Hi! I'm

Fredrick

Portrait of Fredrick O. Ubi, Principal Engineer

AI Technical Practitioner | Machine Learning Engineer | Full-Stack Developer | Electrical & Electronics Engineer

Welcome! Explore my journey and expertise below.

About Me

I am a highly analytical AI Technical Practitioner and Electrical/Electronics Engineer (HND) with a 20-year legacy of creative-technical leadership through ForraCorp. My expertise spans over 14 years of cross-sector experience in mission-critical ICT Management, Industrial Automation, and maintaining system availability.

Operating at the frontier of digital intelligence, I hold advanced 2026 certifications in Prompt Engineering, LangChain architecture, and AI Ethics. I specialize in bridging the gap between physical infrastructure and autonomous workflows, leveraging Reinforcement Learning from Human Feedback (RLHF) and Linguistic Engineering to build resilient, human-centric AI systems. From engineering 3-phase power systems to orchestrating Generative AI pipelines, I provide high-integrity solutions that stand out in the banking, pharmaceutical, and retail sectors.

Why Hire Me?

My mission is to architect high-impact solutions rooted in structural integrity and creative intelligence. By fusing technical precision with narrative depth, I transform complex data into insight, raw materials into machinery, and abstract concepts into compelling autonomous agents. Whether engineering an industrial system or crafting a literary world through vivid word pictures, I am committed to building resilient structures that ensure durable service delivery and profound human-centric impact.

I specialize in bridging the gap between physical hardware and digital intelligence, operating on the principle that resilience in innovation and precision in design yield durable service delivery. I provide end-to-end solutions by:

  • Engineering & Industrial Logic (The Hardware Layer): Designing and building the physical hardware and automation systems that serve as the heartbeat of modern industry.

  • AI Intelligence & Orchestration (The Communication & Intelligence Layer): Apply Advanced Prompt Engineering Techniques to diagnose and solve real-world issues. I am at the frontier to help in bridging the gap created by the Digital Divide. I live by the code "Knowledge is for the Living." Hence, if I help one person to know and the person helps another, someday many would be on the right side of the divide.

  • Narrative & Sonic Craft (The Creative Layer): Constructing immersive worlds through epic storytelling, forensic-level research, and professional audio production—treating every creative project as a precision-engineered asset.

  • Knowledge Transfer & User Empowerment (The Interface Layer): Empowering private and public sector teams through high-level technical training, coding education, and leadership development.
Diligent

I'm Analytical

Reliable

I'm Inclusive

Precise

I'm Innovative

Reliable

I'm Precise

Diligent

I'm Reliable

Good Timing

I'm Resilient

Resilience in innovation and precision in design yield durable service delivery.

Skill Set

(Core Technical Skills)

AI ENGINEERING

    Prompt Engineering:

  • Structured prompt frameworks and designs
  • Instruction layering
  • Context control
  • Output evaluation, refinement and quality control techniques
  • Hallucination mitigation strategies
  • Role-based prompt simulation
  • Prompt debugging and behavioral tunin
  • Iterative refinement frameworks and strategies
  • LLM reasoning and interaction optimizati
  • AI-assisted project workflow enhancement and debugging

    • AI Testing & Evaluation:

  • Output consistency validation
  • Response accuracy benchmarking
  • Edge-case prompt testing
  • Logical flaw detection
  • Bias awareness and mitigation
  • RLHF Exposure & Technical Evaluation
  • AI Pipeline Debugging (Tool-Assisted)
  • Reinforcement through feedback structuri
  • Iterative model correction cycles

    • AI Workflow Integration:

  • LangChain structuring (workflow logic and debugging)
  • Retrieval-Augmented Generation (RAG) logical architecture
  • AI pipeline optimization
  • Prompt chaining strategy
  • Task decomposition for LLM execution

    • Machine Learning Stack & Data Systems:

  • LSTM Deep Learning Forecasting
  • Predictive Modeling (Scikit-learn)
  • Data normalization pipelines & Sequence Engineering
  • Multi-variate time-series processing
  • ML lifecycle management
  • Machine Learning Lifecycle Management
  • Model Reasoning Optimization

    • AI Consultancy & Technology:

  • Earned 1.40 CPE credits in Behavioral Ethics
  • Generative AI
  • Responsible AI
  • Computer Ethics
  • Artificial Intelligence (AI)

MACHINE LEARNING & DATA SCIENCE

    Modeling:

  • Predictive Maintenance (PdM)
  • Inventory and Expiration Forecasting
  • Advanced Time-Series
  • Financial Forecasting Model
  • Deep Learning (LSTM Architectures)

    • Tools:

  • AI-assisted debugging tools
  • Data Normalization
  • Pandas
  • Scikit-learn
  • TensorFlow
  • Tkinter
  • Assembly Language (AVR/PIC, Pad2Pad, Multisim 8)

RESPONSIVE WEB DEVELOPMENT

    Front-End:

  • HTML5
  • CSS3
  • JavaScript (Angular, JQuery)

    • Web Technologies:

  • AI-assisted debugging tools
  • Full-Stack (Frontend/Backend)
  • Python (Django)
  • PHP
  • NestJS
  • React/Redux
  • MySQL

CRYPTOGRAPHIC & LINGUISTIC ENGINEERING

    Automation:

  • 'Graillandic' Script Architect (2002–Present)
  • Level 1 Braille (Reading & Writing)
  • Braille-based Cipher Modification
  • Custom 26-Character Conversion Mapping
  • HTML Code-Based Script Rendering
  • Planned TrueType Font (.ttf) Development for the 'Graillandic' Script text
  • ‘Language Graillandic’ Spoken Phonology Development (Future Project)

CREATIVE PRODUCTION STACK

    Writing & Publishing:

  • Novel Series Architecture
  • Forensic Research-Based Writing
  • Hybrid Narrative Design
  • Beat Sheet Structural Plotting
  • Ghostwriting
  • Technical Editing
  • Research Synthesis

    • Audio Production:

  • Thematic Composition
  • Vocal Arrangement
  • Condenser Microphone
  • Logic Pro X
  • MIDI Keyboard
  • Audio Mastering for Distribution Platforms

INFORMATION TECHNOLOGY (IT) INFRASTRUCTURE

    Systems:

  • IT Support
  • Network Configuration (IP/Subnetting)
  • Core Banking Software Support
  • Server Management

    • Security:

  • CCTV Surveillance
  • Embedded Systems
  • Database Security
  • Virtual Support (TeamViewer, AnyDesk)
  • Audio Video Connectivity and Operations
  • MS Office Suite

ELECTRICAL & ELECTRONICS ENGINEERING

    Automation:

  • IoT Devices
  • Robotics
  • Mechatronics
  • Industrial Control Systems

    • Design:

  • Electronic Circuits
  • Power Electronics
  • Power Transformers
  • Schematics Reading / Drawing

Accomplished Projects

Click to see All Projects

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Professional Experience

Diverse Technical and Creative Milestones

Founder / Lead Architect

ForraCorp (Private Corporations) | Owerri, Imo State

2003 – Present (Technical Research and Services)

  • Generative AI & Prompt Architecture: Structured and optimized LangChain workflows and integrated complex prompt engineering pipelines into automated systems. Developed the "Anatomy of an AI Prompt" conceptual framework to standardize LLM interactions and leveraged AI-driven debugging for rapid workflow refinement.
  • AI & Machine Learning Engineering: Developed predictive models using Python and Scikit-learn for inventory restocking and industrial Predictive Maintenance (PdM). Engineered LSTM Deep Learning pipelines for multivariate financial forecasting, including custom normalization and sequence-generation processes for time-series data. Currently architecting a 100% offline-first AI Academic Application.
  • Cryptographic & Linguistic Engineering: Created the "Graillandic Cipher," a proprietary visual orthographic system based on a modified Level 1 Braille structure. Developed a 26-character mapping conversion table and integrated these systems digitally using Prism.js, including a strategic roadmap for .TTF font conversion and spoken phonology for cinematic use.
  • Narrative Architecture & Audio Production: Authored a suite of novels and developed a "360° Narrative Engagement Ecosystem" by producing dedicated theme songs for each literary work. Managed the full production lifecycle—composition, MIDI sequencing in Logic Pro X, and vocal recording—for about 20 original tracks, including "The Warrior's Battle Mantra" and "The Empty Harvest."
  • Robotics & Embedded Systems: Engineered programmable robotic systems, including a robotic arm and a mini-tricycle platform. Designed and implemented industrial automation solutions such as automated door systems and dark/light detection sensors using Atmega microprocessors and AVR/PIC assembly language.
  • Power Electronics & Industrial Automation: Designed and built critical power infrastructure including 3-phase transformers, square wave inverters (utilizing 4013 IC/555 Timers), and automatic voltage stabilizers. Successfully implemented automatic power changeover systems and anti-theft trigger alarms for industrial and domestic applications.

ICT Manager / Operations / Admin

Gain More Retail Outlet | Owerri, Imo State

July 2023 – September 2025 (Retail Outlet)

  • Machine Learning Engineering: Developed a Machine Learning model (Python/Scikit-learn) to predict item expiration dates and optimize inventory restocking/ purchase requirements, directly addressing loss prevention and supply chain efficiency.
  • Data Analytics & Reporting: Executed monthly staff attendance log retrieval and analysis from embedded IoT devices, analyzing and generating critical reports for staff assessment.
  • IT Infrastructure & IoT Management: Managed entire IT infrastructure, troubleshooting network problems, managing system upgrades, and ensuring smooth operation of CCTV and IoT devices.
  • Administration & HR: Coordinated daily operational flow, managed and conducting training for the CCTV team, and assisted with HR functions (recruitment, training).

ICT Manager/ Computer Analyst

Reagan Remedies Limited | Owerri, Imo State

September 2020 – July 2023 (Pharmaceutical)

  • Systems Management: Provided comprehensive System Support Analysis, including hardware diagnostics, OS installations, and troubleshooting network, printer and scanner challenges.
  • Predictive Maintenance (PdM) Model: Engineered an ML model to forecast the Next Maintenance Time for a production conveyor belt system, demonstrating capability in Condition-Based Monitoring and improving asset uptime.
  • Data Analytics & Reporting: Executed monthly staff attendance log retrieval and analysis from embedded IoT devices, analyzing and generating critical reports for staff assessment. Conducted training for staff on the proper use of IT systems and new technologies.
  • Database Management: Developed and maintained the company’s internal database, ensuring data security and managing monthly log generation/analysis from attendance register devices for payroll preparation.

Head of ICT Department

Mbaitoli Microfinance Bank | Owerri, Imo State

January 2019 – December 2019 (Banking)

  • Core Systems Management: Acted as the primary interface for Core Banking Software providers, resolving critical operational issues. Managed and maintained bank servers, networks, and applications.
  • Data & Compliance: Performed banking data analysis and ensured regulatory compliance by conducting creditworthiness checks via the Credit Bureau database on customers who applied for loans.
  • Network & Hardware: Installed, configured, and maintained computer hardware, operating systems, and network connectivity.
  • Training & Leadership: Conducted IT systems training for staff.

Education & Certifications

Talking to AI: Prompt Engineering for Project Managers

| Project Management Institute (PMI)

| 2026

Prompt Engineering with LangChain

| LinkedIn Learning

| 2026

Prompt Engineering Skills for Developers

| LinkedIn Learning

| 2026

Critical Thinking in the AI Era:
– HP Certified

| HP Life Foundation

| 2026

Ethics in the Age of Generative AI

| PMI | LinkedIn Learning (NASBA Registered ID: #140940)

– Earned 1.40 CPE credits in Behavioral Ethics.

| 2026

Building Advanced AI Apps with Prompts Flow

| LinkedIn Learning

| 2026

Advanced Prompt Engineering Techniques

| LinkedIn Learning

| 2026

Data Science and Analytics:
– HP Certified

| HP Life Foundation

| 2025

Responsive Web Design
Certification of Completion

| SoloLearn Inc.

| 2022

Python Development:
Zero to Mastery

| Udemy Inc.

| 2022

Machine Learning Certification

| SkillUp by Simplilearn

| 2022

Getting Started with DevOps

| SkillUp by Simplilearn

| 2022

Introduction to Cloud Computing

| SkillUp by Simplilearn

| 2022

Data Science:
Certification of Completion

| SoloLearn Inc.

| 2020

Web Development:
Full Stack & Front End

| LinkedIn Learning

| 2020

PHP | SQL | React + Redux:
Certification of Completion

| SoloLearn Inc.

| 2020

HTML | CSS | JS:
Certification of Completion

| SoloLearn Inc.

| 2020

Electrical & Electronics Engineering - (Electronics & Telecommunications Option):
Higher National Diploma (HND)

| Federal Polytechnic Nekede, Owerri, IM

| 2009

Get In Touch

My Details

Name:
Fredrick O. Ubi

Country:
Nigeria

WhatsApp:
+234 806 612 3142

Email:
fofem2@gmail.com

Name of Personal Company:
ForraCorp.

Other Abilities

Beyond technical skills, I bring a well-rounded set of personal capabilities to a team:

  • Multilingual and Inclusive: Fluent in Pidgin West Africa, Expert in Sign Language (ASL, NNS) with ability to Reading & Writing Level 1 Braille.
  • Operational: Licensed driver, proficient swimmer, and safety-trained team player.
  • Reliable Lead: Experienced in managing teams (CCTV, HR, and I.C.T. departments).
  • Soft Skills: Resilient, analytical, self-motivated, and able to prioritize tasks with high reliability in fast paced environments.
  • Book Writing: Published author across multiple genres, including Science Fiction, Forensics, and Epic Narratives, and Book Series.