About
🧠 AI Platform Architect | MLOps & LLMOps | Production GenAI & Agentic Systems I design and operate production AI platforms. Over 7+ years, I’ve worked across enterprise environments (Deloitte, Capgemini, Philips, Hitachi, Unilever), focusing on one thing: taking AI systems from experimentation to reliable, scalable production platforms. My work sits at the intersection of MLOps, LLMOps, and AI platform architecture — owning systems end-to-end: from orchestration design to deployment, governance, and continuous optimization. What I own in production AI platform architecture — multi-agent systems, orchestration layers, MCP integrations, and human-in-the-loop workflows RAG systems — retrieval design, grounding strategies, evaluation (RAGAS), and continuous quality improvement Model lifecycle governance — experiment tracking, versioning, deployment strategies, retraining, and drift monitoring Inference cost engineering — token optimization, context compression, and cost-aware architecture (35% cost reduction delivered) AI platform CI/CD — automated pipelines, release governance, and environment-aware deployments Production impact ⚡ 40% faster deployment cycles through pipeline architecture decisions 💰 35% reduction in inference cost through token and payload optimization 🧠 Continuous LLM quality improvement via structured evaluation pipelines 🔍 Full observability across ML + LLM systems (monitoring, drift, feedback loops) Platforms I work across MLOps: MLflow · Airflow · SageMaker · Kubeflow · Feast · Evidently AI LLMOps: LangChain · LangGraph · RAG pipelines · evaluation frameworks Cloud: AWS · Azure · GCP Infra: Kubernetes · Docker · Terraform I focus on production systems, not prototypes — where reliability, cost, governance, and scale matter as much as model performance. 🤝 Open to conversations around AI platforms, MLOps, LLMOps, agentic systems, and production GenAI architecture
Work experience
Deputy Manager (Senior Consultant) at Deloitte, Jul 2025 - Present · 11 mos, Bengaluru
Professional I (Associate Consultant) at Capgemini, Jan 2022 - Jun 2025 · 3 yrs 6 mos, Pune, Maharashtra, India
Associate at Firstsource, May 2020 - Nov 2021 · 1 yr 7 mos, Bengaluru, Karnataka, India
Process Analyst at FUGO Services, Mar 2019 - May 2020 · 1 yr 3 mos, Bengaluru, Karnataka, India
Associate at Innovsource, Oct 2018 - Mar 2019 · 6 mos, Bengaluru, Karnataka, India
