I lead multidisciplinary teams and architecture decisions for large-scale digital products, connecting frontend, backend, and product strategy to improve performance, conversion, and delivery capacity.
How I built an async AI pipeline with Amazon Bedrock and SQS: architecture, LocalStack + separate credentials, Titan embeddings, and SQS-native retry.
Why I chose Amazon Bedrock over OpenAI for my AWS-native SaaS: no static API keys via IAM, cost optimization with Haiku vs Sonnet, and unified billing.
What I learned building a product with Spec-Driven Development: How structured specs eliminate technical debt using AI as a development peer.
How I structured a NestJS monorepo with pnpm workspaces for multiple services: shared packages, hot reload in dev and optimized build in production.