Lead AI architect

Summary of Qualifications

Professional Objectives:

AI Architect • Founder • Research Engineer

Chicago, IL • SamEldin.com • ***@********.*** • linkedin.com/in/Sam Eldin

SUMMARY:

AI Architect, Inventor, and Founder with 12+ years of experience creating non-neural AI systems, symbolic reasoning engines, and intelligent industrial ecosystems. Specialized in designing proprietary Model-Agent frameworks, deterministic Machine Learning (ML) data structures, and GPU-accelerated big-data pipelines independent of standard deep-learning architectures. Emphasis on Big Data Analysis.

Founder of CRM Data Farm Inc., where led the creation of custom AI engines, next-generation data-center architectures, energy-self-sufficient AI ecosystems. Developing intelligent engines that perform Big Data Analysis. Combining research, systems engineering, and 0 1 product creation, develop practical, explainable, and scalable AI technologies for the next generation of intelligent infrastructure.

CORE COMPETENCIES:

AI System Architecture • AI/ML Algorithm Design • Intelligent Agent Systems • Big Data Processing

• Custom Model Engines • Switch-Case Decision Algorithms • AI DevOps Structure • Cybersecurity

• ML Data Structures • Vision & Innovation Leadership • Technical Strategy • Java Engineering

• Research and Experimentation • Strategic Planning-Mapping Projects • Building Teams • AI Trainer.

SamEldin.com

Education:

Earned Masters’ degree in Computer Science from University of Illinois.

Earned Bachelor of Science in Mathematics & Chemistry from University of Illinois, Chicago, Illinois.

PROFESSIONAL AND BUSINESS EXPERIENCE

January 2015 to Present – CRM DATA Farm Inc. (Chicago) - Founder & AI Architect

CRM Data Farm Corporation (CDFC) is a Virtual Data Farm and Our Private Enterprise

CRM Data Farm (https://crmdatafarm.com/) is a virtual AI Data Farm and research hub focused on next-generation AI infrastructures, intelligent industrial ecosystems and offering AI cloud-based data management and Machine Learning Analysis.

VAITMINS — Virtual AI Twin Management International Network System

See my latest LinkedIn article presenting Sam Eldin’s VAITMINS — Virtual AI Twin Management International Network System.

https://www.linkedin.com/pulse/sam-eldins-vaitmins-ai-systems-performance-longevity-sam-eldin-prhzf/

Architecting Next-Generation AI Infrastructure

Architected-designed a Global AI DevOps Foundation enabling distributed AI data centers, development hubs, Cybersecurity, scalable compute systems and reusable components.

Built and documented early prototypes of Energy Self-Sufficient AI Data Centers, integrating renewable power, intelligent orchestration, and autonomous compute management.

Created Intelligent Automated DevOps Editors that accelerate the structuring, deployment, and evolution of software systems.

Architected-designed AI Central Management and Tracking System with supporting Data Matrices and ML.

Custom AI Engines & Alternative Intelligence Systems

Engineered proprietary AI Engines that bypass traditional neural-network training in favor of deterministic logic architectures.

Developed Switch-Case Model-Agent Systems enabling rule-driven reasoning, interactive automation, and low-latency.

Designed Custom ML Data Structures allowing multi-step reasoning without labeled datasets nor training model-agent.

Achieved High Accuracy in Applied Systems using fully custom logic-based AI engines on real-world business tasks.

Architected Virtual Testing and Virtual Modeling optimization, mapping, strategies, performance evaluation and deployment.

Big-Data & Matrix Processing

Built a Long-Integer Data Matrix Engine leveraging GPU parallelism to process massive unstructured datasets at scale.

Designed deterministic ML workflows that transform raw data into custom matrix formats for fast symbolic computation.

Product Innovation & AI Application Development

Created a complete AI Model-Agent Virtual Receptionist capable of call routing, conversational decision making, and business-logic inference using proprietary reasoning algorithms.

Developed enterprise-ready Model-Agent Foundations for companies adopting AI into legacy infrastructures.

Designed and launched AI Training Programs teaching non-neural AI design patterns, alternative reasoning models, and structural machine understanding.

Leadership & Strategy

Lead architect of all AI, infrastructure, research, and system-design initiatives.

Guided technical strategy, long-term vision, and IP development across several original AI systems.

Mentor and educator, teaching engineers and teams how to design explainable, scalable AI beyond mainstream deep learning.

Built online training and documentation webpages for training and projects’ updates

KEY PROJECTS

AI DevOps Editors

Enabling distributed AI data centers, development hubs, Cybersecurity, scalable compute systems and reusable components.

AI Model-Agent Virtual Receptionist

Custom logic engine replacing neural networks for conversational routing, contextual recognition, and decision inference.

Global Network of AI Data & Development Centers

Architected operational models for distributed, intelligent, energy-aware AI data farms.

Big Data Matrix Engine

Designed GPU-accelerated systems transforming massive datasets into deterministic, long-integer matrix representations.

AI Training Programs

Created foundational training curricula for alternative AI architectures and machine reasoning frameworks.

TECHNOLOGIES

Java • Python • Custom AI Engines • GPU Acceleration • Data Matrices • Logic-Based AI • Big Data Pipelines • Systems Architecture

Containerized Deployments • Distributed Compute • Proprietary Algorithms • DevOps Automation

INTELLECTUAL PROPERTY & PUBLICATIONS

Authored multiple papers and conceptual frameworks on non-neural AI, model-agent systems, and energy-self-sufficient AI infrastructures.

Copyrighted several AI system architectures, reasoning engines, and infrastructure designs.

Publish ongoing research, technical insights, and architectural concepts on LinkedIn and SamEldin.com.

ROLES TARGETED

Founder-in-Residence • AI Architect • Research Engineer • CTO Track

Applied Scientist (Alternative AI Systems) • Deep Tech Founder

The following are LinkedIn articles for building a global network of AI Data and Development Centers:

https://www.linkedin.com/pulse/global-network-ai-data-development-centers-sam-eldin-kbf4f/

https://www.linkedin.com/pulse/global-network-ai-data-development-centers-top-investors-sam-eldin-da1mf/?published=t

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