25+ years in engineering leadership. Director of AI & Technology at TIU Consulting. Founder of TrunexAI Ventures & CricAI. Writing and building at the intersection of AI and human performance.

I believe we are living through the most consequential shift in how humans work — and most organizations are still treating AI as a feature, not a foundation. My work is rooted in a single conviction: the companies and leaders who will win the next decade are those who rebuild their thinking, their teams, and their products as AI-Native from the ground up.
With 25+ years in engineering leadership — from Lucent to Amazon AWS to founding my own AI ventures — I've seen every wave of technology transformation. The AI wave is different. It doesn't just change the tools; it changes what "performance", "productivity", and "value" even mean. I write and speak about this inflection point: how to measure humans in an AI-augmented world, how to lead teams that treat AI as a collaborator, and how to build products that are genuinely intelligent.
From rethinking performance management metrics (token consumption vs. outcome quality) to building AI-first products like CricAI and TrunexAI Ventures, my focus is always the same: close the gap between AI's potential and how organizations actually deploy it.
AI-powered products at the intersection of technology and real-world impact.
AI-powered cricket analysis platform for budding cricketers. Upload batting, bowling, or wicketkeeping videos and receive personalized, pro-level biomechanical feedback powered by Generative AI.
Next-generation AI solutions company. Products include CricAI for sports analysis, AI Resume Processor for deep-learning-powered hiring, and AI Voice Agents for intelligent customer support.
Deep-learning engine that automatically parses, ranks, and summarizes thousands of resumes to find the perfect candidate match in seconds. Streamline your hiring pipeline.
Intelligent conversational agents capable of understanding context, handling natural language inquiries, managing scheduling, and bookings. 24/7 intelligent call handling.
Data-backed perspectives on AI, Big Tech strategy, and the future of engineering leadership.
What happens when you put two LLMs from competing vendors — Claude and OpenAI Codex — in the same terminal, reviewing the same files, with one building and the other critiquing? This article documents how a two-LLM adversarial review loop (Claude Code + /codex plugin) enforced a five-gate migration contract for EvictSure, catching critical legal-data risks — including a false 'safe-to-migrate' spec claim — before a single record was moved to production.
The AI industry is coalescing into a 7-layer stack that mirrors the OSI model with striking precision. From Energy (L1) to Applications (L7), tracking where $700B+ in hyperscaler capex is flowing reveals a profitability paradox — and a bold prediction for who captures the ultimate value in 2026–2036.
Jensen Huang says he'd be 'deeply alarmed' if a $500K engineer didn't burn $250K in tokens. But does token consumption actually measure performance? A data-backed analysis of the AI measurement trap, the workload paradox, and what a new performance contract should look like.
An in-depth analysis of how leading FAANG companies are strategically trading human capital (HC) headcount for AI compute resources — reshaping the future of engineering organizations.
Product demos, AI tutorials, and thought leadership on video.
A full walkthrough of EvictSure in production — the AI-powered eviction case management platform built for property managers and legal teams, live in a real tenant environment.
Watch on YouTubeA practical walkthrough of how AI agents can be integrated into daily workflows to boost productivity and automate repetitive tasks.
Watch on YouTubeA demo of the latest UI improvements to EvictSure 2.0, the AI-powered eviction management platform built for property managers.
Watch on YouTubeAn overview of CricAI, the AI-powered cricket analysis and coaching platform that brings data intelligence to the game.
Watch on YouTubeConducted ~150 interviews while being trained as a Bar Raiser at Amazon
Crestcom, India — part of the Train the Trainers program
Active volunteer in the Seattle community
Volunteer host for refugee students visiting Amazon HQ Seattle
Whether you're interested in AI products, engineering leadership, or just want to exchange ideas — I'd love to hear from you.