From mobile apps to running Giggr.

Sri Venkateswara College of Engineering · Chennai

B.E., Computer Science and Engineering

1. Studied at the Anna University-affiliated college and worked on making patterns in wireless sensor network traffic harder to observe.

Hatch · Chennai · Internship

React Native Developer

1. Built screens, navigation and interactions for iOS and Android in React Native.
2. Worked on One and Zero, a productivity app, and an app connecting video creators and crews.

Paperflite · Chennai

Data Scientist / ML Engineer

1. Built a recommendation engine that found similar documents in a collection of more than 90,000.
2. Built a second engine to group documents by writing style, and used activity history to improve recommendations after launch.

IE Exponential Learning · Madrid · Team project for Nextail

Data Science Practitioner programme

1. Worked in a team of four to see how discounts affected demand, using retail data covering 4.2 million units.
2. Grouped products by their sensitivity to price and built a classifier to predict which would sell more after a first discount. We presented the work at demo day.

Civic technology startup · Delhi · Contract

AI and Data Science Consultant

1. Built a COVID-19 vaccine prioritization model and contributed to a proposed distribution and dashboard system.
2. Automated batch document extraction, OCR and translation on AWS.

Giggr Technologies · Bengaluru

Co-founder & Chief Operating Officer

1. Co-founded Giggr and directly managed a team of more than 25 across India and the US.
2. Lead strategy and operations, including finance, compliance and client delivery. Giggr billed more than $450,000 for the Marriott engagement.
3. Built Digital Maturity Compass and designed and built C4 DIPS with the Giggr team. The platform is in alpha.

Invited speaker · PMI Mumbai Chapter PM Conclave

Future of Work track

Masterclass · Product Design Club and Centre for Innovation · IIT Madras

Design Thinking: A New Era

Marriott · Delivered through Giggr

Platform architecture and workforce strategy

1. Mapped nine business processes to the Marriott Growth Platform architecture, documented them at four levels of detail and took them through review and sign-off.
2. Led Giggr’s workforce strategy work for the Hyderabad Technology Accelerator, planned for 3,000 seats, which opened in October 2025.
3. Created and led CodeFest through Giggr; the programme ran across three editions. In the first, more than 110 Marriott associates formed 32 teams to build prototypes.

Workshop · PES University, Bengaluru

Design Thinking

Mentor · Rajagiri School of Engineering and Technology, Kochi

Hacksus Edition III

Masterclass · MATH · T-Hub, Hyderabad

Designing for ML, AI and GI Capabilities

Agent Maturity Compass · Independent

Founder and Lead Author

1. Built an open-source harness that runs AI agents under controls and scores them using a record of what they did.
2. Published v1.1.1 on npm and led the AMC white paper. The v1.2 native runtime is available in source while I work on the next release.

The Lab

Open-source releases and independent research

1. Released Universal Reduction Plane v0.1.0 to test verifiable reductions in compute and data, and Royalty Driven LLM v1.0.0 as a beta reference implementation for source attribution.
2. Preparing a manuscript on Kaprekar dynamics and how they might inform a test of model reliability.
3. Used AI to assist a statistical study of the Indus script. The unreviewed preprint tests sign patterns and published readings against baselines. It makes no decipherment claim.
4. Building ADHD Life OS and Style Second Opinion, both pre-release projects.

Bengaluru, India

AMC v1.2 and Giggr Glance Over

1. Developing AMC’s native runtime and co-writing Giggr Glance Over with the founding team.