UNDERSTANDING THE BASICS OF KNOWLEDGE GRAPHS - TRIPLES

"TRIPLES"

AIMLUX CONSULTING: UNDERSTANDING THE BASICS OF KNOWLEDGE GRAPHS,

Utilizing Intelligent Ingestion Technology - Equitus.ai Fusion (KGNN) and the power of Semantic Triples, Aimlux.ai transforms database migration from a risky "lift-and-shift" into a sophisticated "intent-aware" evolution and is available as a "SERVICE".

The core innovation here is the Triple: a data structure consisting of a Subject → Predicate → Object. By breaking down complex Oracle PL/SQL and schemas into millions of these semantic facts, Aimlux.ai creates a migration process that understands why data exists, not just where it is stored.

The Knowledge Graph Triple produces a 3D dimensional view, instead of the 2D dimensions found in Property Graph. 

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Aimlux.ai Managed Migration Services (aaS)

1. Intelligent Migration Assistance (The "Triple" Engine)

Instead of manual mapping, Aimlux.ai uses KGNN to convert your Oracle environment into a semantic map.

• Semantic Extraction: KGNN identifies "Triples" within your code (e.g., Customer_ID [Subject] → is_linked_to [Predicate] → Invoice_Record [Object]).

• Intent-Based Mapping: When moving to SAP HANA or IBM DB2, the AI doesn't just look for a matching column name; it looks for a target structure that satisfies the same semantic intent.

• Benefit: This eliminates the "ETL Nightmare" by automating up to 80% of the mapping logic.

2. Automated Testing & Validation as a Service

Testing often accounts for 30% of migration costs. Aimlux.ai utilizes the KGNN to perform Semantic Reconciliation.

• Fact Verification: The system compares the "Triples" in the source (Oracle) with those in the target (DB2/HANA).

• Deep Integrity Checks: If a "Predicate" relationship is broken during transfer—such as a tax calculation rule that no longer links correctly to a region—the KGNN flags the specific semantic break rather than just a generic "null value" error.

• Benefit: Reduces validation time from months to weeks with a higher degree of accuracy.

3. Training & Knowledge Transfer

Standard documentation is often outdated by the time a migration ends. Aimlux.ai provides "Living Documentation."

• Graph-Based Training: We provide your team with a visual Knowledge Graph of the new system. New hires can query the graph (e.g., "Show me all dependencies for the Payroll API") rather than digging through PDF manuals.

• Explainable AI: Because KGNN uses Triples, every automated change comes with a "reasoning path," allowing your engineers to understand the logic behind the converted code.

4. Continuous Maintenance & Optimization (Post-Migration)

Once on IBM Power Systems (RISE), DCS migration assistance is end.

• Semantic Drift Detection: As you add new custom code to SAP HANA, Aimlux.ai monitors the "Clean Core" using the KGNN. If a new developer introduces "Spaghetti Code" that breaks the semantic architecture, the system flags it instantly.

• Power10/11 Performance Tuning: We utilize IBM Power10’s Matrix Math Accelerators (MMA) to run the KGNN natively. This allows for real-time optimization of the DB2/HANA environment without needing external GPUs or cloud-heavy processing.

•  A key reason for this hesitancy is the complexity and cost of migrating to a new ERP platform. With ECC driving mission-critical processes, businesses cannot afford disruption to their day-to-day operations.

5. Deployment as a Service

Aimlux.ai handles the heavy lifting of the actual cutover.

• Zero-Downtime Synchronization: Using the Fusion KGNN to manage the delta-sync between Oracle and the new IBM/SAP environment ensures that the "Triples" remain synchronized across both systems until the final switch is flipped.

• IBM RISE Integration: We ensure the deployment is fully compliant with the IBM RISE for Cloud framework, prioritizing security and high availability.

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The Strategic Advantage of "Intent"

Feature	Traditional Migration (Consultant-Led)	Aimlux.ai (KGNN + Triples)
Logic Capture	Manual Documentation	Automated Semantic Triples
Mapping Speed	Months of "Discovery"	Days of "Node Extraction"
Testing	Sample-based validation	100% Semantic Parity check
Post-Go-Live	Knowledge leaves with the consultant	Knowledge stays in the KGNN

The Strategic "Triple Play"

The Strategic "Triple Play"

Given that SAP is discontinuing support for Oracle Users on 2027 Enterprises can find a "Clean Core" solution from Data Conversion Services (DCS) Integrating Equitus.AI’s Knowledge Graph Neural Network (KGNN) into an IBM RISE with SAP migration turns a complex, multi-vendor cloud move into a highly automated, "clean-core" transformation.

While RISE with SAP provides the framework, KGNN acts as the intelligent navigator that maps the vast, disconnected data landscapes often found in legacy Oracle/ECC environments.

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How Equitus KGNN Supercharges RISE with SAP

1. Autonomous Discovery & "Clean Core" Validation - Manual Mapping of schema requires enormous amounts of capital and labor.  DCS has the experience and architects to navigate from mapping to testing in a fast, scalable and cost effective modality.  Utilize the strengths of Ai to handle tasks better suited to automation. 

RISE with SAP emphasizes a "Clean Core" (minimizing custom code to stay upgrade-ready).

• The KGNN Edge: Instead of manual audits, KGNN automatically ingests structured and unstructured data across SAP ECC and non-SAP systems. It builds a Self-Generating Knowledge Graph that reveals exactly which custom PL/SQL objects or "z-tables" are actually used, what they depend on, and whether they should be migrated, retired, or replaced by standard S/4HANA features.

2. Solving the "Split-Target" Dilemma

Not everything in a legacy Oracle database needs to go into the expensive SAP HANA in-memory tier.

• The KGNN Edge: KGNN analyzes workload patterns to provide Data Placement Intelligence. It identifies high-value ERP data for S/4HANA Cloud while flagging non-essential, legacy, or massive historical datasets for IBM Db2 on Power Virtual Server. This "split-target" approach reduces the HANA T-shirt size, significantly lowering the monthly RISE subscription cost.

3. Accelerating the "Business Process Intelligence" (BPI) Phase

RISE with SAP includes BPI to help modernize processes.

• The KGNN Edge: Traditional BPI tools often miss cross-application silos. KGNN’s Semantic Mapping layer connects data across silos (e.g., an Oracle-based logistics app talking to an SAP finance core). It creates a unified "business reality" that allows IBM Consulting to design more accurate transformation "plays" in weeks rather than months.

4. Native Optimization for IBM Power11

IBM RISE with SAP customers can utilize IBM Power Virtual Server (PowerVS) as a "Premium Supplier" option.

• The KGNN Edge: Equitus KGNN is built to run natively on IBM Power10 and Power11 using Matrix Math Accelerator (MMA). It can process massive migration datasets on-premise or in the IBM Cloud without needing expensive GPUs. This makes the migration assessment faster and more energy-efficient than traditional cloud-only AI tools.

  

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The Strategic "Triple Play"

Metric	Traditional GSI Project (Manual)	Aimlux/Equitus DCS (Automated)
Timeline to IOC	180–360 Days	30 Days
Full Go-Live (FOC)	18+ Months	60 Days
Data Quality	Raw Table Move	Semantic Knowledge Graph
Procurement Type	T&M (Time & Materials)	Prepaid SKU
Risk of Failure	High (Due to manual ETL)	Low (Productized Migration)

Add value across your ENTERPRISE WITH DCS.

Stakeholder	The KGNN + RISE Benefit
For the CIO	Reduces migration risk by providing 100% visibility into data dependencies before the first byte is moved.
For the CFO	Lowers the RISE "As-a-Service" bill by preventing over-migration to HANA through intelligent data tiering to Db2.
For the DBA	Automates the tedious manual mapping of Oracle schemas to SAP S/4HANA, saving hundreds of hours of manual labor.

ai map

 

Job Titles: Oracle Database Administrator, Database Architect, Migration Architect, Head of Data Infrastructure.

Skills: PL/SQL, Oracle Database, Database Migration, SAP HANA, IBM Db2.

Groups: Oracle DBA Network, SAP S/4HANA Professional Group, IBM Power Systems.

GreenTea - On-premise, enterprise-grade AI solutions

GreenTea Technology LLC provides leadership for the use of AI in SMART CITIES and Power Networks

Proposal: Equitus's KGNN and EVS platforms combined with the IBM Power11 server architecture would provide Green Tea Technology LLC with a distinct, high-performance, and secure foundation to dramatically enhance several of its core services.

EQUITUS/IBM synergy allows Green Tea Technology to offer on-premise, enterprise-grade AI solutions that compete with the performance and scalability of major public cloud providers.

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Equitus/IBM Solution Benefits:

1. Artificial Intelligence Applications (KGNN + Power11)

The Equitus Knowledge Graph Neural Network (KGNN) is optimized to run natively on the IBM Power architecture, making this a powerful combination for AI solutions:

• Accelerated AI and RAG: KGNN automates the transformation of fragmented data into a unified, AI-ready knowledge graph. Running this on the IBM Power11 leverages the new architecture's on-chip AI inferencing support and high-bandwidth memory to process massive datasets faster, which is critical for real-time analytics and superior Retrieval-Augmented Generation (RAG) for LLMs.

• Edge and Private AI: This combination supports deploying advanced AI without a reliance on external GPUs or cloud services. Green Tea Technology could deliver powerful, on-premise AI solutions that provide clients with full data control and low-latency processing, meeting strict privacy and regulatory requirements.

2. Smart City Solutions (EVS + Power11)

The Equitus Video Sentinel (EVS) platform, designed for intelligent video analytics, gains unparalleled performance and resilience on the new hardware:

• Real-Time, High-Volume Analysis: EVS can transform a city's video feed into actionable intelligence (e.g., traffic analysis, anomaly detection). Power11's ~55% better core performance and support for the future Spyre Accelerator chip will enable EVS to run more complex models on more video streams simultaneously with maximum efficiency.

• Unmatched Resilience: IBM Power11 offers a promise of zero planned downtime for maintenance and 99.9999% uptime reliability. This is an essential feature for Smart City services like emergency and traffic management that must operate 24/7/365.

3. Cybersecurity and IT Infrastructure

The combined solution provides a top-tier security and reliability foundation:

• Cyber Resilience: Power11 includes advanced security features like IBM Power Cyber Vault for immutable snapshots and under a minute ransomware threat detection. Green Tea Technology can combine this with EVS for a unified cyber-physical security offering.

• IT Modernization and Efficiency: Deploying KGNN and EVS on Power11 helps Green Tea Technology offer clients a highly efficient solution. Power11 offers significantly better performance per watt compared to x86 servers, reducing power and cooling costs for clients while consolidating workloads.