Engineering leader behind AI-first transformation
20+ years across Shipping, BFSI, Insurance and Enterprise SaaS — building cloud-native platforms, embedding GenAI and Agentic AI at scale, and scaling revenue from $1M to $20M in 24 months.
Stack & ecosystem
Key Expertise
Where AI, platforms, and leadership intersect
Disciplines I work across — applied to real enterprise outcomes, not slideware.
AI, ML & Agentic AI
LLM integration, prompt engineering, Model Context Protocol (MCP), and agentic system design at enterprise scale.
GenAI Platforms
ChatGPT, Gemini, Claude, Amazon Bedrock, SageMaker, MLOps pipelines, and AI-driven automation.
Cloud-Native Architecture
AWS, Azure, GCP — DevSecOps, CI/CD, microservices, Kubernetes, and infrastructure as code.
Enterprise SaaS Delivery
Greenfield SaaS builds, SAFe 6.0 PI planning, API strategy, and multi-tenant platform engineering.
Data & BI Platforms
Snowflake, Redshift, Kafka, dbt, Power BI — semantic layers and analytics serving 10,000+ users.
VP-Level Engineering Leadership
500+ engineers across 5 time zones, $28M+ budgets, OKR cascading, and global org transformation.
Featured Research
Selected deep dives
How to Build an AI Agent: A Practical Architecture Guide
A step-by-step guide to designing planner-executor AI agents — tool use, memory, guardrails, evaluation, and what changes when you move from prototype to production.
Building Scalable RAG Systems for Enterprise Knowledge
A practitioner's guide to designing retrieval-augmented generation pipelines that survive real enterprise data — messy, multilingual, and regulated.
Cloud-Native Architecture Patterns for Modern SaaS Platforms
Multi-tenant isolation, cell-based architectures, and platform engineering — patterns I've used to scale SaaS from MVP to enterprise.
Selected Projects
From AI platforms to global modernization
AI-Powered Enterprise Automation Suite
Designed an agentic automation platform combining LLM planners, deterministic tools, and human-in-the-loop approvals.
Cloud-Native Vessel Management Platform
Led a 40-engineer org across 5 time zones to deliver a cloud-native SaaS with 5+ integrations (Unit4, Eye-share) and embedded AI for incident reduction.
GenAI Knowledge Assistant (RAG)
Built a hybrid-retrieval RAG platform with semantic chunking, reranking, and per-tenant guardrails.
Cloud Migration & Platform Modernization
Led a cell-based AWS migration with strangler-fig refactoring, IaC, and an internal developer platform.
Data Platform & BI Delivery
Directed a 450-person org (15 Managers, 70 Tech Leads); rebuilt delivery on Azure with BI and governance.
Unified Web + Mobile Platform
Architected a unified web + mobile platform with AI automation and SaaS payments, retiring all five tools.
DevSecOps & CI/CD Transformation
Shifted security left with policy-as-code, SBOMs, and a paved-road CI/CD platform.
Intelligent Analytics & Dashboards
Built a streaming analytics platform with AI-summarized narratives over a unified semantic layer.
Customer Success Stories
Case studies at enterprise scale
Enterprise Agentic Automation at Scale
A multinational needed to automate 40+ back-office workflows under strict compliance and audit constraints.
Outcome — 72% cycle-time reduction, $4.1M annual savings, zero compliance incidents across 11 months in production.
SaaS Cloud Modernization for a Global ISV
Legacy monolith couldn't meet enterprise SLAs or regional data residency demands.
Outcome — 40x deploy frequency, 38% infra cost reduction, 99.99% availability, 7 new regions in 12 months.
BFSI Payments Onboarding at Scale
Merchant onboarding took 3 months across 20+ US states, capping growth for a multi-portal payments platform.
Outcome — Merchant onboarding compressed from 3 months to 4 hours (-98%); 99.9% uptime on Boarding & Servicing across the engagement.
Testimonials
Trusted by leaders across global enterprises
"Scaled our portfolio from $1M to $20M in 24 months through disciplined presales, POC-led bidding, and four new business lines."
— Microsoft Partner Account Sponsor — Centific
"Zero critical production outages across 10+ weekly deployments over 2.5 years. Rigorous DevSecOps is just how Dibya operates."
— Engineering Partner — Deloitte University
"Cut recurring incidents 76% and manual training effort 60% by deploying intelligent bots and MLOps pipelines across the platform."
— VP, Global Operations — Inchcape Shipping
"Compressed merchant onboarding from 3 months to 4 hours — a 98% reduction — with the Biller Advantage multi-portal platform."
— Payments Practice Lead — Capgemini BFSI
Latest Posts
From the research & blog
How to Build an AI Agent: A Practical Architecture Guide
A step-by-step guide to designing planner-executor AI agents — tool use, memory, guardrails, evaluation, and what changes when you move from prototype to production.
How Agentic AI Is Changing Enterprise Automation
Autonomous agents are moving from research to production. A look at how Agentic AI patterns are reshaping enterprise workflows, governance, and ROI.
Building Scalable RAG Systems for Enterprise Knowledge
A practitioner's guide to designing retrieval-augmented generation pipelines that survive real enterprise data — messy, multilingual, and regulated.
Cloud-Native Architecture Patterns for Modern SaaS Platforms
Multi-tenant isolation, cell-based architectures, and platform engineering — patterns I've used to scale SaaS from MVP to enterprise.
Engineering Leadership Lessons from Managing Large Global Teams
What I've learned leading 450+ engineers across time zones, cultures, and business contexts — and the operating rhythms that actually work.
How AI Can Improve Delivery Predictability and Operational Efficiency
Using AI signals on engineering telemetry to forecast delivery risk, reduce escapes, and improve flow — without surveillance theatre.
Let's build the next breakthrough.
Advisory, architecture reviews, or a conversation about AI and engineering leadership.