# US 12,222,521 B1 · Adaptable computing network with real time, intelligent, 4D spherical scalability, tech stack awareness, tech stack integration, automatic bi-directional communications channel switching and order equilibrium—for large enterprise, time sensitive event/transaction driven applications

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- Number: US 12,222,521 B1
- Document ID: US12222521B1
- Status: Granted
- Kind: B1
- Application number: 18/647,577
- Filed: 2024-04-26
- Published: 2025-02-06
- Granted: 2025-02-11
- Earliest claimed: 2023-03-14
- Assignees: Ameranth, Inc.
- Applicants: Ameranth, Inc.
- Inventors: Keith R. McNally
- Web page: https://patentgrep.com/patent/US12222521B1

## CPC

- H04L 41/14: Network analysis or design
- G02B 27/28: for polarising (used in stereoscopes G02B30/25)
- G06F 9/5072: {Grid computing}
- G06F 9/547: {Remote procedure calls [RPC]; Web services}
- G06Q 30/01: Customer relationship services
- H01S 3/0401: {of optical elements being part of laser resonator, e.g. windows, mirrors, lenses}
- H01S 3/2251: {ArF, i.e. argon fluoride is comprised for lasing around 193 nm}
- H01S 3/2256: {KrF, i.e. krypton fluoride is comprised for lasing around 248 nm}
- H01S 3/23: Arrangements of two or more lasers not provided for in groups H01S3/02 - H01S3/22, e.g. tandem arrangements of separate active media
- H04L 49/20: Support for services
- H04L 41/0896: Bandwidth or capacity management, i.e. automatically increasing or decreasing capacities (flow or congestion control using dynamic resource allocation, e.g. in-call renegotiation, H04L47/76)
- H04L: TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION (arrangements common to telegraphic and telephonic communication H04M)
- G02B: OPTICAL ELEMENTS, SYSTEMS OR APPARATUS
- G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N)
- G06Q: INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- H01S: DEVICES USING THE PROCESS OF LIGHT AMPLIFICATION BY STIMULATED EMISSION OF RADIATION [LASER] TO AMPLIFY OR GENERATE LIGHT; DEVICES USING STIMULATED EMISSION OF ELECTROMAGNETIC RADIATION IN WAVE RANGES OTHER THAN OPTICAL

## Abstract

Systems, methods, software and a framework are disclosed for an improved, adaptable, intelligent, real time, machine learning, AI/Robot integrated, large scale, cloud computing based synchronous communications/computing network enabled with adaptive intelligent ‘4D spherical scaling’ of databases, servers, and/or virtual servers and/or server clusters and elastically with their directly associated computer caches/storage and linked and ‘intra-scalable microservices’ and with external resources and with ‘tech stack awareness’, and ‘tech stack integration’ functionality.

## Claims

### Claim 1

An Adaptable Computing Network Framework With Real Time, Intelligent, 4D Spherical Scalability capability for hospitality market applications, comprising:
a.) A plurality of distributed and networked computer servers and/or server clusters with web server software and that are fully integrated with hospitality aggregator software applications that are in data communication with said servers and/or server clusters;
b.) A central data platform, integrated with said network of computer servers and/or server clusters;
c.) An API Array/Gateway, integrated with said servers, said hospitality aggregator software applications and said central data platform, and providing the data links and communication architecture to enable the full, real time, concurrent and seamless integration and networking between an order aggregator, and a multiplicity of order providers, and ordering consumers;
d.) Web interfaces to/with and/or between networked elements to access external information and integrate it within the network;
e.) An Intelligent 4D Spherical Scaling framework architecture that accommodates time sensitive and changing system loads to optimize performance and minimize network latency;
f.) Intra-scalable Microservices functionality supporting the said Intelligent 4D Spherical Scalability architecture;
g.) Said hospitality aggregator software application integrated with the said central data platform and which applies tech stack awareness to optimize security and efficiency across the network;
h.) wherein the said web servers and/or web clusters are integrated via the said adaptable and 4D Scalable computing network framework into an ordered combination with the said central data platform, the said API Array/Gateway, and the said web/internet interfaces, while leveraging the said Intelligent 4D Spherical scaling architecture, to enable seamless and reliable operations between the order aggregators, order providers, and ordering consumer to yield a synchronized network enabled to accept, process and complete, a large multiplicity of concurrent orders.

### Claim 2 (depends on 1)

The network of claim 1, which is further integrated with one or more existing monolithic hospitality applications to yield a hybrid network.

### Claim 3 (depends on 1)

The network of claim 1, further including ‘AI Orders/integrations’.

### Claim 4 (depends on 1)

The network of claim 1 in which the API includes schema enforcements designed to improve fault tolerance and minimize data latency.

### Claim 5 (depends on 1)

The network of claim 1 further including combined and concurrent OLTP/OLAP Machine Intelligence and leveraging data warehouse and/or data lake functionality for analysis and to establish rules to optimize network performance and reliability.

### Claim 6 (depends on 1)

The network of claim 1 in which one or more of the wireless handheld computers, includes two or more, integral mobile apps that are integrated together.

### Claim 7 (depends on 1)

The network of claim 1, in which GPS locations and/or personal area network communications between connected devices are leveraged to verify and confirm identities as part of tech stack awareness.

### Claim 8 (depends on 1)

The network of claim 1, in which GPS locations and/or communications between an ordering consumer and order deliverer are leveraged to verify and confirm identities as part of tech stack awareness.

### Claim 9 (depends on 1)

The network of claim 1, in which consumer tech stack information is leveraged to yield deep frequency/rewards integrations to provide additional benefits to both the consumer and the aggregator and/or suppliers.

### Claim 10 (depends on 1)

The network of claim 1 in which the intra-scaling of the Microservices, is accomplished in part via elastic caching and using at least one of application, distributed, web and/or database caching techniques to optimize performance while maintaining cache coherency.

### Claim 11 (depends on 1)

The network of claim 1, in which the 4D spherical scaling yields the ‘S’ combined parameters by integrating the X, Y,Z axis factors and which reflect the ordered combination of the parameters and factors as shown in FIG. 3.

### Claim 12

An Adaptable, Real Time, Intelligent 4D Spherical Scaling Computing Network Framework for hospitality market applications, comprising:
a.) Two or more distributed and networked computer servers with web server software and that are fully integrated with hospitality aggregator software applications executing from and/or with said servers;
b.) A central data platform, integrated with said network of computer servers;
c.) An API Array/Gateway, integrated with said servers, said hospitality aggregator software applications and said central data platform, and providing the data links, schema enforcement and communication architecture to enable the full, real time, concurrent and seamless integration and networking between an order aggregator, and a multiplicity of order providers, and ordering consumers and/or with other integrated third parties;
d.) Said API Array/Gateway, further enabled to determine and set the operational state and ensure order completions;
e.) Web interfaces to/with and/or between networked elements to access external information and integrate it within the network;
f.) Intra-scalable Microservices functionality;
g.) Said hospitality aggregator software application integrated with the said central data platform to apply tech stack awareness across the network;
h.) real time, wireless communications with one or more wireless handheld computers between the order aggregator and/or order provider and/or order deliver and ordering consumer;
i.) wherein the said web servers are integrated into an ordered combination via the said adaptable 4D Spherical Scaling computing network framework and the said central data platform.

### Claim 13 (depends on 12)

The network of claim 12, further including ‘AI Orders/integrations’.

### Claim 14 (depends on 12)

The network of claim 12, in which one or more of the handhelds incudes its own AI functionality that is at least partially executable without the need for external communications, and that is customized for its user's unique needs and/or preferences.

### Claim 15 (depends on 12)

The network of claim 12, in which a mobile application, includes integrated frequent customer functionality/rewards across a multiplicity of different frequency and/or reward programs.

### Claim 16 (depends on 12)

The network of claim 12, further enabled to apply AI functionality to address order overflows and/or to stack/combine orders to reduce costs and increase efficiencies.

### Claim 17 (depends on 12)

The network of claim 12, in which the API employs AI to intelligently interpret and understand non fixed format based data/communications and/or established rules/schema to minimize the requirement for such fixed formats, schemas and/or rules.

### Claim 18

An adaptable and integrated and intelligent system including a computing framework with 4D spherical scalability for hospitality market applications, comprising:
a.) A multiplicity of distributed and networked computer servers with web server software that are fully integrated with hospitality aggregator software applications executing from and/or with said servers;
b.) A central database that is integrated with said system of computer servers;
c.) An API Array/Gateway, integrated with said servers, said hospitality aggregator software applications and said central database, and providing the data links, schema enforcement and communication architecture to enable the full, real time, concurrent and seamless integration and networking between an order aggregator, and a multiplicity of order providers, and/or ordering consumers;
d.) Web interfaces to/with and/or between system elements to access external information and integrate it within the network;
e.) Intra-scalable Microservices functionality with executable instructions supporting Intelligent 4D Spherical Scalability;
f.) Said hospitality aggregator software application integrated with the said central data platform to apply tech stack awareness and AI orders/integrations to optimize security, reliability, and efficiency across the system;
g.) real time, wireless communications between a multiplicity of wireless handheld computers used by ordering consumers and/or aggregators and/or order providers while employing bi-directional communications channel switching to improve communications and provide redundancy while minimizing and overcoming system problems, and/or partitions and/or delays;
h.) wherein the said web servers are integrated via the said adaptable computing system into an ordered combination with the said central data platform, the said API Array/Gateway, the said web/internet interfaces, the said multiplicity of wireless handheld computers, while leveraging the said Intelligent 4D Spherical scaling, to enable seamless and reliable operations between the order aggregators, order providers, and ordering consumers to yield a synchronized system enabled to complete, a large multiplicity of concurrent orders in real time.

### Claim 19 (depends on 18)

The system of claim 18, in which one or more of the handhelds incudes its own AI functionality, that is at least partially executable without the need for external communications and that is customized for its user's unique needs and/or preferences.

### Claim 20 (depends on 18)

The system of claim 18, in which a mobile application, includes integrated frequent customer functionality/rewards across a multiplicity of different frequency and/or reward programs.

### Claim 21 (depends on 18)

The system of claim 18, in which GPS locations and/or MAC addresses and/or personal area network communications between connected devices are leveraged to verify and confirm identities as part of tech stack awareness.

### Claim 22 (depends on 18)

The system of claim 18, in which moving/multiple GPS locations and communications between an ordering consumer and/or an order deliverer are leveraged to verify and confirm identities as part of tech stack awareness.

### Claim 23 (depends on 18)

The network of claim 18 further including combined, and concurrent OLTP/OLAP Machine Intelligence and leveraging data warehouse and/or data lake functionality for analysis and/or to establish rules to optimize network performance and reliability.

### Claim 24 (depends on 18)

The system of claim 18, in which the 4D spherical scaling yields the ‘S’ combined parameters by integrating the ‘X, Y,Z’ axis factors and which reflect the ordered combination of the parameters and factors as shown in FIG. 3.

### Claim 25 (depends on 18)

The system of claim 18, in which the API employs AI to intelligently interpret and understand non fixed format-based data/communications and/or established rules/schema to minimize the requirement for such fixed formats, schemas and/or rules.

### Claim 26

An adaptable, integrated, and intelligent system including a computing framework with executable instructions for scalability, and elasticity for hospitality market applications, comprising:
a.) Two or more distributed and networked computer servers and/or server clusters with web server software that are fully integrated with hospitality aggregator software applications executing from and/or with said servers;
b.) A central data platform, integrated with said system of computer servers;
c.) An API Array/Gateway, integrated with said servers, said hospitality aggregator software applications and said central data platform, and providing the data links and communication architecture to enable the full, real time, concurrent and seamless integration and networking between an order aggregator, and a multiplicity of order providers, ordering consumers and/or order deliverers;
d.) Web interfaces to/with and/or between system elements to access external information and integrate it within the network via leveraging tech stack awareness capabilities;
e.) Intra-scalable Microservices functionality supporting 4D Intelligent Spherical Scalability;
f.) Said hospitality aggregator software application integrated with the said central data platform to apply tech stack awareness to optimize security, reliability and efficiency across the system;
g.) real time, wireless communications between a multiplicity of wireless handheld computers used by ordering consumers and/or aggregators and/or order providers;
h.) wherein the said web servers are integrated via the said adaptable computing system into an ordered combination with the said central data platform, the said API Array/Gateway, the said web/internet interfaces, the said multiplicity of wireless handheld computers, while leveraging the said Intelligent scaling, to enable seamless and reliable operations between the order aggregators, order providers, ordering consumer and optionally the order deliverers to yield a synchronized system enabled to complete, a large multiplicity of concurrent orders.

### Claim 27 (depends on 26)

The system of claim 26, which is further integrated with one or more existing monolithic hospitality applications to yield a hybrid system.

### Claim 28 (depends on 26)

The system of claim 26, further including ‘AI orders/integrations’.

### Claim 29 (depends on 26)

The system of claim 26 further including combined and concurrent OLTP/OLAP Machine Intelligence and leveraging data warehouse and/or data lake functionality for analysis and to establish rules to optimize network performance and reliability.

### Claim 30 (depends on 26)

The system of claim 26, in which tech stack awareness leverages multi-faceted data and parameters across two or more ordering segments.