How I Work: Backend, AI, DevOps, and Infrastructure
I do not treat Backend, AI, DevOps, Infrastructure, and Network as isolated areas. For a product that has to go online, be used, and remain maintainable, these layers eventually become one delivery chain.
Features need stable APIs. Services need reliable CI/CD. Long-running systems need monitoring, backup, network visibility, and security. When a product needs LLMs, Speech AI, or GPU runtime, model integration also has to be deployable, observable, and operable.
