In my independent contract work, I annotate and evaluate text, image, audio, and multilingual data for AI training and quality assurance. I follow project-specific SOPs, taxonomies, and scoring rubrics.
I review model responses for correctness, relevance, factual support, instruction adherence, and language quality. I also evaluate visual question-answering samples and flag ambiguity, missing information, and invalid items.
For speech and generated audio, I assess clarity, pronunciation, pacing, naturalness, and technical defects. I create and audit evaluation criteria and reference responses, including source verification and QA rework.
At Simpnify, I conduct penetration testing and vulnerability assessments for web and mobile applications, then document findings with evidence, risk ratings, and remediation guidance. I also work with developers and product teams on secure design and IEC 62443-aligned security validation.

