized graphene materials for sustainable construction applications.

Novelty and Inventive Step

The new inventive concept introduces a paradigm shift in hemp extract production by integrating AI-assisted optimization, machine learning-based personalization, and advanced delivery systems, which are not taught or suggested by the original patent. The inventive concept's modular design, real-time monitoring, and continuous-flow processing also provide a significant improvement over the manual, batch-based methods disclosed in the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include the use of different AI algorithms, varying the type and ratio of solvents, or incorporating additional analytics tools. Variations of the platform could be designed for specific therapeutic applications, such as pain management or anxiety relief.

Potential Commercial Applications and Market

The next-generation hemp extract production and personalization platform has significant commercial potential in the cannabis, pharmaceutical, and wellness industries. The platform's ability to generate customized, high-efficacy extracts addresses a growing demand for personalized medicine and wellness products. The platform's potential applications in sustainable construction materials and upcycling of hemp waste biomass also provide opportunities for growth in the green technology and construction industries.

CPC Classifications

SectionClassGroup
A A61 A61K36/185
A A61 A61K31/05
A A61 A61K2236/31
A A61 A61K2236/331
A A61 A61K2236/333
A A61 A61K2236/35
A A61 A61K2236/37
A A61 A61K2236/53
A A61 A61K2236/55

Field of Art

Cannabinoid extraction, purification, and pharmaceutical composition technologies, involving organic chemistry, botanical processing, and pharmaceutical formulation techniques with expertise in solvent extraction, nanotechnology, and machine learning applications

Person of Ordinary Skill (PHOSITA) Profile

A professional with advanced degrees in chemical engineering, pharmaceutical sciences, or biotechnology, possessing knowledge of cannabis extraction methods, solvent chemistry, machine learning techniques, and pharmaceutical delivery systems

Obviousness Rationale

A PHOSITA would recognize that the PTD's AI-assisted extraction and personalization platform represents a predictable technological progression from the source patent's extraction methodology, utilizing known machine learning and nanotechnology techniques to enhance and optimize existing hemp extract production processes. The disclosed variations represent incremental improvements that would be obvious to a skilled practitioner seeking to enhance extraction efficiency, personalization, and delivery mechanisms.

Obvious Combinations & Variations

Source Patent Element
Extraction method using mixed solvents (heptane and ethanol) for hemp extract production
PTD Variation
AI-assisted adaptive solvent optimization and real-time extraction condition monitoring
Obviousness Reasoning
Applying machine learning to optimize existing extraction parameters is a known technique in chemical engineering, representing a predictable application of computational methods to improve established processes
Source Patent Element
Full spectrum hemp extract production process
PTD Variation
Personalized extract formulation using genomic data and machine learning algorithms
Obviousness Reasoning
Customizing pharmaceutical compositions based on individual patient characteristics is a well-established approach in precision medicine, representing an obvious extension of existing extraction technologies
Source Patent Element
Hemp extract concentration and purification techniques
PTD Variation
Nanoparticle encapsulation and transdermal delivery system
Obviousness Reasoning
Advanced drug delivery technologies are commonly applied to improve pharmaceutical absorption and bioavailability, representing a predictable technological enhancement
Source Patent Element
Cannabis plant material processing
PTD Variation
Vertical indoor cultivation with real-time monitoring and continuous-flow extraction
Obviousness Reasoning
Implementing automated, controlled cultivation and extraction processes is a standard technological progression in agricultural and pharmaceutical manufacturing
Source Patent Element
Hemp extraction and processing
PTD Variation
Upcycling hemp biomass into functionalized graphene materials
Obviousness Reasoning
Converting agricultural waste into high-value materials is a known approach in sustainable materials science, representing an obvious technological opportunity
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857590 and the disclosed technological variations, a Person Having Ordinary Skill In The Art would find the claimed innovations obvious and lacking inventive step. The PTD demonstrates that the claimed AI-assisted, personalized hemp extract production platform represents a predictable combination of known techniques in extraction, machine learning, and pharmaceutical formulation, thereby rendering subsequent claims of novelty invalid under 35 U.S.C. ยง 103.

Original Patent Information

Patent NumberUS 11,857,590
TitleSystems and methods for producing hemp extracts and compositions
Assignee(s)Ecofibre Limited