Projects

Selected projects

Software delivery, enterprise knowledge search and AI integrations.

Experience that reaches
the working system.

Examples of my contribution within client teams, from application development to knowledge retrieval.

IPG MediabrandsAI inside an existing product

Company knowledge, connected to the application

The problem
AI capabilities needed to work within existing services, web applications and release processes.
My contribution
Hands-on development of backend and web applications, product knowledge retrieval, semantic search and delivery automation.
The outcome
Knowledge retrieval and semantic search were integrated into a product workflow, alongside the existing application services.

Tech Lead / Senior Software Developer · 2025–2026

ITMAGINATION / NFGEnterprise knowledge search

Documents and wikis in one searchable knowledge layer

The problem
Useful information was spread across enterprise documents and internal wikis.
My contribution
Retrieval architecture, semantic indexing and source-grounded search across multiple knowledge sources.
The outcome
Documents and wiki content became searchable by meaning, with retrieved material traceable to its source.

Project experience · 2021–2024

AI is useful when it survives contact with the existing system

Practical change inside systems with users, history and operational consequences.

01
CURRENTLOGISTICSHands-on senior .NET / Angular

Codex-assisted delivery inside a live logistics platform

Daily Codex-assisted delivery across integrations, operational data and production-critical workflows.

Challenge

Move faster in a mature integration-heavy system without turning model output into tomorrow's incident.

My contribution

Hands-on senior .NET and Angular delivery: small changes, explicit context, tests and logs, with human release ownership.

02
2025-2026IPG MEDIABRANDSHands-on senior .NET / Angular

.NET and Angular services running in Azure

Backend services, web applications, CI/CD, product RAG and vector search in Azure.

Challenge

Connect AI capabilities to existing services, release pipelines and operational expectations.

My contribution

Hands-on senior .NET and Angular development, API design, Azure architecture, delivery automation and retrieval workflows.

03
2024-2025C5 ALLIANCE GROUPHands-on senior .NET / Angular

Cloud architecture and event-driven services

.NET and Angular applications with microservices, asynchronous flows and controlled delivery.

Challenge

Keep services understandable while increasing the pace of development and deployment.

My contribution

Hands-on senior .NET and Angular development alongside architecture, event-driven design, delivery pipelines and AI-assisted engineering.

04
2021-2024ITMAGINATION / NFG

Enterprise knowledge search with RAG

Retrieval across enterprise documents and internal wikis, grounded in traceable evidence.

Challenge

Make fragmented internal knowledge searchable without allowing the model to invent the missing parts.

My contribution

Retrieval architecture, embeddings, semantic search and clear source boundaries.