Published Technical Disclosure Archive

AI-Powered Lettuce Breeding: Next-Gen Crop Innovation

Publication ID: 24-11856904_0010_PTD
Published: October 26, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Powered Lettuce Breeding: Next-Gen Crop Innovation,” Published Technical Disclosure No. 24-11856904_0010_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856904_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. 11,856,904.

Background and Problem Solved

The original Apollo Creed lettuce cultivar patent demonstrated significant improvements in iceberg lettuce, but it is limited by its reliance on traditional breeding methods and lack of integration with modern technologies. The present invention addresses these limitations by introducing genetically engineered photosynthetic pathways, precision breeding using machine learning, autonomous farming systems, CRISPR-Cas9 edited genomes, and vertically integrated production facilities.

Novelty and Inventive Step

The present invention's novelty lies in its integration of advanced biotechnology, machine learning, and autonomous systems to create a next-generation lettuce cultivar and farming system. The inventive step is the combination of these technologies to achieve unprecedented levels of efficiency, sustainability, and productivity in the lettuce industry.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include the application of these technologies to other crop species, the development of new machine learning algorithms for trait prediction, or the integration of additional sensors and data sources into the autonomous farming system.

Potential Commercial Applications and Market

The invention has significant commercial potential in the lettuce industry, with potential applications in precision agriculture, vertical farming, and sustainable food production. The target market includes commercial lettuce growers, agricultural technology companies, and environmentally conscious consumers.

CPC Classifications

SectionClassGroup
A A01 A01H6/1472
A A01 A01H5/10
A A01 A01H5/12

Field of Art

Plant biotechnology, agricultural genetics, and crop improvement, with expertise in lettuce breeding, genetic engineering, and advanced agricultural technologies

Person of Ordinary Skill (PHOSITA) Profile

A professional with advanced degrees in plant science, molecular biology, or agricultural engineering, possessing knowledge of genetic modification techniques, machine learning applications in breeding, and precision agriculture technologies

Obviousness Rationale

A PHOSITA would recognize that the PTD's disclosed variations represent predictable extensions of existing lettuce breeding and agricultural technologies, applying known genetic engineering and machine learning techniques to improve crop performance and production efficiency. The claimed innovations represent logical combinations of established biotechnological methods with emerging precision agriculture approaches. The technical variations demonstrate incremental improvements that would be obvious to a skilled practitioner familiar with contemporary agricultural biotechnology research.

Obvious Combinations & Variations

Source Patent Element
Lettuce cultivar with specific genetic characteristics
PTD Variation
Genetically engineered photosynthetic pathway with recombinant gene for light-harvesting complex
Obviousness Reasoning
Genetic modification of crop photosynthetic pathways is a well-established technique, and a PHOSITA would find it predictable to enhance crop yield through targeted genetic interventions
Source Patent Element
Plant breeding methodology
PTD Variation
Machine learning algorithms for predicting optimal trait combinations
Obviousness Reasoning
Integration of computational methods with traditional breeding approaches represents a known and obvious technological progression in agricultural research
Source Patent Element
Plant genetic characteristics
PTD Variation
CRISPR-Cas9 genome editing to introduce abiotic stress tolerance
Obviousness Reasoning
CRISPR technology is a standard tool for precise genetic modification, and developing stress-tolerant crop varieties is a predictable and desired outcome in agricultural biotechnology
Source Patent Element
Plant cultivation techniques
PTD Variation
Autonomous farming system with drone-based hyperspectral imaging and AI decision-making
Obviousness Reasoning
Combining sensor technologies, autonomous systems, and machine learning is a natural evolution of precision agriculture techniques
Source Patent Element
Lettuce production methods
PTD Variation
Vertically integrated hydroponic production facility with robotic harvesting and AI quality control
Obviousness Reasoning
Technological integration of robotics, AI, and controlled environment agriculture represents an obvious optimization of existing agricultural production methodologies
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11856904 and the disclosed technological variations, a Person Having Ordinary Skill In The Art would find the claimed innovations obvious and lacking inventive step. The proposed technical combinations represent predictable applications of known genetic engineering, machine learning, and precision agriculture techniques to lettuce cultivation, thereby rendering subsequent patent claims obvious under 35 U.S.C. Section 103.

Original Patent Information

Patent NumberUS 11,856,904
TitleLettuce cultivar Apollo Creed
Assignee(s)Southwest Genetics, LLC