Bits of Everything...

A mix of ideas, stories, and random thoughts. It's a space to reflect, experiment, and share whatever's on my mind—from the little things that inspire me to the big ideas that shape my journey.

Memoji having an idea

The Future of AI Apps Won’t Be One Model Doing Everything

Jev made me think differently about AI architecture: instead of asking one large model to handle every task, better products may combine specialized models, deterministic code, and human judgment.

September 24, 2026

How to Use an AI Interview Copilot Without Sounding Robotic

An interview copilot should help organize your thoughts, not replace your voice. Here is how I use AI support while keeping answers personal, natural, and honest.

September 23, 2026

The Hardest Part of Building Multiple Products Isn’t Writing Code

Building CoPrep AI, Solovio, and ElevateGrad taught me that the hardest decisions are about focus, scope, and knowing when to pause an idea I still believe in.

September 17, 2026

Best Interview Copilot: Why CoPrep AI Became My Favorite

I tried several AI interview assistants, but CoPrep AI was the first one that felt genuinely useful when I needed clarity, structure, and confidence the most.

September 13, 2026

Why I Built CoPrep AI: An Interview Assistant for Job Seekers

A personal story behind CoPrep AI — why I built it, what problem it solves, and how it helps job seekers prepare for interviews with more confidence.

June 18, 2026

What 500+ Applications Taught Me About the Canadian Job Market

An honest reflection on applying to 500+ roles in Canada — what worked, what failed, and the lessons that reshaped how I approach jobs, interviews, and myself.

January 31, 2026

My Job Search Journey in Canada

From 500+ applications to landing offers — here’s my journey of learning, resilience, and growth in the Canadian job market.

September 7, 2025

Hello World: My Journey in Tech

A personal introduction to my journey from India to Canada, my professional experiences, and my aspirations for connecting with the tech community.

January 3, 2025