Linux Systems & Technical Troubleshooting — Ongoing (hobby/independent)
Applied methodical variable isolation and reproducible documentation practices to diagnose complex technical failures. Translated troubleshooting skills into an ability to identify edge cases and ambiguous items relevant to data quality and labeling consistency. Ensured outcomes were consistent and explainable by recording configuration decisions and steps to reproduce results. • Diagnosed kernel panics, boot failures, and display manager conflicts • Isolated variables to locate low-signal faults • Documented reproducible fixes and configuration decisions clearly • Emphasized consistent, explainable outcomes that parallel labeling QA rigor