INDEX / 01 — 07

Selected work.

Software systems, applied AI, industry data, and experimental research. Each project has its own story and technical context.

THE WORK / 2026

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.

MARKET CONTEXT

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 ↗

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 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 ↗

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

PRIVATE / MODULARARCHITECTURE STUDY

WORKSPACE / AUTHORIZED INTENTGoal + scope + evidence

PROPOSED ORCHESTRATIONPlan within boundaries.

ISOLATED TOOLS / UNDER EVALUATION

DocumentsAPIs / browserRules / tests

Human approvalsTraceable evidence

DESIGN IN PROGRESS · NO CONNECTED RUNTIME

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

EXPLORE PROJECT ↗

THE IMPORTANT DETAIL

Some systems are private, some are prototypes, and some are collaborative. Case studies describe their verified scope without disclosing confidential implementation details.