TalentAI
An AI hiring platform that screens, ranks and answers candidates with a Gemini pipeline â built for the Umurava AI Hackathon.

I engineer intelligent, scalable software systems that solve real-world problems.

Kigali · UTC+2
12:55
Wed, 26 Aug

I started with curiosity, moved through consistent practice, and became an engineer focused on intelligent systems that create measurable everyday value. Before full-time software focus, I also gained frontline service experience through the Equity Leaders Program.
Journey
Signature Philosophy
"Build products that are technically reliable, emotionally clear, and operationally scalable."
NSENGIMANA Olivier
Full-Stack Engineer
Every project below includes the problem, architecture, implementation role, key challenges, and practical impact.
An AI hiring platform that screens, ranks and answers candidates with a Gemini pipeline â built for the Umurava AI Hackathon.
A digital newspaper platform delivering AI-assisted news coverage across Rwanda and Africa — "News. Views. Africa."
A platform that helps patients book doctor appointments and find nearby hospitals without waiting in long queues.
AI-powered system for HR recruitment automation and candidate evaluation.
Machine learning system for analyzing and ranking candidate profiles.
Movie recommendation system using machine learning with dashboards.
System for managing tenants, rent, and property records.
Platform connecting citizens with public services and feedback systems.
How I design scalable products from request to insight.
System Flow
Request → Response lifecycle
24+
Total Skills
7
Categories
82%
Avg Proficiency
UI engineering & design systems
Recognition, certificates, and hackathon achievements.
Participated with team in HATANA hackathon organized by Mastercard and won a prize with MedLink.
Participated in I Star Hackathon and received certificate
Introduction to Cybersecurity - Cisco
Certified in responsive web design
UniAthena certification in digital marketing
freeCodeCamp certification in C# basics
Hackathons, build sessions, and moments along the journey.

I Star Hackathon Certificate Moment

Coding Session with Team

Portfolio Profile Event Shot
How hands-on IT support and customer-facing banking shaped the way I build.
Equity Bank Rwanda
Provided endpoint and infrastructure support across the bank: installed and configured Windows on staff computers, diagnosed and fixed hardware and software faults, set up and connected users to network printers, and handled day-to-day end-user IT support.
Equity Bank Rwanda
Handled transactions, cash balancing, and frontline customer operations with high accuracy during internship.
Equity Leaders Program
Supported customer issue resolution, service communication, and branch experience quality.
Currently pursuing core studies in software engineering, systems design, and applied computing.
An AI hiring platform that screens, ranks and answers candidates with a Gemini pipeline â built for the Umurava AI Hackathon.
Problem
Recruiters lose hours to manual resume screening, and the judgement that comes out of it is inconsistent between reviewers and hard to defend.
Solution
A multi-stage Gemini pipeline: candidates arrive by form, CSV, Excel or PDF, are scored in parallel batches, then globally re-ranked so scores stay comparable across batches. Every score carries the reasoning behind it.
My Role
Built the platform end to end â the Next.js and TypeScript frontend on Vercel, the Node service on Render, the MongoDB models, the Gemini screening pipeline and the per-candidate email system.
Challenges
Keeping scores fair across batches, and keeping the model honest: the pipeline flags gender language, age indicators, institution prestige and name bias inside its own output, and surfaces unverified skills and employment gaps as explicit risks.
Impact
Screening that took hours returns a ranked shortlist in minutes, with strengths, gaps and interview questions per candidate â and a reasoning log a recruiter can audit rather than take on trust.
Architecture