A production-ready ML inference service that transforms informal project descriptions into ATS-optimized resume bullets. Built by finetuning T5-small on 280+ STEM examples, achieving 95% formatting accuracy. Deployed with FastAPI, containerized with Docker, and orchestrated via Kubernetes with GPU acceleration, horizontal autoscaling, and comprehensive monitoring.