// Uses

Tools & stack

What I reach for day to day — across ingestion pipelines at Amazon, the artifacts on this site, and the site itself.

Languages & Frameworks

Java (Spring Boot)PythonTypeScript / JavaScript (React, Node.js)PyTorchTensorFlowFastAPI

Cloud & MLOps

AWSAmazon BedrockMLOps pipelinesCI/CDDockerKubernetesTerraformAWS LambdaDynamoDBAmazon SESAmazon CloudFrontGitHub Actions (OIDC)

ML Tooling

Hugging Face Transformers / PEFT / Datasetsbitsandbytes (QLoRA)scikit-learnsentence-transformersfaster-whisperSilero VADKokoro TTSRAG systemsResponsible AI evaluationDistributed systems

How This Site Is Built

Next.js (static export)Tailwind CSS 4TypeScriptHand-written inline SVG chartsCloudFront + S3 (private origin, OAC)Lambda + DynamoDB + SES (newsletter delivery)GitHub Actions, OIDC deploys (no stored credentials)