Machine learning engineer with 6 years of end-to-end production experience: training models from scratch, deploying them behind live APIs, and operating them for paying customers. Founder and sole engineer of Bed Vibe Studios, building a multilingual speech-AI platform with a ~730M-parameter TTS model trained on consumer GPUs across 13 languages. Strong in MLOps and production engineering: automated model evaluation and release gates (ASR-driven QA, WER/CER), data pipelines, deployment debugging, and reliable inference stacks (FastAPI, PostgreSQL/Supabase, Docker, Linux/Nginx, Stripe tokenized billing). Also authored multiple research reports and open-source Python libraries focused on TTS failure-mode QA and training reliability.…Machine learning engineer with 6 years of end-to-end production experience: training models from scratch, deploying them behind live APIs, and operating them for paying customers. Founder and sole engineer of Bed Vibe Studios, building a multilingual speech-AI platform with a ~730M-parameter TTS model trained on consumer GPUs across 13 languages. Strong in MLOps and production engineering: automated model evaluation and release gates (ASR-driven QA, WER/CER), data pipelines, deployment debugging, and reliable inference stacks (FastAPI, PostgreSQL/Supabase, Docker, Linux/Nginx, Stripe tokenized billing). Also authored multiple research reports and open-source Python libraries focused on TTS failure-mode QA and training reliability.WWWW…