Kent Umut

Spent one month working with the backend team on a production Java and Spring codebase at a 5G telecom software company, gaining hands-on experience with code review, version-control workflows, and CI/CD.

Agentic browser-focus extension that classifies live browsing with Claude on Bedrock. Grounds answers in bounded SQLite queries, uses RAG for cross-session continuity, and ships to Elastic Beanstalk through GitHub Actions.

Autonomous voice AI agent with sub-2s responses. Speculative RAG cut roughly 1.2s of latency, parallel TTS reduced audio-generation latency by 43%, and seven microservices scale on ECS Fargate.

AI exam-preparation platform with hybrid retrieval over 10K+ questions, local ONNX embeddings, in-browser PDF region selection, and progressive tutoring across numeric, multiple-choice, and open-ended answers.