Published Technical Disclosure Archive

AI-Driven Maize Breeding: Gene Editing & ML Innovation

Publication ID: 24-11856906_0010_PTD
Published: October 27, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Driven Maize Breeding: Gene Editing & ML Innovation,” Published Technical Disclosure No. 24-11856906_0010_PTD, Published October 27, 2025, available at https://archive.pr1or.art/24-11856906_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. 11,856,906.

Background and Problem Solved

Traditional plant breeding methods for maize hybrid development are time-consuming, labor-intensive, and often limited by the availability of desirable traits. The original patent for maize hybrid X18R501 addressed some of these limitations, but the new invention takes a significant leap forward by integrating AI, ML, and gene editing to overcome the existing constraints and create a more efficient, effective, and sustainable maize breeding process.

Novelty and Inventive Step

The new claims introduce a paradigm shift in maize hybrid development by combining AI, ML, gene editing, and precision agriculture techniques to create a more efficient, effective, and sustainable breeding process. The integration of these technologies enables the creation of novel maize varieties with enhanced traits, real-time monitoring capabilities, and optimized crop management, which is not obvious from the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include the use of different AI and ML algorithms, varying gene editing techniques, or the integration of additional precision agriculture tools. Variations of the invention could also focus on different crops or agricultural applications, such as soybean or wheat breeding, or the development of novel traits for specific environmental conditions.

Potential Commercial Applications and Market

The invention has significant commercial potential in the agricultural industry, particularly in the development of novel maize varieties with enhanced traits. The market for precision agriculture and crop management is growing rapidly, and the integration of AI, ML, and gene editing techniques could revolutionize the industry. The invention could also have applications in other industries, such as biotechnology, food processing, and environmental sustainability.

CPC Classifications

SectionClassGroup
A A01 A01H6/4684
A A01 A01H5/10

Field of Art

Plant Breeding and Genetic Engineering, specifically maize (corn) hybrid development, involving biotechnology techniques for crop improvement, with expertise in genetic manipulation, breeding strategies, and agricultural innovation

Person of Ordinary Skill (PHOSITA) Profile

A professional with advanced degrees in plant genetics, biotechnology, or agricultural sciences, possessing knowledge of molecular breeding techniques, gene editing technologies, machine learning applications in agriculture, and understanding of crop improvement methodologies

Obviousness Rationale

A PHOSITA would recognize that the PTD's proposed AI-driven and gene editing approaches represent predictable extensions of existing maize breeding technologies. The disclosed variations leverage known computational and genetic engineering techniques to accelerate and optimize hybrid development processes. The integration of machine learning, CRISPR, and precision agriculture tools represents a natural progression of existing plant breeding methodologies documented in the source patent.

Obvious Combinations & Variations

Source Patent Element
Traditional plant breeding method for developing hybrid maize varieties by crossing specific inbred lines
PTD Variation
AI and machine learning algorithms for predicting ideal trait combinations and accelerating breeding cycles
Obviousness Reasoning
Predictable application of computational techniques to existing breeding methodologies, representing a known approach to optimizing genetic selection processes
Source Patent Element
Genetic transformation techniques mentioned in source patent claim 4
PTD Variation
CRISPR-Cas9 gene editing for developing enhanced drought tolerance and yield potential
Obviousness Reasoning
Known gene editing technique applied to existing genetic modification strategies, representing a logical extension of established biotechnology practices
Source Patent Element
Hybrid development focusing on combining desirable traits
PTD Variation
MicroRNA-based environmental stress sensors integrated into hybrid seed development
Obviousness Reasoning
Predictable implementation of sensing technologies into existing crop improvement frameworks, utilizing known molecular biology techniques
Source Patent Element
Mechanical harvesting considerations for crop uniformity
PTD Variation
Autonomous farming robots and blockchain-based supply chain management for vertical agricultural integration
Obviousness Reasoning
Logical technological progression applying digital technologies to existing agricultural production challenges, representing a design choice within ordinary skill
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11856906 and the disclosed technical variations, a person having ordinary skill in the art would find the proposed maize hybrid development techniques obvious and non-inventive. The integration of artificial intelligence, gene editing, and precision agriculture technologies represents a predictable evolution of existing plant breeding methodologies, thereby rendering potential patent claims obvious and anticipatable by the present prior art disclosure.

Original Patent Information

Patent NumberUS 11,856,906
TitleMaize hybrid X18R501
Assignee(s)PIONEER HI-BRED INTERNATIONAL, INC.