On freelance AI-data projects associated with Outlier, Handshake AI, and Mozilla projects, I performed 300+ hours of phonetics auditing and language-data evaluation across Hindi, English, and Punjabi locales. I evaluated pronunciation and phonetic data against project guidelines and documented inconsistencies and transcription errors.
On TrueVoice, an AI voice-cloning detection system, I worked on integration, real-time application workflows, and verification. I reviewed system behavior across audio inputs and documented unexpected outputs and implementation gaps.
I also developed and published a Sudoku application on the Google Play Store, implementing puzzle generation, validation, and game-state management. I’m studying Software Product Engineering at Lovely Professional University (LPU) × Kalvium.

