Independent Technology User / Freelance — Self-Directed Projects (AI output and digital content evaluation)
Evaluated digital content for accuracy, relevance, and quality as part of personal and academic projects. Documented observations and structured feedback on AI-powered tool outputs and performance to support iterative improvement. Followed structured review practices to assess information quality and reasoning consistency. • Reviewed and judged content quality using predefined criteria (accuracy, relevance, quality). • Captured observations and wrote structured feedback on AI tool output behavior. • Used critical reasoning and attention to detail to flag issues in AI-generated or sourced content. • Compared findings against research expectations to maintain consistency.