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Ovidiu Ioan JitaruOJ
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Ovidiu Ioan Jitaru

@ovidiuioanjitaru

I build production ML systems, from edge vision to agentic LLM applications.

Italy
Message

What I'm looking for

I'm looking to build and deploy intelligent systems end to end, especially production LLM agents, computer vision, and scalable ML infrastructure.

I'm building an Agentic Virtual Assistant at Formula - Impresoft, using a Graph-RAG architecture to improve ERP software usability and progressively augment its knowledge base from customer data.

I orchestrate agent workflows with LangGraph and LangFuse, combine hybrid retrieval in ChromaDB with graph-based context resolution in Memgraph, and manage bare-metal NVIDIA GPU inference infrastructure using llama.cpp. I also integrate computer vision for business-document extraction and deploy containerized microservices through Docker, docker-compose, GitHub Actions, and CI/CD pipelines.

Previously at Certimeter - Lutech Group, I built distributed PySpark ETL and DBSCAN clustering pipelines across HDFS, Impala, Hive, and Cloudera environments to support banking-user segmentation and security anomaly detection. At Alten, I maintained Java systems and developed an NLP classifier for automated ticket routing.

My work also includes optimizing Vision Transformers in PyTorch for nano-drones, where structured pruning delivered a 13% improvement over state-of-the-art CNN baselines, and time-series forecasting projects where LightGBM improved MAE by 25% over naive baselines.

Experience

Work history, roles, and key accomplishments

FI
Current

ML / AI Engineer - GenAI

Formula - Impresoft

Nov 2024 - Present (1 year 9 months)

Designed and implemented an Agentic Virtual Assistant with Graph-RAG architecture to optimize ERP software usability, including a progressive knowledge base augmentation system. Orchestrated agent workflows via LangGraph with full observability tracing through LangFuse, and applied hybrid retrieval on ChromaDB and graph-based context resolution via Memgraph.

Education

Degrees, certifications, and relevant coursework

Politecnico di Torino logoPT

Politecnico di Torino

Master of Science, Data Science and Engineering

MSc in Data Science and Engineering from Politecnico di Torino, with an applied thesis on Vision Transformers for nano-drones for Human Pose Estimation.

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