At Nokia, I built Python automation and data-validation scripts that reduced manual QA effort by more than 10 hours per week. I also developed UI test automation suites using Playwright and Selenium.
I debugged production defects, tested REST APIs, and worked with MySQL queries and indexing to improve data retrieval speed. I also maintained CI/CD pipelines with Jenkins and Apache Airflow.
I built FWC-HRMS as a solo hackathon project, including a Python resume-screening pipeline exposed through FastAPI and a Django module for HR workflows. Its RAG pipeline used SQL Server and vector indexing for context-aware summaries.
For my Netflix Clone project, I built a Java and Spring Boot backend with React and Angular interfaces, REST endpoints, and microservices. I also designed the Oracle schema, added Redis caching and RabbitMQ processing, and wrote JUnit tests.

