I bridge the gap between strategy and delivery, driving AI initiatives from whiteboard concepts to production-grade systems that serve millions. With 12+ years in data science and a current role as Senior Manager, AI & Data Science at Jio Platforms, I lead teams, shape enterprise AI roadmaps, and still enjoy cracking open a notebook to prototype the next idea.
- AI Agentic Platform – incubating an open-source framework for end-to-end agents (LLM + tools + orchestration)
- Smart Assistants – architecting a Linux-native voice assistant for >1 M users on virtual desktops
- Indic Speech Models – fine-tuning SeamlessM4T + SpeechTTS for low-latency Hindi ↔ English S2S translation
- RAG at Scale – deploying vector DB + Gemini on GCP L4 GPUs with sub-300 ms latency and strict Infosec gating
| Domain | Go-to Tools |
|---|---|
| Languages | Python, PySpark, SQL, Go |
| LLM Ops | LangChain, LlamaIndex, Triton, HuggingFace Transformers, vLLM |
| Cloud & Infra | GCP, Azure, K8s, Terraform |
| AI Agentic Ops | LangGraph, CrewAI, LLM Function Calling, Prompt Layer, EvalGPT |
| Data Eng & Storage | DuckDB, Apache Spark, Kafka, Airflow, Postgres, ClickHouse, BigQuery |
| Speech & Audio | Whisper, SeamlessM4T, SpeechTTS, Coqui TTS, FunASR |
| MLOps & Experiment Tracking | Vertex AI Pipelines, MLflow |
| Observability & Logging | Prometheus, Grafana, Elastic Stack |
| Testing & Load | pytest, Locust, k6 |
I’m always up for:
- Co-creating open-source GenAI utilities
- Guest lectures / workshops on ML system design
- Advisory on AI product roadmaps or infra cost optimisations
Ping me on LinkedIn, or just open an issue / PR here.
Together we can make AI useful, measurable, and fast.
“Great ideas deserve great engineering — and great engineering deserves the thrill of shipping.”