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01 / Origin Story
It began, as most dangerous things do, with curiosity.
Not the polite kind. Not the kind that asks questions and waits for answers.
No, this was the kind that unscrews the back panel just
to see what happens.
As a child, I didn't play with toys. I interrogated them.
Every gear was a suspect. Every wire had a secret.
And I was determined to expose them all.
There was a sack in my room.
Not for clothes. Not for books.
For remains.
The broken ones. The ones I couldn't put back together.
It filled up slowly… then suddenly, all at once.
One day, my mother looked at it, then at me, and said:
"Curiosity is good. But you should also learn how to fix
what you break."
Somewhere along the way, breaking things stopped being enough.
I started chasing something deeper—first principles.
Because breaking is easy; building is where the
resistance lives.
Around class 9 or 10, my ambition took a dramatic turn.
From dismantling toys to… fixing society.
Yes, I was that kid.
I wanted to become a civil servant.
Serving the country. Changing systems. Leaving a mark.
I started preparing seriously. From class 8.
(In hindsight, slightly intense for someone still losing socks regularly.)
And then life intervened.
After my 10th boards, something shifted in my family.
Plans that once felt inevitable… became optional.
I didn't sit for JEE.
I wanted to study Physics.
But in India, dreams negotiate with practicality.
So I chose a diploma.
Not because I wanted to—
but because sometimes, survival rewrites ambition.
In college, I met something familiar.
Code.
Not love at first sight. More like recognition.
When I wrote my first working program, something clicked:
"Oh. I can build things now."
There was just one problem.
I didn't have a computer.
So I learned programming… on a broken phone.
A Samsung J7, barely holding itself together.
Through an app called Decode.
C. Python. Small screen. Big persistence.
Then I joined L&T.
Two months in, my manager said:
"Learn programming."
I said, "I know some."
Two days later, I was doing automation.
That's when the bug returned.
Not the error kind.
The itch.
So I learned more.
Java. JavaScript. HTML. CSS. SQL.
No roadmap. No plan. Just curiosity with Wi-Fi.
Then I discovered Machine Learning.
And honestly… it felt like magic.
But reality checked in again.
To grow in India, a degree isn't optional.
So I found a program from IIT Madras.
A 4-year degree. Equivalent to B.Tech.
And I could do it without quitting my job.
So I joined.
Because sometimes, you don't choose the perfect path.
You build one that works.
Somewhere in all this—
automation, data, ML models, GenAI—
I found myself constantly excited… and slightly terrified.
Because every few days, something new drops.
And a voice whispers:
"This might replace you."
(Thanks, Claude.)
But that curiosity from childhood never left.
It just evolved.
Today, I don't break systems to understand them.
I build systems to redefine them.
I don't just study systems anymore.
I write the rules.
The Blueprint
Opinionated
Architecture.
L&T Construction
NOV 2023 — PRESEngineer - Data Analytics
Architecting the GenAI layer. Built Structural Agentic Modeller (SAM) improving productivity by 60%. Fine-tuned Gemma 2 (QLoRA) for NLP-to-SQL. Deployed PyTorch BOQ prediction models.
L&T Construction
OCT 2021 — OCT 2023Engineer - Automation
Developed Python/Vue/MSSQL automation systems boosting engineering productivity by 70%. Built real-time analytics dashboards using Power BI and Tableau.
Education
IIT Madras
2024 — PRESENTBS in Data Science and Applications
Chennai, TNRamakrishna Mission Shilpapitha
AUG 2018 — AUG 2021Diploma in Electrical Engineering
Kolkata, WBRecognition
Awards
Process Innovation Award
L&T CoE • 2023 & 2024
Recognized for building automation and analytics platforms that significantly improved engineering productivity and operational efficiency.
Harvard HPAIR Delegate
International Leadership Conference
Selected for international leadership conference representing academic and professional excellence.
Certifications
AI Essentials
IBM
Generative AI for Data Science
Microsoft
GenAI Basics
Duke University
The Output
Plus B
An agentic AI suite with 7 specialized experts powered by SOTA models and curated tools, sharing unified context and memory for seamless multi-task collaboration.
- Productivity
- SaaS
- Agentic Framework
The Inputs
"I analyze structure. In code and in frames. A study of masterful pacing, scale, and nonlinear narratives."
- Interstellar (Nolan)
- The Irishman (Scorsese)
- Swades (Ashutosh)
- Inglourious Basterds (Tarantino)
"Deep work requires a soundtrack. The frequencies that keep the terminal moving."
- The Real Hero — Alan Silvestri
- Cornfield Chase — Hans Zimmer
- Dimensions — Arcade Fire
- Flight — Hans Zimmer
"Books that debugged my worldview. First principles, mental models, and futures."
- Malgudi Days (RK Narayan)
- The art of Focus (Gauranga das)
- Ikigai
- The Wings of Fire
Sprint to Deploy