Published Technical Disclosure Archive

AI-Driven Shrimp Immunity Enhancement Technology

Publication ID: 24-11856971_0010_PTD
Published: October 26, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Driven Shrimp Immunity Enhancement Technology,” Published Technical Disclosure No. 24-11856971_0010_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856971_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. 11,856,971.

Background and Problem Solved

The original patent disclosed a method for improving immunity in shrimps using an extract of cocoa rind. However, this approach has limitations, including the need for manual administration, lack of personalized treatment, and limited scalability. The present invention addresses these limitations by envisioning a comprehensive ecosystem that leverages cutting-edge technologies to revolutionize shrimp immunity.

Novelty and Inventive Step

The invention's novelty lies in its holistic approach to shrimp immunity, combining machine learning, genomic analysis, and advanced bioreactor technology to create a paradigm-shifting ecosystem. The inventive step resides in the integration of these components to provide a comprehensive solution that surpasses the limitations of the original patent.

Alternative Embodiments and Variations

Alternative embodiments may include variations in the machine learning algorithms, genomic analysis techniques, or bioreactor designs. Additionally, the system could be adapted for use in other aquatic species or integrated with existing farm management systems.

Potential Commercial Applications and Market

The invention has significant commercial potential in the global aquaculture industry, particularly in the shrimp farming sector. The system's ability to enhance disease resistance, reduce mortality rates, and improve overall shrimp health can lead to increased productivity, reduced costs, and improved profitability for shrimp farmers.

CPC Classifications

SectionClassGroup
A A23 A23K50/80
A A23 A23K10/30
A A61 A61D7/00
A A01 A01K2207/20
A A01 A01K2207/25
A A01 A01K2227/70

Field of Art

Aquaculture biotechnology with focus on shrimp immunity enhancement, involving biological extract processing, genetic analysis, and agricultural biotechnology

Person of Ordinary Skill (PHOSITA) Profile

A professional with advanced degree in marine biology, biotechnology, or agricultural sciences, experienced in aquatic species health management, extract preparation techniques, and basic machine learning applications in biological systems

Obviousness Rationale

A PHOSITA would recognize that extending the cocoa rind extract immunity method with machine learning and genomic analysis represents a predictable technological progression. The source patent establishes the foundational concept of cocoa rind extract for shrimp immunity, making subsequent optimization through computational techniques a logical and incremental innovation. Machine learning and genomic analysis are well-established tools for enhancing biological interventions across agricultural and aquaculture domains.

Obvious Combinations & Variations

Source Patent Element
Extract of cocoa rind administered to improve shrimp immunity
PTD Variation
Machine learning module for optimizing extract composition based on shrimp species and environmental factors
Obviousness Reasoning
Computational optimization of biological interventions is a known technique, representing a predictable application of machine learning to existing biological methods
Source Patent Element
Method of administering cocoa rind extract to shrimp
PTD Variation
Genomic analysis to predict disease susceptibility and extract efficacy
Obviousness Reasoning
Integrating genetic profiling with treatment protocols is a standard approach in precision medicine and agricultural biotechnology
Source Patent Element
Aqueous ethanol extraction of cocoa rind
PTD Variation
Bioreactor with continuous fermentation and downstream purification for extract production
Obviousness Reasoning
Scaling and standardizing extraction processes through advanced bioreactor technology represents an obvious engineering improvement
Source Patent Element
Oral and injection administration methods for cocoa rind extract
PTD Variation
Personalized immunity program using individual shrimp genetic profiles
Obviousness Reasoning
Tailoring biological interventions based on individual genetic characteristics is a predictable extension of existing treatment methodologies
Source Patent Element
Immunity enhancement in shrimp using botanical extract
PTD Variation
Real-time water quality monitoring integrated with extract administration
Obviousness Reasoning
Combining environmental monitoring with biological intervention represents a logical systems approach in aquaculture management
35 U.S.C. § 103 Summary: Pursuant to 35 U.S.C. ยง 103, the 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 technological extensions of US Patent 11856971's foundational method for shrimp immunity enhancement through cocoa rind extract. The incremental innovations involving machine learning, genomic analysis, and bioreactor technology constitute obvious combinations of known techniques within the aquaculture biotechnology domain.

Original Patent Information

Patent NumberUS 11,856,971
TitleMethod for improving immunity in shrimps
Assignee(s)NATIONAL PINGTUNG UNIVERSITY OF SCIENCE & TECHNOLOGY