Published Technical Disclosure Archive

AI-Enhanced Wireless Locatable Tag System Innovation

Publication ID: 24-11857063_0010_PTD
Published: November 07, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Enhanced Wireless Locatable Tag System Innovation,” Published Technical Disclosure No. 24-11857063_0010_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857063_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. 11,857,063.

Background and Problem Solved

The original wirelessly locatable tag invention, while effective for basic localization, lacks the sophistication to adapt to changing environmental conditions, predict security threats, or offer users customization options. This invention addresses these limitations by introducing advanced sensing, artificial intelligence, and modular design to create a more robust and versatile wirelessly locatable tag system.

Novelty and Inventive Step

The novelty of this invention lies in the integration of MEMS sensors, machine learning algorithms, and modular component architecture to create a wirelessly locatable tag system that adapts to environmental changes, predicts security threats, and offers users customization options. The inventive step is the combination of these advanced technologies to provide a more robust, versatile, and user-friendly wirelessly locatable tag system.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include the use of different types of sensors, such as accelerometers or gyroscopes, or the integration of additional features, such as GPS or NFC capabilities. Variations of the modular component architecture could also be explored, such as the use of different materials or manufacturing processes.

Potential Commercial Applications and Market

The advanced wirelessly locatable tag system has significant commercial potential in various industries, including logistics, supply chain management, retail, and healthcare. The system's ability to adapt to environmental changes, predict security threats, and offer customization options makes it an attractive solution for companies seeking to improve their asset tracking and management capabilities.

Field of Art

Wireless tracking and localization technologies, specifically electronic tagging systems with embedded sensors and communication modules

Person of Ordinary Skill (PHOSITA) Profile

An electrical engineer with expertise in MEMS sensors, wireless communication protocols, embedded systems design, and IoT device development, typically holding a master's degree with 3-5 years of industry experience

Obviousness Rationale

A person having ordinary skill in the art would recognize that the PTD's proposed variations represent predictable extensions of the source patent's core wireless locatable tag technology. The proposed machine learning, modular architecture, and environmental sensing capabilities are logical incremental improvements that would be obvious to implement using standard engineering techniques and known sensor integration methods. The fundamental wireless tracking framework established in the source patent provides a clear technological foundation for these enhancements.

Obvious Combinations & Variations

Source Patent Element
Wireless signal transmission mechanism for locating a tag
PTD Variation
Incorporating MEMS sensors to dynamically adjust wireless signal transmission frequency based on environmental conditions
Obviousness Reasoning
A PHOSITA would recognize that adapting transmission parameters based on sensor inputs is a known technique for optimizing wireless communication, representing a predictable design variation
Source Patent Element
Single wirelessly locatable tag design
PTD Variation
Creating a networked system of tags that transmit unique identifiers to a central server for comprehensive tracking and analysis
Obviousness Reasoning
Extending single-device tracking to a networked system is an obvious scaling approach using standard IoT communication architectures
Source Patent Element
Fixed housing configuration for wireless tag
PTD Variation
Implementing a modular, interchangeable component architecture allowing user customization of tag functionality
Obviousness Reasoning
Modular design is a standard engineering approach for creating flexible, adaptable electronic devices with predictable implementation strategies
Source Patent Element
Basic wireless location tracking mechanism
PTD Variation
Applying machine learning algorithms to analyze movement patterns and predict potential security threats
Obviousness Reasoning
Integrating predictive analytics with tracking systems is a well-established technique in location-based technologies, representing an obvious enhancement
Source Patent Element
Battery-powered wireless tag
PTD Variation
Incorporating miniature energy harvesting systems like piezoelectric generators to extend battery life
Obviousness Reasoning
Energy harvesting is a known technique for improving device autonomy, with multiple established implementation strategies in portable electronics
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857063 and the disclosed technical variations, a person having ordinary skill in the art would find the proposed wireless tag enhancements obvious and lacking inventive step. The combination of known wireless tracking techniques, sensor integration methods, and standard IoT architectural principles renders the claimed innovations prima facie obvious under 35 U.S.C. ยง 103.

Original Patent Information

Patent NumberUS 11,857,063
TitleAudio output system for a wirelessly locatable tag
Assignee(s)Apple Inc.