Sumit Kumar

About Sumit Kumar

In my current role, I am driving scalable SaaS platforms, GenAI innovations, and high-impact AI agent ecosystems at enterprise scale. I am having 16+ years overall experience with building resilient systems and leading global teams through AI transformations.Led projects in Scalable SaaS and Multi-Tenant ArchitecturesAs an Engineering Manager and Principal Engineer, I’ve architected robust, multi-tenant SaaS products emphasizing high scalability, availability, and extensibility. Expertise covers end-to-end development—from ideation to production—handling massive loads with business adaptability.In fast-paced settings with multiple scrum teams, drove AI deliverables for analytics platforms on on-prem, AWS, Azure, GCP—meeting quality/performance standards. Achieved predictable timelines, 40%+ deployment efficiency gains, powering enterprise analytics.Hands-On Expertise in Modern Tech Stacks and Cloud-Native DevelopmentStrong enterprise product development in cloud-native, multi-tenant SaaS. Toolkit:• Languages/Frameworks: Java, React, Python; TensorFlow/PyTorch for ML• Distributed Systems: Microservices, Kafka, queues; Oracle DB, vector DBs (Pinecone/FAISS) for RAG.• Observability: ELK, Prometheus; dashboards for ROI, productivity, agent trends, ML telemetry.• Infra/DevOps: Docker, Kubernetes, AWS/GCP/Azure; Linux CI/CD (Jenkins, Ansible, Terraform, Puppet, GitHub Actions).• Testing: Selenium, JUnit, Fitnesse, Karate BDD, Cucumber.2+ years mastering LLMs, RAG, GenAI: Architected RAG pipelines (40% accuracy gains),customized GPT/Llama for NLP (triage, analytics).Pioneering AI Agents: Architecture to Operations Lead end-to-end AI agent development: ideation/prototyping to production on AI Studio-like platforms. Drive core building blocks:• Gateways/Orchestration: LLM routing, tools (Karini, N8N), low/no-code for developers.• Knowledge/Vector: LangChain and LangGraph, RAG retrieval MCP, vector DB with privacy/audit governance.• Evaluation: Accuracy, latency, hallucination metrics.Worked on secure governance: frameworks, certifications, workflows for enterprise compliance.Operationalize via pipelines, Kubernetes containerization, monitoring, lifecycle mgmt. Observability dashboards quantify productivity uplifts, AI agents ROI presented to leadership.Deployed AI agents to live in production and working further on low/no-code (Karini-like), AI governance, cross-geo leadership in AI-first initiatives. Let’s connect for next-gen AI movement and architecture!

Experience

1. Vice President

   Wells Fargo

   Feb 2022 — Present · Bengaluru, IN

Education

• Birla Institute of Technology and Science, Pilani

  PG Course, Artificial Intelligence & Machine Learning

• Netaji Subhas University of Technology, East Campus

  Engineer's Degree, Computer Science

  2006 — 2010

• Kendriya Vidyalaya

  High School, General Studies

  1992 — 2004

Skills

• Android
• Phpmyadmin
• Phonegap
• Python
• Javascript
• Html 5
• Ios Development
• Mobile Applications
• Apache Spark
• Xml
• Database Design
• Json
• Iphone Application Development
• Sqlite
• Xcode
• Objective-C
• Sencha
• Object Oriented Design
• Jsp
• Web Services
• Ajax
• Android Development
• Data Analysis
• Php
• Design Patterns
• Java
• Titanium Mobile
• Core Java
• Node.js
• Subversion
• Mysql
• Hadoop
• Eclipse
• Jquery Mobile
• Nodejs
• Wamp
• Jquery