Selected work / 01
Production operations, applied AI, innovation concepts, and the applications that started my engineering journey.
36 projects
A company-agnostic AI operations platform concept
Core AI is an independent, company-agnostic product concept for organizations that operate complex services. It brings operational context, incident investigation, anomaly detection, team handover, and controlled automation into one adaptable workspace. This case study describes a product direction, not a specific company deployment or a shipped product.
Ideas for more inclusive, supportive, and connected work
Five concepts submitted to Sopra Steria internal innovation challenges. This collection presents the problem spaces and ideas; it does not imply that every concept became a shipped product.
Three user-facing applications built during university
A small archive of three 2018 first-prize projects: a university restaurant menu app and website, a news app and website, and a student residence complaint management app and website.
A service-business dispatch workspace for turning new leads into scheduled jobs
A product concept for home-service teams that brings lead intake, crew availability, travel planning, quote preparation, and customer follow-up into one reviewable workflow. The concept is designed for service businesses globally and is not presented as a shipped product.
Find cited repair guidance across equipment manuals and service history
A retrieval assistant concept for maintenance teams working across manuals, warranty documents, and prior repair tickets. Responses keep source passages and document references visible so technicians can verify guidance before acting.
Review duplicates and repair messy CRM records with safe merge suggestions
A data-quality workspace concept that identifies duplicate contacts, malformed details, inconsistent company names, and stale records. It proposes changes for review and keeps a record of every accepted merge.
Investigate campaign spend and conversion shifts before they become expensive
A marketing operations concept that brings campaign spend and conversion signals into an explainable monitoring view. It highlights unusual changes, shows the comparison window, and guides a human review before any budget action.
Route event traffic reliably with delivery history, retries, and backpressure
A systems engineering concept for receiving webhook events, validating and routing them to downstream destinations, and making delivery behavior observable. It emphasizes controlled retries, idempotency, and clear failure handling.
Turn pull-request context into focused, reviewable engineering feedback
A code review assistant concept that examines a pull request for likely bugs, security concerns, missing tests, and performance risks. Findings point to specific changed lines and remain suggestions for a developer to accept or dismiss.
Some professional work is confidential. Public descriptions stay at a high level and omit customer data, internal systems, and unapproved screenshots.