01

Roots in the Himalayas.

A journey originating in the serene mountains of Uttarakhand. The resilience of the Pahadi people, the richness of traditional art, and the raw beauty of nature shape the ethos of Furever Vow. Before the code, there is culture, humility, and connection.

A modern representation of a Pahadi ML Engineer
UTTARAKHAND ORIGINS ✦ ML ENGINEERING ✦ WEARABLE TECH ✦ ANIMAL RESCUE ✦ ENVIRONMENTAL PRESERVATION ✦ UTTARAKHAND ORIGINS ✦ ML ENGINEERING ✦ WEARABLE TECH ✦ ANIMAL RESCUE ✦ ENVIRONMENTAL PRESERVATION ✦
02

The Engineering Craft.

Leading engineering innovation at the intersection of hardware and AI. A deep focus on Edge Computing, On-Device LLMs, and Wearable Sensors (PPG, ECG), aiming to craft technology that seamlessly blends into daily life while prioritizing privacy.

Edge AI & ML On-Device LLMs Wearable Sensors (PPG/ECG) Python & C++ 3 Patents
Explore the Tech
03

Building the Future.

Applying technical skills to solve meaningful real-world problems. Here is a timeline of tools and systems built to make an impact.

Current

Lead Software Eng. @ Samsung R&D

Leading development in Edge AI, On-Device LLMs, and Wearable Sensors. Pushing the boundaries of what's possible on edge devices and driving next-generation machine learning capabilities.

Innovations

3 Patents

  • Published: Improving Heart Rate Measurement Accuracy in Wearables (US20230059384A1)
  • Filed: Non-Invasive Vascular Condition Assessment
  • Filed: Intuitive Muscle Growth Planner
Open Source

pyvalidly

Built and open-sourced pyvalidly, a lightweight Python library designed to eliminate endless if-else checks for data validation, making developer workflows cleaner and more robust.

Community

AI Educational Content

Actively breaking down complex ML topics on LinkedIn, creating intuitive infographics covering LLM Quantization, NPU Architectures, and making technologies like OCR highly accessible.

04
Rescued Stray Dog

The Furever Vow.

Every line of code and every creation ultimately loops back to a core vow: protecting the voiceless and preserving the environment.

Through Furever Vow, a portion of every tech project and every artisan sale is directed towards funding stray animal rescue operations, afforestation drives, and environmental cleanups.

Support via Shop