Executive Summary

Technical Architecture • Platform Engineering • Hands-On Leadership

🎯

Agentic AI Architecture

Designing and operationalizing agentic AI ecosystems with multi-agent workflows, LangGraph/LangChain orchestration, and human-in-the-loop governance. Building systems that extend beyond automation into reasoning, decision support, and adaptive learning for Fortune 500 enterprises.

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Builder-First Leadership

Hands-on technical leader who stays deeply involved in architecture and execution. Building production-grade platforms including Milkyway (Agentic AI), Maestro (Big Data), atom.ai (ML Platform), and real-time streaming systems with focus on latency optimization and SLOs.

💼

Research to Production

Translating AI research and experimentation into production-grade platforms with measurable revenue impact. Front-ending GTM, PoC leadership, and C-level communication while building scalable engineering teams and owning delivery roadmaps.

Signature Outcomes

Technical Excellence • Platform Architecture • Enterprise Impact

Innovation

AI-Powered Solution Engineering

Architected repeatable AI-powered solutioning framework (automated proposal generation, effort estimation, delivery accelerators) scaling Digital Engineering presales and driving growth.

Revenue

Platform Commercialization

Developed and commercialized Cloudi observability platform and Databricks Unity Catalog accelerator, generating recurring revenue through modernization engagements.

Delivery

GenAI Solutions Portfolio

Delivered customer-facing GenAI solutions (Knowledge Bot, LLM BI, Platform accelerators) enabling GTM through demos, PoCs, and executive storytelling.

Real-Time

DOOH Auction System

Designed real-time digital out-of-home auction/bidding system (stealth side project) focusing on low-latency decisioning, event-driven architecture, and auditable event trails.

Platforms & Products

Enterprise-Grade • Production-Ready • Scalable

Featured

Milkyway

Agentic AI • LangGraph • HITL Governance

Enterprise-grade deep research agentic AI analytics platform enabling multi-agent orchestration, planning, tool-use, memory, and evaluation with human-in-the-loop safety.

  • Multi-agent workflow orchestration
  • LLM-powered deep research
  • Production-grade governance
Cost Leader

Maestro

Azure • Databricks • Automation • Microservices

Big data platform automation enabling one-click cloud infrastructure provisioning and automated pipeline orchestration. Replaced legacy Palantir with modern architecture, delivering significant cost optimization.

  • Single-click infra provisioning
  • End-to-end pipeline automation
  • 15+ applications onboarded
Innovation Platform

atom.ai

GenAI Platform • Self-Serve • ML Lifecycle

Architected self-serve Data & AI platform enabling co-innovation and full lifecycle ML solutions. Technical foundation for innovation lab capabilities and ML democratization.

  • Self-serve AI/ML platform
  • Co-innovation workspace
  • End-to-end ML lifecycle

Cloudi Observability

FinOps • Cloud Optimization • Intelligence

Intelligent FinOps accelerator providing cloud cost optimization and observability. Commercialized platform generating recurring revenue through automated optimization and governance recommendations.

  • Intelligent cost optimization
  • Cloud resource observability
  • Automated recommendations

GenAI Solution Suite

RAG • GraphRAG • LLM BI • Redis • Vector DB

Comprehensive GenAI solutions including Knowledge Bot, LLM BI, Redis Text2SQL, SQL Eval Framework, and GraphRAG/TAG systems for accuracy and cost optimization.

  • Knowledge Bot & LLM BI
  • Text2SQL with confidence scoring
  • GraphRAG & targeted augmentation

AI-Powered Solution Engineering

GenAI • Automated Solutioning • RFP Automation

Repeatable AI-powered framework for automated proposal generation, effort estimation, reference architectures, and delivery accelerators. Scaling Digital Engineering presales and driving measurable growth impact.

  • Automated proposal generation
  • AI-driven effort estimation
  • Delivery accelerators & templates

Real-Time DOOH Auction System

Real-Time • Event-Driven • Low-Latency • Streaming

Digital out-of-home auction/bidding system (stealth side project) with event-driven architecture, SSE streaming, p95/p99 latency optimization, and auditable event trails for real-time decisioning.

  • Low-latency bidding engine
  • Event-driven architecture (SSE)
  • Auditable decision trails

Enterprise Data Modernization

Databricks • Unity Catalog • Feathr • Feature Store

Unity Catalog accelerators and Feature Store (Feathr) in collaboration with Microsoft & LinkedIn. Driving revenue through enterprise modernization engagements and production ML enablement.

  • Unity Catalog governance
  • Enterprise Feature Store
  • Production ML pipelines

Professional Experience

15 Years Professional Experience • Global Fortune 500 • Enterprise Scale

Tredence Inc.

Sep 2021 – Present

Sr. Director – Digital Engineering Practice Leadership | Innovation Studio

  • Own enterprise GenAI and agentic AI platform strategy, design scalable architectures with orchestration, evaluation, and governance for production delivery
  • Architected and built high-performance team delivering Milkyway, a multi-agentic deep research system with LangGraph workflows and HITL governance
  • Led end-to-end development of atom.ai and Cloudi observability platform into enterprise-grade offerings
  • Architected AI-powered solutioning framework (automated proposal generation, effort estimation, delivery accelerators) driving measurable revenue growth and presales efficiency
  • Delivered customer-facing GenAI solutions (Knowledge Bot, LLM BI, Platform) enabling GTM through demos, PoCs, and executive storytelling
  • Built Databricks Unity Catalog-based accelerators and Cloudi platform generating recurring revenue streams
  • Collaborated with Microsoft & LinkedIn data scientists to architect and build Feathr Feature Store for production ML pipelines
  • Front-ended pre-sales with architecture workshops, technical pitches, PoC demonstrations, and C-level stakeholder management
  • Built and mentored high-performing engineering teams; owned hiring, talent development, roadmap ownership, and budget optimization

A.P. Moller – Maersk

Mar 2019 – Sep 2021

Senior Platform Architect – Full Stack | Azure Data Platform

  • Architected and developed Maestro, Big Data Platform Automation product enabling single-click cloud infrastructure and pipeline provisioning with significant cost optimization
  • Designed end-to-end journey from raw data ingestion to reporting (Embedded Power BI), improving engineer productivity and delivery consistency
  • Owned product backlog and led agile team, partnered across engineering, data, and platform stakeholders to deliver releases reliably
  • Tech: React/Redux, Java/Spring Boot, Microservices, Docker, Azure Databricks/Spark, GraphQL, Citus, Azure DevOps

GlobalLogic India Ltd.

2018 – 2019

Consultant – Full Stack Lead | Marketo Product Developer

  • Core member for India team setup for Marketo product development; built and mentored 18-member team with US collaboration
  • Delivered features for leading B2B marketing automation platform, focusing on scalable front-end experiences and backend microservices
  • Led mentoring, delivery execution, quality practices including unit testing and CI/CD
  • Tech: React/Redux, Jest, Java/Spring Boot, Microservices, Docker

NagraVision India Pvt. Ltd.

2016 – 2018

Senior Software Engineer – Software Library Management (IST)

  • Built Integrated Support Tool (IST), central repository for internal software packages with API endpoints and deployment workflows
  • Led requirements, application design, full-stack development, acceptance testing, and production deployment
  • Delivered PDF reporting tool using IST services
  • Tech: Core Java, HTML/CSS, WebObjects, React/Redux, AngularJS

RedMart India Pvt. Ltd.

2015 – 2016

Software Engineer – e-Commerce, Supply Chain Analytics

  • Developed warehouse real-time dashboards (pick rate, fulfillment rate) using microservice architecture, owned full-stack delivery
  • Designed applications using AngularJS, Java/Play framework, MongoDB, and AWS
  • Guided IoT device initiative for early detection of rotten fruits in warehouse

Promantia Global Consulting LLP

2013 – 2014

Lead Technical Consultant

  • Led Openbravo ERP customization for Decathlon Sports India
  • Delivered extensions using Play framework and jQuery

Career Development Period

2010 – 2013

UPSC Civil Services Preparation

Prepared for UPSC focusing on Public Administration and Psychology. Strengthened structured problem-solving and leadership foundations applied in subsequent technical leadership roles.

Tata Consultancy Services

2008 – 2010

Systems Engineer

  • Built hybrid application combining Java and Pro/ENGINEER (Jlink-ProE Wildfile) to reduce 3D model generation time for engineering workflows

Thought Leadership

🎤

Tech Talk – Cypher Conference

Analytics India Magazine

Presented "Embedding is all you need" to industry practitioners and AI leaders, exploring embedding architectures for search and retrieval systems.

📝

Published Insights

Generative AI Security

Published insights on securing enterprise LLM-based compound systems and GenAI security best practices.

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VC-Level Product Pitches

Yobulk (YC Inbound)

Engaged in venture capital-level product pitches and enterprise stakeholder presentations for GenAI platforms.

🏆

Executive Workshops

Architecture & Transformation

Led executive workshops and architecture reviews for Fortune 500 clients across AI, data modernization, and platform engineering.

🎓

GenAI Solution Architect Program

Organization-wide Enablement

Structured and led company-wide GenAI Solution Architect program, enabling employees for emerging AI opportunities.

Awards & Recognition

⭐ Star of the Quarter
👑 Leader of the Quarter
💡 Spotlight of the Month
🤝 Cohesive Team Award
🏅 NAGRA Spot Award

Core Skills

Agentic AI & LLM Platforms

Multi-Agent LangGraph LangChain MCP RAG/GraphRAG Prompt Engineering Fine-tuning Eval & Guardrails HITL Governance Vector DB LLMOps LLM Gateway

Full-Stack Engineering

Python JavaScript/TypeScript Java Rust (Basics) GoLang (Basics) React Next.js Node.js REST/GraphQL Microservices Docker Kubernetes SQL/NoSQL GraphDB

Data & Cloud Platforms

Databricks Snowflake Kafka Redis MLOps/LLMOps CI/CD Azure AWS Unity Catalog Feature Store

Leadership & Strategy

Team Building Roadmap Ownership Thought Leadership C-Level Communication GTM/PoC Leadership Architecture Governance Delivery Leadership Hiring & Mentoring Budget Optimization

Education

  • Doctorate in Business Administration (In Progress)
    ESGCI, Paris – Applied AI
  • M.Sc. Machine Learning & Artificial Intelligence (2021)
    Liverpool John Moores University, UK
  • PG Diploma, ML & AI (2019–2020)
    IIIT Bangalore
  • B.Tech. Mechanical Engineering (2008)
    VSSUT Burla, Odisha

Let's Connect

Open to speaking engagements on enterprise AI transformation, agentic systems, platform architecture, and digital engineering strategy. Available for advisory, consulting, and leadership opportunities with forward-thinking organizations.