At Nokia, I lead engineering for AIVA and Factory Test & Troubleshoot, and developed Factory LLM, a multimodal RAG platform. Together, the production platforms identify €3M+ in inventory value per quarter, reduce fixture troubleshooting time by 40%, and lower AI operating costs by 20%.
I built AIVA’s prioritization and reporting engine to surface inventory risk and automate export-compliance checks across supply-chain records. For Factory Test & Troubleshoot, I implemented hybrid BM25 and FAISS retrieval with streamed, citation-backed responses.
Earlier at Nokia, I built manufacturing web applications and digital workflows that reduced downtime by 30%, and integrated IoT devices with factory systems using MQTT. I also developed Java web modules at SAIL for patient registration, scheduling, and health records.
