Develop production-ready Generative AI applications, RAG pipelines, AI agents, and conversational assistants. Design serverless AWS architectures using Lambda, API Gateway, Step Functions, S3, DynamoDB, and RDS. Implement data ingestion, ETL/ELT workflows, vector embeddings, and semantic search systems. Optimize model performance, latency, and cost; ensure high data quality and observability. Collaborate with clients to translate requirements into technical solutions and document best practices.
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