Ukor M.

Key Skills

Software

Other

Top Subject Matter

Digital health systems documentation

Sops Domain Expertise

and technical knowledge bases

Top Data Types

Document

Text

Top Task Types

Question Answering

Function Calling

Freelancer Overview

Senior Health Informatics Associate / AI & automation initiatives (RAG assistants and document Q&A). Brings 17+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include LangChain, Pinecone, and Other. Education includes Doctor of Philosophy, Federal University of Lafia (2024) and Master of Science, Joseph Sarwuan Tarka University (2017). AI-training focus includes data types such as Document and Text and labeling workflows including Question Answering, Function Calling, and Computer Programming.

Labeling Experience

Senior Health Informatics Associate / AI & automation initiatives (RAG assistants and document Q&A)

DocumentQuestion Answering

Led development and support of AI RAG assistants that enable teams to query technical documentation and SOPs using natural language within a digital health context. Implemented document-grounded response patterns using embeddings and vector search to improve answer accuracy and reduce hallucinations. Supported responsible AI use through output validation and clear communication of AI limitations to non-technical users. • Built retrieval pipelines that connect user queries to relevant documentation content • Designed prompt engineering approaches for better grounded responses • Provided user enablement and technical guidance for effective adoption • Collaborated with cross-functional stakeholders to refine requirements and improve assistants

2023 - Present

AI Workflow Automation with n8n (AI agents integrated into business tooling)

TextFunction Calling

Built AI-powered automation workflows using n8n to classify and respond to messages and to support candidate screening processes. Integrated AI agents with tools such as Gmail, Telegram, and Google Calendar to demonstrate applied AI adoption in real business processes. Implemented automated responses and productivity workflows to reduce manual effort. • Designed workflow automation chains in n8n for AI-driven tasks • Connected AI agents to Gmail/Telegram/Calendar to enable event-driven automation • Implemented email classification and automated response handling • Delivered practical workflow demonstrations for stakeholders

2017 - 2022

Head of Software Development / AI tool adoption and workflow enablement

OtherText

Applied AI tools (ChatGPT, Claude, Gemini, NotebookLM, Kimi, and Codex) to assist research, long-context analysis, software development support, technical writing, and workflow analysis. Evaluated multiple AI tools for practical use cases such as source-grounded research and coding assistance. Practiced responsible AI behaviors by comparing outputs, validating responses, and reducing hallucinations. • Conducted evaluations of AI tools for research and productivity scenarios • Used long-context processing and reasoning support to improve documentation and analysis • Supported technical writing and software development using AI-assisted workflows • Reviewed and validated AI outputs before use by stakeholders

2017 - 2022

Head of Software Development / XamaAI multi-tenant AI assistant platform (RAG-based QA)

DocumentFunction Calling

Designed and built an AI assistant platform that turns business content such as documents, websites, and Google Drive materials into customer-facing AI assistants. Implemented RAG with embeddings and vector databases to generate document-grounded answers and mitigate hallucination risks. Integrated multilingual support and provided embeddable assistant widgets to broaden accessibility for business users. • Used Dockerized services with Next.js, FastAPI, Pinecone, and background workers to deploy the assistant platform • Implemented Google Drive synchronization with attention to privacy, data leakage, and IP considerations • Built public assistant links and embeddable widgets for integration into customer workflows • Ensured the assistant responses were grounded in retrieved customer content

2017 - 2022

Education

Work History