PORTFOLIO / 2026 — PARIS, FRANCE

ENGINEERING WITH INTENT.

Where logic
meets vision.

I’m Jean Remy Iradukunda — a computer science student at EPITA building full-stack systems, applied AI experiences and thoughtful digital products.

01 / 07
A SELECTED ENGINEERING JOURNEY
SCROLL TO EXPLORE

01 / THE APPROACH

Not just interfaces.
Systems that make sense.

From railway specifications to document intelligence, I work at the intersection of software, data and AI — turning complex ideas into structured, testable experiences.

MORE ABOUT ME ↗

02 / SELECTED WORK

Engineering in
many dimensions.

7 stories. Different disciplines.
One approach: curiosity, structure and iteration.

AUTHENTIC PROTOTYPE INTERFACE
ANGE Transport prototype landing interface with navigation, a Rwanda mobility headline and journey-planning actions.
MUHI Mobility — ANGE Transport prototypePrivacy-reviewed application capture · prototype branding
01 / 07
FULL-STACK ENGINEERING · 2026 — PRESENT

MUHI Mobility — Full-Stack Platform

A selective technical case study of a private Python/Flask platform: REST APIs, JavaScript interfaces, SQLAlchemy data modeling and mapping workflows, shown through privacy-reviewed prototype screens.

PythonFlaskJavaScriptREST APIs
EXPLORE PROJECT ↗
FIG. / 02
MOVEMENT AUTHORITY / MESSAGE 3

Illustrative data pipeline · Not a real railway signalling system

CONCEPT / VISUAL STUDY
02 / 07
DATA ENGINEERING · INDUSTRY · JUL — AUG 2026

Structure behind safety.

An industrial internship examining ERTMS/ETCS Message 3, building data dictionaries and prototype validation rules for future V&V work.

PythonPandasOpenPyXLSQL Concepts
EXPLORE PROJECT ↗
FIG. / 03
SMC AI LAB / RESEARCH CONCEPTSYNTHETIC · NO LIVE EXECUTION
ILLUSTRATIVE MARKET CONTEXTSIM / MTF
CURRENT STAGE / 01
01/ 04

Observe.

Synthetic candles and multi-timeframe context are inspected.

ILLUSTRATIVE RECORDResearch observation only

CONCEPTUAL UI · Synthetic candles · No real trading or automatic orders

CONCEPT / VISUAL STUDY
03 / 07
AI RESEARCH · VALIDATION · 2026 — PRESENT

Teaching machines to reason about markets.

An ongoing research initiative exploring how AI-assisted market observations could be grounded in evidence, constrained by deterministic validation and recorded for human review.

PythonStructured DataAI ResearchValidation
EXPLORE PROJECT ↗
LOCAL DEVELOPMENT PROTOTYPE
Corpus Forge local document workspace with upload controls, an empty active corpus and zero documents and indexed words.
Corpus Forge — Local Retrieval StudioActual application capture · local prototype
04 / 07
Python / Document Intelligence / Retrieval-Based Software · 2026

Turning documents into conversations.

A local Flask document workspace for corpus selection, grounded questions, retrieval settings and structured artifacts. A capstone and technical learning foundation that preceded StudyForge AI.

PythonFlaskSQLiteLexical retrieval
EXPLORE PROJECT ↗
AI-RECREATED AWARD ILLUSTRATION
AI-recreated illustration of Trust Layer’s third-place hackathon award, rather than an original diploma scan.
Trust Layer · FINAXYS Build What’s Next 2026Recreated artwork · Original team photograph in the gallery
05 / 07
FINTECH · AI GOVERNANCE · OCT 2026

Trust before action.

An AI governance prototype for payments, KYC/AML and treasury workflows—recognized with third place at FINAXYS Build What’s Next.

PythonLangGraphMulti-agent orchestrationValidation rules
EXPLORE PROJECT ↗
WORKING LOCAL PROTOTYPE
StudyForge student dashboard with course cards, saved materials and an empty practice accuracy indicator.
StudyForge AI — Student Learning WorkspaceActual application capture · local prototype
06 / 07
Applied AI / Education Technology · 2026 — PRESENT

Learning, built around the student.

A student companion connecting course documents, source-backed tutoring and practice, with supporting jobs and document-assistance workflows. An active local prototype, with live AI validation still in progress.

PythonFastAPISQLiteJavaScript
EXPLORE PROJECT ↗
FIG. / 07
CONCEPT / VISUAL STUDY
07 / 07
AI SYSTEMS · SECURITY ARCHITECTURE · 2026 — PRESENT

Private Agentic Enterprise Workspace

Designing a privately deployable, modular AI workspace for authorized tasks, document intelligence and traceable technical workflows. Architecture and feasibility research, with integration and validation still ahead.

Architecture & Feasibility — In Progress

TECHNOLOGIES UNDER EVALUATION
PythonCodexDeepSeek HarnessRAG
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03RD

03 / THE MILESTONE

Build What’s Next.
Third place.

With a four-person team, placed third at the 2026 FINAXYS Build What’s Next Hackathon for a Trust Layer concept exploring human oversight and AI governance in financial workflows.

SEE THE PROJECT ↗
FINAXYS 20263 / 3HACKATHON AWARD

04 / THE TOOLKIT

Craft, not shortcuts.

Tools are useful. Understanding the engineering behind them is essential.

01

Software systems

Python · Flask · JavaScript · REST APIs · SQLAlchemy · PostgreSQL · Git

02

Applied AI

Gemini API · RAG · Ollama · Local LLMs · Codex · Claude Code

03

Data & verification

Pandas · OpenPyXL · CSV/JSON · Data modeling · Validation · Technical documentation

EXPLORE THE TECHNICAL LAB ↗

05 / LET'S CONNECT

Good ideas deserve
great collaborators.

Open to software engineering opportunities, AI application projects and conversations about building useful technology.

GET IN TOUCH ↗