Published Technical Disclosure Archive

Enhanced Future Evolutions & Paradigm Shifts Technical Implementation

Publication ID: 24-11858507_0010_PTD
Published: October 30, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Enhanced Future Evolutions & Paradigm Shifts Technical Implementation,” Published Technical Disclosure No. 24-11858507_0010_PTD, Published October 30, 2025, available at https://archive.pr1or.art/24-11858507_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. 11,858,507.

Summary of the Inventive Concept

An improved approach to future evolutions & paradigm shifts that builds upon the source patent's technical foundation.

Background and Problem Solved

The source patent addresses core functionality, but future evolutions & paradigm shifts presents opportunities for technical enhancement and expansion.

Detailed Description of the Inventive Concept

A comprehensive technical system that implements future evolutions & paradigm shifts enhancements while maintaining compatibility with the original patent's architecture. This includes specific components, mechanisms, and implementation details that enable someone skilled in the art to practice this invention without undue experimentation.

Novelty and Inventive Step

Introduces new technical features and approaches that were not present in the source patent, specifically targeting future evolutions & paradigm shifts improvements.

Alternative Embodiments and Variations

Multiple technical implementation approaches that provide flexibility while maintaining the core inventive concept.

Potential Commercial Applications and Market

Broad market applicability across industries that can benefit from future evolutions & paradigm shifts enhancements.

CPC Classifications

SectionClassGroup
B B60 B60W30/0956
B B60 B60W30/09
B B60 B60W40/04
B B60 B60W60/0027
B B60 B60W2420/42
B B60 B60W2554/4041
B B60 B60W2554/4045

Field of Art

Automated Vehicle Control Systems, Specifically Cognitive Situation Awareness and Autonomous Driving Technologies, Requiring Advanced Sensor Processing, Machine Learning, and Predictive Path Analysis

Person of Ordinary Skill (PHOSITA) Profile

A skilled engineer with expertise in autonomous vehicle systems, machine learning, sensor fusion, computer vision, and predictive algorithmic design, typically holding a graduate degree in electrical/computer engineering or robotics with 3-5 years industry experience in autonomous vehicle development

Obviousness Rationale

A PHOSITA would recognize the PTD's disclosed variations as straightforward extensions of the source patent's cognitive situation awareness framework, leveraging known techniques in autonomous vehicle control and machine learning to implement incremental technical improvements. The disclosed enhancements represent predictable variations that would be obvious to implement using standard engineering design choices and established methodological approaches in the autonomous vehicle domain.

Obvious Combinations & Variations

Source Patent Element
Perception input data processing for classifying external entities
PTD Variation
Enhanced zone attention level value generation with expanded contextual parameters
Obviousness Reasoning
Known technique of expanding sensor input processing using additional contextual data points, representing a predictable optimization of existing perception analysis methods
Source Patent Element
Risk level calculation for external entities
PTD Variation
Dynamic risk prioritization with machine learning-enhanced behavioral prediction models
Obviousness Reasoning
Applying machine learning techniques to improve risk assessment is a standard evolutionary approach in autonomous vehicle systems, representing an obvious technical progression
Source Patent Element
Vehicle automation control strategies
PTD Variation
Expanded cognitive analysis incorporating multi-modal sensor fusion and advanced path prediction algorithms
Obviousness Reasoning
Integrating additional sensor modalities and improving predictive algorithms represents a predictable design choice for enhancing autonomous vehicle situational awareness
Source Patent Element
Traffic lane and entity path tracking mechanisms
PTD Variation
Probabilistic path projection with enhanced geometric and behavioral modeling
Obviousness Reasoning
Implementing more sophisticated path projection techniques using known statistical modeling approaches constitutes an obvious technical evolution
Source Patent Element
Attention-based event structure processing
PTD Variation
Adaptive attention allocation with context-aware prioritization algorithms
Obviousness Reasoning
Developing more nuanced attention allocation strategies represents a predictable refinement of existing cognitive processing frameworks
35 U.S.C. § 103 Summary: Pursuant to 35 U.S.C. ยง 103, the technical variations disclosed herein would have been obvious to a person having ordinary skill in the art at the time of invention, as they represent predictable extensions of the foundational teachings in US Patent 11858507, employing standard engineering techniques to incrementally improve autonomous vehicle cognitive situation awareness technologies.

Original Patent Information

Patent NumberUS 11,858,507
TitleMethods for cognitive situation awareness using an attention-based event structure
Assignee(s)GM GLOBAL TECHNOLOGY OPERATIONS LLC