6/24 – Built a serverless API deployed on AWS using AWS API Gateway, Lambda, DynamoDB, Terraform.

11/24 – Developed a machine learning model to detect fraudulent property claims submissions. Model was defined, trained, tuned and deployed using AWS SageMaker.

1/25 – Built an IVR voice bot for an after call survey voice flow using AWS Connect, Lex, Kinesis, S3, DynamoDB, Lambda (GoLang), StepFunctions, Terraform that is targeted for a 1st quarter 2025 deployment.

1/25 – Implemented an AWS Connect flow that uses a Lex bot triggering a Lambda function written in Python that uses the open source LangChain library to build an agent that uses the Anthropic Claude 2 LLM through Bedrock. Embeddings created after uploading content to S3 is processed by OpenSearch and used to augment the content LLM can use to reply to questions (RAG implementation).

1/25 – Implemented Infrastructure as a Code (IaC) VPC networking and EC2 web application components in AWS using both AWS CDK (Python) and Terraform.