MLOps Engineer
DAN and PARTNERS
Feb 2026 — PresentOwned AWS infrastructure and deployment for an AI construction product, including more than five services and GPU based RAG and document processing.
• Owned AWS EC2 production platform for AI construction SaaS (API / worker / GPU nodes). • Deployed 5+ services (backend, frontend, RAG, IRD, GPU inference) via Docker Compose, GitHub Actions CD, SSM rollout, Nginx/SSL. • Built path-based CI/CD and standardized Python deps with uv + cache-friendly Docker layers. • Operated production RAG stack (embeddings, reranker, LLM) with vLLM / TEI / Ollama on GPU. • Deployed IRD document pipeline (OCR, CV, Qwen/Ollama); set up local MinIO/dev stacks for fast iteration.
