sai charan

I built and validated containerized Python/Linux workflows as an Independent Software Engineering & AI Evaluation Contractor, using deterministic verification, regression checks, and Git-based delivery processes.

In that contract work, I created backend/API benchmark environments, testing suites, and reference implementations. I also investigated application, dependency, and test-environment failures, then documented findings and corrective actions.

At RESSL AI, I built Python-based machine-learning and computer-vision workflows for data processing, model evaluation, and inference. My work included deployment-oriented experimentation.

At Webstack Academy, I built Food Genie, an ordering web application using React, Node.js, Express, and MongoDB. My projects also include NERAYI, a Streamlit platform with reproducible benchmark and validation workflows, and deployment-oriented inference experiments using PyTorch, OpenCV, and TensorRT.