Published Technical Disclosure Archive

Modular AI-Driven Aerosol Delivery System Innovation

Publication ID: 24-11856986_0010_PTD
Published: October 27, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Modular AI-Driven Aerosol Delivery System Innovation,” Published Technical Disclosure No. 24-11856986_0010_PTD, Published October 27, 2025, available at https://archive.pr1or.art/24-11856986_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. 11,856,986.

Background and Problem Solved

The original patent for a customizable panel for aerosol delivery devices, while innovative, has limitations in terms of its fixed architecture, limited customization options, and lack of integration with advanced technologies. The present invention addresses these limitations by envisioning a modular, adaptive, and AI-driven aerosol delivery system that can be easily upgraded and modified to accommodate novel aerosol precursor materials and heating technologies, and provide users with a more personalized and efficient experience.

Novelty and Inventive Step

The present invention is novel and non-obvious in its modular, adaptive, and AI-driven approach to aerosol delivery, which enables seamless integration of novel aerosol precursor materials and heating technologies, and provides users with a more personalized and efficient experience. The use of AI-driven design and manufacturing processes, cloud-based platform, and bio-inspired adaptive materials are all new and non-obvious compared to the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include the use of different materials, such as graphene or nanomaterials, for the adaptive panel, or the integration of additional sensors and tracking features to provide users with more detailed insights into their inhalation habits. The invention could also be adapted for use in other industries, such as medical devices or consumer electronics.

Potential Commercial Applications and Market

The modular aerosol delivery system has significant commercial potential in the vaping and tobacco industries, as well as in the medical device and consumer electronics industries. The invention's ability to provide users with a more personalized and efficient experience, while also minimizing waste and environmental impact, makes it an attractive solution for companies looking to stay ahead of the curve in terms of innovation and sustainability.

CPC Classifications

SectionClassGroup
A A24 A24F40/40
A A24 A24F40/50
A A24 A24F40/60

Field of Art

Electronic aerosol delivery devices, specifically heat-not-burn systems and electronic cigarettes with modular component design and customizable user interfaces

Person of Ordinary Skill (PHOSITA) Profile

An engineer with expertise in electronic device design, materials science, and consumer electronics, familiar with modular product architectures and user customization techniques

Obviousness Rationale

A person having ordinary skill would recognize that the PTD's AI-driven and modular approach represents a predictable extension of the source patent's customizable panel design. The fundamental architecture of interchangeable components and user-specific customization is already established in the source patent, making the PTD's variations an obvious combination of known techniques in electronic device design and personalization strategies.

Obvious Combinations & Variations

Source Patent Element
Housing panel with customizable surface features including color, contour, pattern, and texture
PTD Variation
AI-driven design process for creating bespoke panel configurations and adaptive material responses
Obviousness Reasoning
Extending surface customization through computational design is a predictable application of existing customization principles, representing a known technique in product personalization
Source Patent Element
Removable and replaceable aerosol precursor consumable system
PTD Variation
Modular device architecture with interchangeable energy, vaporization, and panel modules
Obviousness Reasoning
Modularizing device components is a standard design approach for improving user upgradeability and product flexibility, which would be obvious to a skilled practitioner
Source Patent Element
Control unit with configurable receiving chamber and panel interfaces
PTD Variation
Cloud-based platform for monitoring device performance and providing software updates
Obviousness Reasoning
Integrating network connectivity and software management into physical devices is a well-established design strategy in consumer electronics, representing a predictable technological evolution
Source Patent Element
Panel featuring rail features for slidable engagement
PTD Variation
Bio-inspired self-healing adaptive materials responding to user behavior
Obviousness Reasoning
Developing responsive materials that enhance existing mechanical interfaces is a natural progression of materials science and engineering design principles
Source Patent Element
Customizable smoking article with configurable external features
PTD Variation
Cross-industry adaptation for medical devices and consumer electronics applications
Obviousness Reasoning
Transferring design principles across related technological domains is a common and obvious approach for expanding product functionality and market potential
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11856986 and the disclosed variations, a person having ordinary skill in the art would find the claimed innovations obvious, as they represent predictable combinations of known techniques in modular device design, user customization, and adaptive materials science. The PTD demonstrates that the claimed innovations are merely extensions of existing technological principles, lacking the requisite non-obviousness for patent protection.

Original Patent Information

Patent NumberUS 11,856,986
TitleCustomizable panel for aerosol delivery device
Assignee(s)RAI Strategic Holdings, Inc.