About Me

My recent background is focused on delivering successful cloud products to market. I promote delivering forward looking architectures that employ simplicity in design while using AI and ML to build smarter products faster. Earlier, I was fortunate to be a hands-on architect involved in designing several generations of Nvidia’s massively parallel GPUs. Having experienced the rise and impact of deep learning and AI firsthand, I continuously adapt myself and my teams to integrate AI wherever it adds value.

black and silver round device
black and silver round device
a black and white photo of a bunch of cubes
a black and white photo of a bunch of cubes

Research Interests

The focus of my masters thesis and research is on Machine Learning and AI, specifically at the intersection of Knowledge Graphs, LLMs and Reinforcement Learning. Some of my recent work include Knowledge Graphs, GNNs and RAGs. I'd love to connect if you're interested in collaborating on a project in this space.

woman wearing grey shirt
woman wearing grey shirt

Commerial Products

  • Support and customer facing LLM agents at Human Interest (2025)

  • Highly scalable and reliable distributed system for handling trades, portfolio changes, money movement on AWS at Human Interest (2023-2024)

  • AI Chatbot for administrators and employees at Workday (2021)

  • Anomaly detection of payroll issues utilizing machine learning and data analytics (2020)

  • Design enhancements for scaling read and write performance of human resource applications across compute and data store infrastructures at Workday (2016)

  • Highly available and secure virtualization control plane utilizing Openstack and SDN at Workday (2015)

  • SnapMirror Data Replication software as part of NetApp’s distributed operating system software (2012)

  • Architecting, modeling, simulating and validating ASIC components together comprising the Tesla and Fermi line of GPUs (2008)

My Leadership Principles

woman in gold dress holding sword figurine
woman in gold dress holding sword figurine
silhouette photo of six persons on top of mountain
silhouette photo of six persons on top of mountain
person standing on hill
person standing on hill

Learn anew each day

I believe that knowledge and growth must be continuously sought to build the best products and AI-driven technologies. I encourage my teams to adopt this mindset, prioritizing simplicity, efficiency and long-term ROI in both product design and development. By leveraging AI where it adds value, we can optimize processes and deliver smarter, faster solutions.

a group of people with their hands together
a group of people with their hands together

Compassion

Compassion to me embodies the 110% commitment that I give to each project and team. I strive to be acutely aware and engaged around my teams, the obstacles they face and opportunities to help them to improve their productivity and outcomes.

Truth

Truth is a concept that I learned during my early days at NVidia when living their value was around failing hard and failing fast. At the core what I internalized is to always stay objective and measure what matters. I teach this to my people and teams through being transparent around progress and in defining and measuring outcome for projects.

Success

Success is around ensuring customers, teams and individuals are getting the best outcomes possible. Ingredients for success include providing a market differentiating experience, ensuring high productivity and aligning goals toward outcomes that will benefit individuals, teams and customers.

Contact Subha