At Thoth AI, I delivered audio annotations for speech-recognition and NLP model training, maintaining 98–100% per-clip accuracy. At iMerit, I labeled and segmented visual training data for computer-vision models, averaging about 400 image annotations per day.
At TAR Global, I managed recruitment, contracts, onboarding, and training documentation, and directed web projects and advertising campaigns. I also managed daily attendance, deliverables, and milestone accountability for a startup team of 10+.
As Product Manager at Havij App, I delivered an MVP for a learning-competition app within a three-month cycle, directing UI/UX design and authoring its functional and technical requirements.
I build AI workflows with n8n, llama.cpp, and ComfyUI, alongside full-stack products and hardware projects. My work includes Snapify Photo Booth, the DICT DRRM Dashboard, and apps and games released on Google Play and itch.io.

