Reinvent yourself for the AI age. I'll show you how I did it.

Reskill. Rewire. Reinvent.

I'm Vikas Malpani. I built CommonFloor and sold it for $200M, backed Unacademy before anyone else, then walked away and rebuilt myself AI-native. I've started over four times, on purpose. Everything I learn about reinventing, the skills, the mindset, the motivation to start, I write here. All of it free.

Currently building ReBillion.ai | $200M exit with CommonFloor | Earliest investor in Unacademy
The best companies aren't built by chasing markets. They're built by people who see a problem so clearly, they can't not solve it. Everything else follows from obsession.

On building with conviction

From a Sewage Problem to a Real Estate Revolution

In 2007, a sewage problem in my Bangalore apartment building led me to discover something unexpected: my school friend Sumit Jain lived next door. We spotted the real problem: India’s broken real estate market had no centralized information.

One year after graduating from VTU, Sumit and I founded CommonFloor to fix this. What started as a simple idea became India’s largest real estate marketplace — with millions of listings, 200+ cities, and eventually a $200M exit.

Read the full story

Essays

Field notes from four reinventions — lessons from a $200M exit, two unicorns, and building AI-native, published as I learn.

Entrepreneurship

The Founder’s Calibration Practice

AI floods founders with confident answers and you quietly inherit its overconfidence. The founder's calibration practice trains your judgment to match reality.

Entrepreneurship

The Solo Founder AI-Native Operating System

The Solo Founder AI Operating System is the six-loop model that lets a one-person company survive vendor price shocks and still ship AI that actually works.

Building

Why I Left a $200M Exit to Start Over

The hardest part of entrepreneurship is not building — it is walking away from something that works to chase something that matters more.

AI & Technology

The Agent Orchestration Ceiling

AI agent orchestration has a hard ceiling. You can spawn unlimited agents, but your speed is capped by the work only you can do. Here is the math and the fix.

Entrepreneurship

The Founder Operating System for the AI Age

The founder operating system for the AI age is a control system, not a task list. Here are the kernel, scheduler, and governor a one-person company runs on.

AI & Technology

The Context Window Trap: Bigger Isn’t Better

A bigger context window is not more usable context. The usable window, the three taxes of a full window, and the context engineering fix every founder needs.

Track Record

Three companies. Two unicorns. One pattern: build technology that moves markets.

$200M Exit 2007 – 2016

maxHeap / CommonFloor

Co-Founder (with Sumit Jain & Lalit Mangal)

Co-founded maxHeap with Sumit Jain and Lalit Mangal. Launched CommonFloor.com and transformed India’s real estate market. $69.6M raised across 7 rounds from Tiger Global, Accel Partners, Google Capital, and others. Merged with Quikr in a $200M deal.

Active 2023 – Present

Garvik AI / ReBillion.ai

Co-Founder & CEO (with Atul Jaju)

Building ReBillion.ai — enterprise AI middleware enabling companies to deploy company-wide knowledge search and AI copilot capabilities. AI assistants deployed across Banking, Manufacturing, Real Estate, and EdTech verticals.

Exited 2018 – 2022

Leher

Co-Founder & CEO (with Atul Jaju, ex-Goldman Sachs)

Pioneered live audio-video social networking in India. Backed by Google for Startups Accelerator (2020) and Orios Venture Partners.

$69.6M
Raised
2
Unicorns
3
Companies Founded
MIT TR35
Young Innovator

Investing

Early-stage bets on exceptional founders building at India-scale. Two unicorns and counting.

Unicorn

Unacademy

Earliest Angel Investor

Seeded Unacademy in December 2015 with a $586K round. The company has grown into India’s most valuable ed-tech unicorn, now valued at $3.4B+.

Unicorn

Quikr

Via CommonFloor Merger

CommonFloor’s $200M all-stock acquisition by Quikr in 2016 created India’s leading classifieds platform, now a unicorn.

Investment Thesis

Founder-First

I back exceptional people, not just pitch decks. Founders who are obsessed with the problem, not the fundraise.

India-Scale Problems

Technology solving problems unique to India’s scale: real estate, education, enterprise AI, and emerging sectors.

Early & Active

Seed and pre-seed. I don’t just write checks. I roll up my sleeves: strategy, hiring, product, GTM.

Advisory & Speaking

Strategic advisor to high-growth startups. Operator experience, not just opinions.

Product & Strategy

What to build, what to kill, and how to find product-market fit in complex markets. Done this four times.

Scaling & GTM

From zero to 200+ cities. I know what it takes to scale across India: distribution, partnerships, and growth loops.

Fundraising & Exits

Raised from Tiger Global. Executed a $200M exit. I help founders navigate from seed to Series B and beyond.

The method: the Reinvention OS

I've started over four times, on purpose, and out of it I built one repeatable system for reinventing yourself when the ground moves under you. I call it the Reinvention OS, and I'm writing the whole thing down here, free. Three moves, in order:

1. Mind before method. Rebuild judgment, energy, and the will to move before the skills. The identity is the hard part, not the tools.

2. Aim at the openings. Find where AI makes you more valuable, not less. Most people learn tools. Reinventors find leverage.

3. Ship to become. You reinvent by building, not by planning. Small shipped things compound into a new you faster than any course.

Everything here is free. Here is the deal.

No ads. No selling your data. No upsell sequence waiting in your inbox. I make my living building companies, not building a list, so I have nothing to sell you. The only thing I ask: if something here moves you, build something, and tell one person where you got the push.

Join the Reinventors and get each essay as I write it.

Reinvention, answered

How do I reinvent my career for the AI age?

Start with mindset, not tools. Rebuild your judgment and energy, find where AI makes you more valuable, and ship small projects that compound into new skills. That sequence is the Reinvention OS.

Is it too late to start over at 40 or 50?

No. Mid-career is an advantage, not a handicap. You carry judgment, relationships, and pattern recognition a 22-year-old does not, and the AI age rewards exactly that.

Do I need to learn to code to be AI-native?

No. Being AI-native is an operating habit, not a coding skill. It means using AI to think, decide, and build faster. Judgment is the bottleneck, not syntax.

Is everything on this site really free?

Yes. Every essay and framework is free, with no paywall and no upsell. I make my living building companies, so the writing is a gift, not a funnel.