Civil Engineering Expert / QGIS Expert – AI Training & Technical Evaluation (Handshake AI)
Served as a subject-matter expert for Handshake AI research projects, supporting LLM response evaluation for civil engineering and geospatial workflows. Developed and refined domain-specific prompts, technical instructions, and evaluation rubrics to assess response accuracy and usefulness. Performed rubric-based reviewer feedback to guide improvements in AI-generated engineering content. • Evaluated technical accuracy, relevance, completeness, constructability, and real-world applicability • Reviewed AI outputs covering civil engineering, infrastructure, GIS/mapping, and CAD/DWG interpretation • Generated and improved QGIS-based mapping tasks and assessment criteria • Provided structured reviewer feedback to research teams