Open to opportunities

Rohith K Bobby

@rohithkbobby

Message

I’m an ML & MLOps engineer building low-latency production voice AI with Kubernetes, GPU inference, and Ray.

India

Message

What I'm looking for

I’m looking to build and scale production voice AI and GPU inference services—low-latency pipelines with Kubernetes/Ray MLOps, strong evaluation, and reliability—where I can own end-to-end performance improvements.

I’m an ML & MLOps engineer focused on production voice AI, backend services, GPU-backed inference, and Kubernetes deployments. In my current role, I built low-latency voice AI pipelines with LiveKit and self-hosted ASR, LLM, and TTS services for production call handling.

I’ve served Parakeet ASR and Kokoro TTS on bare-metal L40S infrastructure using Kubernetes, KubeRay, Ray Serve, and Docker, validating performance with concurrency sweeps (e.g., 155 RPS ASR, p50 latency below 200ms) and strong transcription match across 2,400 test requests. I also developed an OCR pipeline, keyword extraction and article tagging systems, and Indic-language translation/summarization workflows as an ML intern—work that reinforced my preference for measurable, production-ready results.

Experience

Work history, roles, and key accomplishments

Current

ML & MLOps Engineer

Current

GenerativeStudio.dev

Dec 2025 - Present (6 months)

Built low-latency production voice AI pipelines with LiveKit, self-hosted ASR, LLM, and TTS, validating performance to 155 RPS for ASR and 56 RPS for TTS with p50 latency under 200 ms. Served Parakeet ASR and Kokoro TTS on L40S GPUs via Kubernetes, KubeRay, Ray Serve, and Docker, and reduced cold-start latency and timeouts by tuning async deployment and concurrency settings.

LiveKit Parakeet ASR Kokoro TTS Kubernetes KubeRay Docker Async Deployment Tuning

Machine Learning Intern

IHRD / SBCID Kerala

Mar 2023 - Dec 2023 (9 months)

Built an OCR pipeline to digitize and summarize local newspaper articles, reducing manual review time for analysts. Developed keyword extraction and article tagging for police case identification, improving classification accuracy by 20%, and created Indic-language translation and summarization workflows used by 20+ senior officials.

OCR Pipelines Keyword Extraction Indic Language NLP Localization Workflows Summarization ML Evaluation

Education

Degrees, certifications, and relevant coursework

College of Engineering Kallooppara

Bachelor of Technology, Computer Science & Cyber Security

2022 - 2026

B.Tech in Computer Science and Cyber Security at College of Engineering, Kallooppara (Nov 2022–Apr 2026), with coursework completed and final results awaited. Dissertation covered fast fully homomorphic encryption via Module-LWE with parallel NTT algorithms, GPU roofline modeling, and IND-CPA security analysis.