On independent remote AI platforms, I evaluate LLM prompts, rank output preferences, and audit data safety. I also transcribe and quality-check multi-speaker audio and video datasets, including timestamp synchronization.
I annotate egocentric video streams by labeling hand-object interactions and temporal boundaries, and conduct secondary peer reviews to minimize errors.
In academic and project initiatives, I organize institutional repositories using cataloguing standards and indexing schemes. I use Python scripts for data parsing, validation checks, and basic dataset cleaning.

