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AI Data Annotation & LLM Evaluation — Abuja, Nigeria

Engineering
Intelligence
Across Every
Layer.

Enejo Sunday Oche — I annotate and evaluate the video, speech and language data that trains modern AI, and I build the automation systems and full-stack products around it. Electrical engineer by training.

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30+
GitHub Repos
5+
Live Products
2
Active Roles
2
Engineering Degrees
∞
Problems to Solve
01 Who I Am

About Enejo
Sunday Oche

I started where most AI specialists don't — deep inside hardware. My undergraduate thesis at FUTMinna was an IoT-based Automatic Transfer Switch using TRIAC technology: real circuits, real power electronics, real stakes. Electrical & Electronics Engineering taught me to be exact, and that habit carries into everything I do now.

Today that exactness goes into AI training data. I've annotated and verified 1,000+ short video clips for egocentric footage models, evaluated Automatic Speech Recognition output for accuracy, completeness and contextual correctness, and ranked competing model responses for relevance, accuracy, helpfulness and clarity as part of RLHF comparison.

I also build — self-hosted n8n pipelines orchestrating LLM agents, Model Context Protocol servers connecting AI to live tools, production platforms with Supabase backends serving real users across Nigeria. And I teach as Instructor at Jobberman, a Mastercard Foundation initiative empowering the next generation of African tech talent.

Hardware discipline, annotation rigour and the ability to ship — a combination that makes me useful wherever AI has to meet the real world.

🎬
Video Annotation Specialist
Atlas Capture · AI Training Data · Human Verifier
→
🧠
AI Data Annotation Specialist
LLM Evaluation · RLHF · NER · Dataset QA
→
🤖
AI Automation Consultant
Freelance · n8n · Claude API · Docker
→
🎓
Instructor & Facilitator
Jobberman · Mastercard Foundation
→
02 Technical Stack

Skills & Tools

// AI & Automation
Claude API OpenAI API n8n (self-hosted) MCP Protocol LLM Agent Pipelines Workflow Architecture
// Frontend
React.js Next.js Tailwind CSS HTML / CSS / JS Responsive Design
// Backend & DB
Supabase Node.js REST APIs PostgreSQL Auth & RLS
// DevOps & Infra
Docker ngrok Oracle Cloud (OCI) Self-hosting Git / GitHub
// Blockchain & Web3
Solidity Basics Web3.js Smart Contracts Blockchain Architecture DeFi Concepts
// Hardware & IoT
Embedded C/C++ MATLAB PCB Design TRIAC / Power Electronics IoT Sensors Python
03 Selected Work

Projects Built

GreenPack delivery platform In Development
GreenPack (Green Pack Delight)

A Nigerian vendor/service discovery and delivery platform with role-based access control, OTP verification via Termii SMS, and real-time Supabase data sync.

Next.js Supabase Tailwind CSS Termii SMS API
StudyPal Academy Live ●
StudyPal Academy

Full-featured school management platform with student enrollment, fee tracking, and a parent portal. Powered by a 68-table Supabase backend.

React Supabase HostAfrica
IoT Automatic Transfer Switch circuit board Completed
IoT Fast Automatic Transfer Switch

Intelligent automatic transfer switch using TRIAC technology and IoT monitoring for uninterrupted power supply management.

Embedded C/C++ TRIAC Circuitry IoT Sensors MATLAB
AI Automation Pipelines Live ●
AI Automation Pipelines (n8n)

Production-grade workflows including AI Bot onboarding systems and LLM-powered autonomous agents self-hosted via Docker.

n8n Claude API OpenAI API Docker Supabase
MCP Server Integrations network Live ●
MCP Server Integrations

Architected custom Model Context Protocol servers connecting AI models to live tools like GitHub, Notion, and Playwright.

Docker MCP SDK Anthropic API
04 Engineering Journey

Career Timeline

2016 — 2023
B.Eng Electrical & Electronics Engineering
Federal University of Technology Minna (FUTMinna) · Upper Division, CGPA 4.3/5.0

Trained in industrial control, automation and sensor-driven systems — the engineering discipline that underpins everything I do with data today.

Academic Foundation
2016 — 2023
Data Scientist
2Conifer Health Solutions · Houston, Texas

Delivered machine learning solutions for health informatics within a cross-functional AI team. Led an end-to-end ML pipeline that cut training and deployment compute costs by roughly 90% across two core models while lifting recall at the target precision threshold by up to 10%. Designed feature-engineering algorithms that cut memory use by up to 32× for high-cardinality categorical features in tree-based models.

Machine Learning
2023
Undergraduate Thesis — IoT Auto Transfer Switch
TRIAC Technology · Power Electronics · IoT · MATLAB Simulation

Designed and built a smart energy switching system integrating IoT sensors, control logic and power electronics.

Research & Hardware
2023 — 2024
Software Engineering Program
African Leadership X (ALX) · Remote
Software Engineering
2023 — 2024
Corps Member — Electrical Engineer
Federal Capital Development Authority (FCDA) · Abuja, Nigeria

Managed end-to-end electrical installations, diagnostics, testing and commissioning across residential and commercial projects, ensuring compliance with Nigerian safety standards and building codes. Produced inspection and progress reports documenting installation status and defects for project stakeholders and senior engineers. Interpreted technical drawings and specifications to coordinate on-site works across multiple concurrent projects.

Engineering Practice
2023 — 2024
AI Data Annotation Specialist
Mercor AI (Contract) · Remote

Annotated and reviewed datasets supporting Large Language Model, NLP, Computer Vision and Generative AI development. Ran human-in-the-loop evaluations, scoring AI-generated output against project-specific quality criteria and annotation guidelines. Ranked competing AI responses for relevance, accuracy, helpfulness and clarity as part of RLHF response comparison. Performed Named Entity Recognition, sentiment analysis and text classification, plus dataset validation and quality audits.

AI Training Data
2023 — 2024
Technical Writer
Wondershare Software Company · Remote

Wrote and published how-to guides, tutorials and software documentation, translating complex product features for technical and non-technical readers. Edited documentation for clarity, consistency and usability, aligning it with product functionality and brand standards.

Technical Writing
2024 — 2025
AI Data Transcription & Quality Review Specialist
TELUS International (Contract) · Remote

Evaluated Automatic Speech Recognition (ASR) output for transcription accuracy, completeness, grammar and contextual correctness. Performed speaker identification and timestamp synchronisation to raise speech dataset quality. Flagged transcription errors, inconsistencies and annotation defects for correction against detailed project guidelines.

Speech Data Quality
2025
AI Automation Consultant
Freelance · Abuja, Nigeria

Built AI agent systems on the Claude and OpenAI APIs for business workflow automation. Automated multi-step business processes in n8n, including email routing pipelines, agentic task orchestration and multi-trigger event systems.

Client Work
2025
AI Research Participant
dScout Inc. · Remote

Delivered structured written product feedback for global brands across fintech, healthcare and e-commerce, in research supporting large language model fine-tuning.

AI Research
2025 — 2026
Video Annotation Specialist
Atlas Capture · Remote

Annotated 1,000+ short video clips for AI training data, describing actions and events in egocentric (first-person) footage. Verified AI-generated annotations against source footage on the Human Verifier track, correcting every label that failed project accuracy criteria. Produced segment-by-segment annotations from scratch, holding consistent labelling quality across multiple concurrent task types and distinguishing subtle differences in movement, object interaction and action sequences.

Video Annotation
2026
Prompt Evaluation Contributor
PulseLab AI (Contract) · Remote

Authored and refined prompts for YouTube's AI search mode, improving the relevance of returned results against user query intent. Assessed model output against prompt intent and reworded prompts wherever responses missed the mark.

Prompt Evaluation
2023 — Now
Instructor & Facilitator
Jobberman · Mastercard Foundation · Empowering African Tech Talent
Education
05 Services

What I Bring

01
AI Automation & Agent Systems

End-to-end automation pipelines using n8n, LLM APIs (Claude, OpenAI), and MCP servers. I design, build, and deploy self-hosted AI agents that actually take actions in the real world — email, databases, APIs, code.

02
Full-Stack Product Development

From idea to deployed product using React/Next.js, Supabase, and Tailwind CSS. I've shipped role-based platforms, school management systems, and discovery apps serving real users across Africa.

03
Hardware × Software Integration

Rare ability to bridge embedded systems (C/C++, PCB, TRIAC, IoT) with cloud-connected software. I speak both the language of circuits and the language of APIs — making me uniquely useful on hardware-adjacent tech projects.

04
Web3 & Decentralized Applications

Familiarity with Solidity, smart contract architecture, Web3.js, and the Ethereum ecosystem. Available to contribute to DeFi, NFT, or on-chain tooling projects where engineering depth and AI integration can create real edge.

GITHUB
Open Source · 30+ Repositories

Explore
The Work

AI tooling, Web3 experiments, automation frameworks, embedded systems, and full-stack web apps — all on GitHub. Real code, real projects, real results.

github.com/eso8484 →