Advanced Posture Training System with AI-Driven Personalized Coaching

Publication ID: 24-11857451_0010_PTD

Published: October 28, 2025

Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Advanced Posture Training System with AI-Driven Personalized Coaching,” Published Technical Disclosure No. 24-11857451_0010_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857451_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. 11,857,451.

Summary of the Inventive Concept

A next-generation posture training system integrating wearable devices, AI-driven personalized coaching, and real-time feedback to optimize posture improvement.

Background and Problem Solved

The original patent's shapable posture training device has limitations in providing continuous feedback and adaptive training protocols. The new inventive concept addresses these limitations by introducing a dynamic, real-time posture monitoring module and an AI-driven personalized coaching system.

Detailed Description of the Inventive Concept

The advanced posture training system comprises a wearable device with integrated sensors and machine learning algorithms that learn the user's posture patterns and provide personalized recommendations for improvement. The system includes a modular, interchangeable component system, allowing customization and upgrades to accommodate various body types, activities, and posture conditions. Additionally, the system incorporates haptic feedback, providing tactile cues to guide the user towards optimal posture alignment. The system can also integrate virtual and augmented reality, offering immersive, interactive training experiences and real-time feedback to enhance posture improvement.

Novelty and Inventive Step

The new inventive concept's novelty lies in the integration of AI-driven personalized coaching, real-time posture monitoring, and modular component systems, which provide a significant improvement over the original patent's shapable posture training device.

Alternative Embodiments and Variations

Alternative embodiments may include variations in sensor types, machine learning algorithms, and component materials. Additionally, the system could be adapted for use in different environments, such as in-office or at-home training.

Potential Commercial Applications and Market

The advanced posture training system has significant commercial potential in the health and wellness industry, particularly in the areas of physical therapy, fitness, and workplace ergonomics. Target industries may include healthcare providers, fitness centers, and corporate wellness programs.

CPC Classifications

Section	Class	Group
A	A61	A61F5/026
A	A61	A61F5/028

Section 103 Obviousness Analysis (PHOSITA)

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Field of Art

Biomechanical assistive devices and posture correction technologies, specifically wearable ergonomic support systems with a focus on spine alignment and user-adaptive training mechanisms

Person of Ordinary Skill (PHOSITA) Profile

A biomedical engineer or ergonomic device designer with expertise in wearable technologies, biomechanical sensing, and adaptive training systems, possessing knowledge of sensor integration, machine learning applications, and human movement analysis

Obviousness Rationale

A PHOSITA would recognize that integrating AI-driven personalization, sensor technologies, and adaptive feedback into the existing shapable posture training device represents a predictable technological evolution. The core mechanical principles of the source patent provide a foundational framework that naturally invites technological enhancement through digital sensing and machine learning. The PTD's variations represent incremental improvements that leverage known techniques in wearable technology and personalized training systems.

Obvious Combinations & Variations

Source Patent Element

Shapable chassis configured to be worn against thoracic spine region

PTD Variation

Adding integrated sensors to dynamically monitor spinal positioning and movement patterns

Obviousness Reasoning

Adding sensors to a wearable device is a known technique for capturing biomechanical data, representing a predictable application of existing sensor technologies to improve functionality

Source Patent Element

Modular rod and receiver system allowing device configuration

PTD Variation

Implementing a modular, interchangeable component system with AI-driven customization capabilities

Obviousness Reasoning

Extending modular design principles with adaptive technologies is an obvious design choice that enhances device flexibility and user personalization

Source Patent Element

Physical device for posture training

PTD Variation

Incorporating haptic feedback and virtual reality training interfaces

Obviousness Reasoning

Augmenting physical training devices with interactive feedback mechanisms is a well-established approach in assistive and training technologies

Source Patent Element

Static posture correction device

PTD Variation

Implementing machine learning algorithms to provide personalized, real-time posture improvement recommendations

Obviousness Reasoning

Applying machine learning to biomechanical training represents a predictable technological progression using known algorithmic techniques

Source Patent Element

Wearable spine alignment device

PTD Variation

Creating a comprehensive posture training platform with multi-modal interaction and continuous learning capabilities

Obviousness Reasoning

Expanding a single-purpose device into a comprehensive training system is an obvious technological evolution that leverages existing design principles

35 U.S.C. § 103 Summary: Pursuant to 35 U.S.C. § 103, the variations disclosed in this published technical disclosure (PTD) would have been obvious to a person having ordinary skill in the art at the time of invention, when considered in light of US Patent 11857451. The PTD demonstrates that the claimed innovations represent predictable technological extensions of existing posture training device technologies, utilizing known techniques of sensor integration, machine learning, and adaptive feedback systems to enhance the fundamental mechanical principles established in the source patent.

Original Patent Information

Patent Number	US 11,857,451
Title	Shapable posture training device
Assignee(s)	BAKBON LLC