Personality platform
Built backend services and tools for content workflows, conversational CX, experimentation, and analytics.
Consistency under churn
Designed DynamoDB locking patterns for eventual-consistency NLU catalog updates.
Models near production
Worked on fraud scoring APIs, shadow model execution, distributed sampling, and data reduction.
Operational roots
Started with content delivery, internal tools, automation, test plans, and performance bottlenecks.