A small house, a lot of sky

Furever Vow

Welcome to my little mountain storybook! This is a cozy corner of the internet where I write about machine learning and Edge AI - mostly because I refuse to do things manually if a computer can do it for me. Here, everything has a story crafted specifically for you, sitting peacefully alongside warm little treasures and a lot of love for street animals. Grab some chai, and let's flip through the pages.

Begin the story Let's learn together
Hill-home roots Tiny smart machines Warm little things Care for street paws
01

Panel one / Ghar ki morning

A little hill home, quietly online.

Furever Vow started as a diary I kept for myself. Slow mountain mornings, soft light, pine air. The kind of days where good ideas show up while you're doing nothing. Turns out doing nothing is a pretty good way to think.

So this is where two sides of me sit together. The part that loves hard problems, and the part that just wants the streets to be kind and every animal to have a warm place to rest.

A warm illustrated mountain home path at sunrise
02
A cozy illustrated AI engineer working at a mountain home desk

Panel two / My work shelf

Teaching small machines to do the boring stuff

This is my work corner: machine learning and Edge AI. My job, really, is making small devices smart enough that I can do less. Somehow that turned into a serious career.

I put intelligence into everyday hardware and let it handle the repetitive work in the background. If you have to watch your tech all day, it isn't really helping. And I didn't sign up to babysit.

Edge AI On-device LLMs Wearable sensors PPG / ECG Applied ML
Browse the Tech Diary
03

Panel three / From village hands

Little treasures, each carrying a story 🧶

The Pahadi Shop is a small corner I'm slowly building. No big factory boxes. Just warm little things from the hills, each one with a story worth reading.

I'm not here to charge a fortune. The idea is simple: a small thing finds your home, and on the way it helps feed a street animal. Good for the hills, good for the paws.

Peek at the Pahadi Shop
A cozy illustrated table of handmade Uttarakhand craft
04
A gentle illustrated street dog and cow resting safely in a mountain lane

Panel four / For the quiet ones

A soft corner kept for street paws 🐾

This is the one thing I'm never lazy about. Under all the tech talk, Furever Vow is really about this: making sure the street animals near us get a warm meal, a little medicine, and a safe spot in the sun.

A warm meal whenever I can
Medicine and rescue help when I can afford it
Cleaner lanes and kinder corners of the hills
Send a Kind Note

The little recipe

One portfolio, three things I actually care about.

Mountain Warmth

A bit of Uttarakhand, kept close. A small lamp, not a loud banner.

Tech Diary

Real engineering, told in a way that won't put you to sleep.

Street Paws

Kindness kept close to the ground, where it's needed most.