AI Coding Evaluation & Software Data Labeling — Independent R&D / HardenSec
Since 2021, hands-on AI-assisted software engineering, code evaluation and technical data labeling across personal R&D and, subsequently, HardenSec/HardenForge product development. Work includes reviewing AI-generated code and technical outputs for correctness, specification compliance, maintainability, architecture, security, regression risk and expected runtime behavior. Activities cover Python, C++, full-stack and infrastructure workflows, automated testing, debugging, repository analysis and validation against real engineering constraints.