Hands‑on experience in Python automation and scripting (large‑scale batch processing)
Deep familiarity with Stable Diffusion training/inference and checkpoint management
Expertise deploying and managing GPU‑accelerated cloud infrastructure
Strong understanding of distributed processing, concurrency (multiprocessing, threading, async)
Solid foundation in Linux server administration and CI/CD pipelines
Excellent problem‑solving skills, self‑starter attitude, and ability to operate independently
Experience architecting scalable either image or video generation related pipelines
Familiarity with frontend frameworks for lightweight dashboarding
Hands‑on with Terraform, Kubernetes, or Docker‑Swarm for container orchestration
Background in data engineering / ETL processes for large multimedia datasets
Prior work in content moderation, classification, or metadata tagging