Architects software layers that make petabyte-scale storage context-aware for AI agents. Responsibilities include building REST, gRPC, and MCP interfaces across NFS, SMB, and S3; designing metadata schemas and indexing pipelines; synchronizing file data with digital twins; enabling semantic discovery, auto-tagging, similarity search, and summarization; collaborating with storage teams and creative users; and participating in on-call support.