Looking for a job

Andrei Parvu

@andreiparvu

AI Engineer with 4 years of experience building production AI/ML pipelines, LLM infrastructure, and scalable systems with Python, AWS & Docker.

Romania

Message

What I'm looking for

I'm looking to build scalable AI-enhanced data pipelines and self-hosted LLM systems, with opportunities to automate complex workflows and improve high-volume data products.

At IdeaHub SRL, I build AI-enhanced clickstream pipelines and self-hosted LLM infrastructure that turn high-volume data into reliable, actionable outputs.

I've designed a self-hosted model manager that deploys Hugging Face models with selectable inference backends, Docker provisioning, a repeatable CLI, and Nginx-secured endpoints. I also built a clickstream pipeline that groups anonymous search sequences and enriches them with responses from a self-hosted Qwen3.5-122B model served through llama.cpp.

Earlier, I developed intent-classification workflows using Hugging Face, FAISS, Parquet, Amazon S3, and Athena, alongside Python diagnostics and Java/Spring Boot tools for production-device traffic analysis.

Experience

Work history, roles, and key accomplishments

Current

Data Engineer

Current

IdeaHub SRL

Jan 2026 - Present (7 months)

Built and owned self-hosted LLM infrastructure supporting vLLM, llama.cpp and NVIDIA Triton, with automated Docker provisioning, Nginx security and project-level access controls. Built an AI-enhanced clickstream pipeline using a self-hosted Qwen3.5-122B model, benchmarking inference setups for throughput, memory use and output quality.

Python Docker Nginx Hugging Face LLM Benchmarking

Junior Full-Stack Developer

IdeaHub SRL

Aug 2022 - Jan 2026 (3 years 5 months)

Built production systems across ML, data and backend engineering. Developed an intent-classification pipeline using zero-shot models and FAISS clustering, a Python health-check tool for 100 production devices, and a Java/Spring Boot traffic-capture service with RabbitMQ. Worked with AWS, Parquet, MySQL and QuickSight.