Mapping Agent Templates for Demand-Driven Network Inventory

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Solution Overview

Problem

Existing communication network and system enhancements require lengthy software development and deployment processes, often taking multiple weeks or months, and are prone to errors and duplication, making them inflexible and inefficient.

Innovation Solution

A self-serve, template-driven mapping capability using a mapping agent and large language model (LLM) to automate inventory management, enabling rapid capacity allocation and resource acquisition based on demand forecasts, reducing the need for custom software development.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Adaptability or versatility

If traditional software development and deployment processes are used for communication network enhancements, then system functionality can be improved, but the development time and deployment lead time increase significantly (weeks or months)

Engineering Contradiction:
Improvesystem functionalityVSAvoiddevelopment time
Core Design Contradiction:
Adaptability or versatilityVSLoss of time

Solution Approach 1:

The patent uses template-driven mapping capabilities that create reusable software templates from existing network configurations and service definitions. These templates can be copied and adapted for new service deployments without requiring full software development cycles, thereby reducing development time while maintaining functionality.

Inventive Principle:
Principle #26Copying

Solution Approach 2:

The system performs preliminary actions by pre-defining service templates, resource mappings, and configuration patterns in advance. When a new service request arrives, the system can rapidly instantiate services by applying these pre-prepared templates rather than developing software from scratch, significantly reducing deployment lead time.

Inventive Principle:
Principle #10Preliminary action

2Adaptability or versatility

If traditional software development processes are used, then custom functionality can be achieved, but error rates increase and duplication of efforts occur

Engineering Contradiction:
Improvecustom functionalityVSAvoiderror rate
Core Design Contradiction:
Adaptability or versatilityVSReliability

Solution Approach 1:

The patent implements universal service templates that can serve multiple functions across different network scenarios. A single template can be applied to various service types (voice, data, video) by parameter substitution, eliminating the need for separate software development for each service and reducing errors from redundant development efforts.

Inventive Principle:
Principle #6Universality (Multi-functionality)

Solution Approach 2:

The system enables self-service through automated template instantiation and configuration generation. The mapping agent automatically generates service configurations and resource allocations based on templates, reducing human intervention and associated errors while maintaining custom functionality through template parameters.

Inventive Principle:
Principle #25Self-service

3Reliability

If extensive inventory is maintained to meet demand fluctuations, then service availability can be improved, but inventory holding costs and idle inventory time increase

Engineering Contradiction:
Improveservice availabilityVSAvoidinventory holding costs
Core Design Contradiction:
ReliabilityVSLoss of energy

Solution Approach 1:

The patent implements dynamic resource allocation that adjusts inventory levels and capacity assignments in real-time based on actual service demand and forecasts. Rather than maintaining static inventory levels, the system dynamically scales resource allocation, ensuring service availability when needed while minimizing idle inventory during low-demand periods.

Inventive Principle:
Principle #15Dynamics

Solution Approach 2:

The system uses feedback loops that continuously monitor service demand, utilization patterns, and inventory levels. This feedback enables automated adjustments to resource allocation and inventory management, optimizing the balance between service availability and inventory holding costs through data-driven decision making.

Inventive Principle:
Principle #23Feedback

Data Source

PatentUS20260065218A1Apparatuses and methods for facilitating a mapping agent to drive forecasting and inventory management
Publication Date: 2026.03.05 AT&T INTELLECTUAL PROPERTY I L P
  • US20260065218A1 patent drawing
  • US20260065218A1 patent drawing
  • US20260065218A1 patent drawing

AI summary

Aspects of the subject disclosure may include, for example, obtaining a request pertaining to a communication service, processing a file associated with the request to generate asset details, obtaining data pertaining to demand for communication services within a communication network, processing at least the data to generate a forecast of demand for the communication service, and processing the asset details and the forecast of demand to allocate capacity, acquire resources, or a combination thereof, for facilitating the communication service. Other embodiments are disclosed.