Personalized Lubricant Formulations and Delivery Systems

Publication ID: 24-11857674_0005_PTD
Published: October 28, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Personalized Lubricant Formulations and Delivery Systems,” Published Technical Disclosure No. 24-11857674_0005_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857674_0005_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. 11,857,674.

Summary of the Inventive Concept

A next-generation lubricant technology that leverages wearable biometric sensors, machine learning, and 3D printing to provide customized lubricant formulations and real-time application guidance, revolutionizing the lubricant industry with personalized, adaptive, and sustainable solutions.

Background and Problem Solved

The original lubricant formulations patent, while providing effective antimicrobial lubricants, has limitations in terms of personalization, adaptability, and sustainability. The new inventive concept addresses these limitations by integrating advanced technologies to create a more sophisticated and responsive lubricant system.

Detailed Description of the Inventive Concept

The new inventive concept comprises a wearable biometric sensor that detects skin conditions and lubrication needs, a machine learning algorithm that generates customized lubricant formulations based on the detected data, and a 3D printing module that fabricates the customized lubricant formulations. Additionally, the system includes a predictive model for lubricant requirements, a cloud-based AI platform for analyzing sensor data, and a mobile app for tracking lubricant usage. The bio-inspired lubricant composition incorporates antimicrobial peptides, silicone polymers, and pH-sensitive release mechanisms, while the modular lubricant cartridge system enables interchangeable cartridges and optimal lubricant selection.

Novelty and Inventive Step

The new claims introduce a paradigm shift in lubricant technology by integrating wearable sensors, machine learning, and 3D printing to provide personalized and adaptive lubricant formulations. The inventive step lies in the combination of these advanced technologies to create a responsive and sustainable lubricant system that surpasses the limitations of the original patent.

Alternative Embodiments and Variations

Alternative embodiments may include the use of different types of sensors, machine learning algorithms, or 3D printing technologies. Variations may also involve the incorporation of additional features, such as temperature control or antimicrobial coatings, to further enhance the lubricant system.

Potential Commercial Applications and Market

The personalized lubricant formulations and delivery systems have significant commercial potential in the healthcare, cosmetics, and industrial industries, offering a unique value proposition of customized, adaptive, and sustainable lubricant solutions that can improve user experience, reduce waste, and increase efficiency.

CPC Classifications

SectionClassGroup
A A61 A61K9/0034
A A61 A61K8/0216
A A61 A61K8/20
A A61 A61K8/24
A A61 A61K8/25
A A61 A61K8/891
A A61 A61K33/20
A A61 A61K47/02
A A61 A61K47/34
A A61 A61L31/14
A A61 A61L31/16
A A61 A61Q17/005
A A61 A61Q19/00
A A61 A61L2300/404
A A61 A61L2400/10

Field of Art

Personal care and medical lubricant technologies, with expertise in chemical formulation, biomaterials, sensor technologies, and advanced manufacturing techniques related to personalized medical and cosmetic applications

Person of Ordinary Skill (PHOSITA) Profile

A professional with advanced degrees in chemical engineering, biomedical engineering, or materials science, possessing knowledge of lubricant formulations, sensor integration, machine learning, and additive manufacturing techniques

Obviousness Rationale

A person having ordinary skill would recognize that the source patent's lubricant composition provides a foundational framework for technological enhancement through sensor-driven customization. The PTD's integration of machine learning, biometric sensing, and adaptive formulation represents a predictable technological progression that builds upon existing lubricant design principles. The combination of known technologies like silicone polymers, biometric sensors, and 3D printing represents an obvious extension of the source patent's core lubricant technology.

Obvious Combinations & Variations

Source Patent Element
Electrolyzed saline solution with hypochlorite and silicone polymer (dimethicone)
PTD Variation
Bio-inspired lubricant composition with hydrogel matrix, antimicrobial peptides, and silicone polymer
Obviousness Reasoning
A PHOSITA would recognize that enhancing antimicrobial properties through peptide integration is a predictable modification of existing antimicrobial lubricant technologies
Source Patent Element
Rheology modifier using sodium magnesium silicate
PTD Variation
Machine learning algorithm for generating customized lubricant formulations
Obviousness Reasoning
Adaptive formulation represents a logical technological progression from static rheology modification, utilizing computational techniques to optimize lubricant properties
Source Patent Element
Personal lubricant with specific chemical composition
PTD Variation
3D printing module for fabricating customized lubricant formulations
Obviousness Reasoning
Additive manufacturing techniques for personalized chemical formulations are a predictable application of advanced manufacturing technologies to existing lubricant design principles
Source Patent Element
Saline solution with specific sodium chloride concentration
PTD Variation
Wearable biometric sensors for detecting skin conditions and lubrication needs
Obviousness Reasoning
Integrating sensor technologies to dynamically assess chemical composition requirements represents an obvious technological enhancement in personalized medical technologies
Source Patent Element
Lubricant with hypochlorite concentration between 10-300 ppm
PTD Variation
pH-sensitive release mechanism for controlled delivery of antimicrobial agents
Obviousness Reasoning
Developing advanced delivery mechanisms for controlling antimicrobial agent release is a predictable refinement of existing lubricant formulation strategies
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857674 and the published technical disclosure, a person having ordinary skill in the art would find the claimed variations obvious, as the combination represents a predictable application of known technologies to enhance lubricant formulation and delivery through sensor integration, machine learning, and advanced manufacturing techniques. The disclosed variations constitute prima facie obviousness under 35 U.S.C. ยง 103, rendering potential patent claims in this domain unpatentable as a matter of law.

Original Patent Information

Patent NumberUS 11,857,674
TitleLubricant formulations
Assignee(s)REOXCYN, LLC