Kousthub J V

• Built and deployed a Docker → AWS ECR → EC2 deployment pipeline from scratch; introduced immutable image

tagging (commit SHA) enabling reliable rollbacks across production releases.

• Integrated AI-assisted prescription workflows end-to-end: treatment plan → structured prescription conversion,

fallback logic for missing model outputs, and deduplication fixes in medication generation.

• Engineered RESTful API updates across distributed frontend and backend services; implemented preflight validation

(AWS identity, Docker health, IAM permissions) reducing deployment failures significantly.