portfolio // 2026
bits goa // econ + mnc
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15.39°N 73.83°E
goa, india
karmanye vadhikaraste
do the work. not for the fruit.

economics & mnc · bits pilani goa · 2024 / 2029

IDENTITY · ABOUT · IDENTITY · ABOUT · IDENTITY ·
01 / identity currently.
BITS Goa · 2024
Econ + MnC
10K+ LinkedIn
YC Final Round
Researcher + Builder
Shannon Entropy
Dual Degree

Born in 2005 into an academically intensive family, biased toward entrepreneurship since I first understood what it meant to build and see results. Currently at BITS Pilani, Goa, pursuing a dual degree in Economics and Mathematics & Computing.

From building a chess bot in 10th grade to pitching a digital watermarking protocol at Y Combinator (final round) at 16. That YC idea, an invisible reverse-diffusion watermark for AI-generated video, was validated when OpenAI shipped a near-identical model two years later.

Most recently in the Founder's Office at Dualite, an AI no-code platform serving 100,000+ users across 150 countries. Supported a full B2C to B2B pivot, restructured pricing, built outbound pipelines via Clay and Happenstance, and led SEA deal-flow outreach across Seoul and Tokyo.

I spend significant time connecting with and helping people, which is why I have grown to 10,000+ LinkedIn followers. Learning and giving back compound in ways that compound interest cannot match.

10K+linkedin followers
1,000+sports league players
150countries reached
#251AIR / ISI entrance
99.31percentile / JEE
YCfinal round / 2023
EXECUTION · WORK · EXECUTION · WORK ·
02 / execution the work.
Dualite · GTM
180DC · Strategy
CEL · PE/VC
OFFSIDE · Co-Founder
TEDx · Core Team
Y Combinator · 2023
B2B Pivot · SEA
Red Bull Sponsor
2026recent

Dualite

Founder's Office · GTM Engineer

AI no-code platform, 100K+ users across 150 countries. Supported full B2C→B2B pivot — ICP redefinition, pricing restructure, then a fork to agency model. Built outbound pipelines via Clay and Happenstance; led SEA deal-flow outreach across Seoul & Tokyo. Authored AEO blogs on RAG-based LLM content surfacing. Represented Dualite at AI Magicball Festival, pitching to investors and enterprise prospects. Drafted Ambassador Program contracts for community-led growth.

GTMB2B PivotClayOutboundSEAAEO
Jan 2025 – Presentactive

180 Degrees Consulting

Senior Consultant · BITS Goa Chapter

Selected as a first-year at <4% acceptance rate — a role typically reserved for final-year students. Led competitor analysis and strategic pivot recommendations for AI media startup Animease. Contributing analyst on "India Insights" with IndiaQuotient VC covering consumer internet trends. Organized Consultathon 5.0 (2026) — India's largest student consulting competition, 4,000+ participants.

StrategyVC ResearchConsultingConsultathon
Sep 2024 – Presentactive

Centre for Entrepreneurial Leadership

Senior Associate · PE & VC Team

Mentored 5+ early-stage startups on GTM and fundraising across Pre-Incubation and PE/VC tracks. Core organizer of NEXUS — a multi-city startup pitching platform. Co-led the inaugural event at Radisson HITEC City, Hyderabad. Deep involvement in deal screening and investor relations.

PE/VCNEXUSMentorshipDeal Screening
Aug 2024 – Presentactive

OFFSIDE / BGSC

Co-Founder · Football League + Sports Club

Built the campus sports ecosystem from scratch. Scaled to 1,000+ active participants across football, basketball, cricket, badminton, and e-sports — the first integrated system in the campus's 20-year history. Secured Red Bull as title sponsor through a data-driven pitch on engagement metrics and brand ROI. Also serving as PR & Outreach Coordinator for campus-wide stakeholder engagement (4,500+ students).

FoundingRed Bull5 LeaguesSponsorship
Sep 2024 – Present

TEDxBITSGoa

Core Team Member

Speaker outreach and corporate partnerships for flagship events with 500+ attendees. Curating ideas, voices, and sponsors for the campus TEDx chapter. Driving meaningful conversations on technology, society, and innovation.

TEDxOutreachPartnerships
2023

Y Combinator

Final Round · Age 16

Pitched a digital watermarking protocol for AI-generated video using reverse diffusion. OpenAI shipped a near-identical model in 2024 — validating the thesis independently. Also attended YC Startup School, Bangalore. The pitch: invisible watermarks embedded during generation, extractable without degrading quality.

WatermarkingAI VideoYC FinalAge 16
SIGNAL · SPIKES · SIGNAL · SPIKES · SIGNAL ·
03 / signal spikes.
1,000+ players
sub-4% acceptance
#6 / #8 IMO intl
1K+ impacted / year
spike 01 / proof of work

A campus with no sports league. Now it has five.

Co-founded OFFSIDE Football League and BGSC, integrating five leagues (football, cricket, basketball, badminton, e-sports) into a campus-wide ecosystem in the campus's 20-year history. Secured Red Bull as title sponsor by pitching on engagement metrics. Also cracked 180DC at sub-4% acceptance, typically reserved for seniors.

1,000+active players
100+team managed
<4%180DC acceptance
spike 02 / giving back

Skilling 1,000+ first-years. Quietly, every year.

Multi-year admin-mandated project to skill first-year students toward meaningful careers, impacting 1,000+ annually. Addressing the mental health crisis on campus through micro-initiatives built with the college president. Tackled 0% attendance problem at external events with a detailed quantitative report, now in implementation.

1K+students / year
4active initiatives
spike 03 / numerical edge

Top 1% of 1.4 million. Twice over.

99.31 percentile in JEE Mains. All India Rank #251 in ISI Entrance (50K+ candidates). Allen SSRG batch. NMTC first round cleared three times, IOQM once. International Ranks 6 and 8 in SOF International Mathematics Olympiad. Dual M.Sc. Economics and B.E. Mathematics & Computing.

#251ISI AIR
99.31JEE percentile
#6 / #8IMO intl
spike 04 / build mindset

Built it. Then OpenAI shipped it.

Researching Chaotic Financing & Capital Structure Entropy in Indian MSMEs with Prof. Debasis Patnaik, applying Shannon entropy to NSS 73rd Round data covering 6.34 crore enterprises. Supervised ML analysis of early-stage entrepreneurial drivers with Prof. Aswini Kumar Mohanty. Holds 12+ certifications across Bloomberg, Yale, Stanford, UBC, NYU Tandon.

2active research
YCfinal round
12+certifications
INQUIRY · RESEARCH · INQUIRY · RESEARCH ·
04 / inquiry research.
Entropy Theory
ML Meta-Analysis
YC Watermarking
Personal Builds
ongoing / 2026

Chaotic Financing & Capital Structure Entropy in Indian MSMEs

Applying Shannon entropy to NSS 73rd Round data covering 6.34 crore enterprises to model how financing configurations shape productivity and financial resilience.

with prof. debasis patnaik / sop project
meta-analysis / 2025-2026

Supervised ML Analysis of Early-Stage Entrepreneurial Drivers

Quantifying the relative impact of social-cognitive traits versus institutional factors on early-stage entrepreneurship using classification modeling on large-scale survey data.

with prof. aswini kumar mohanty
YC final round / 2023

Digital Watermarking Protocol for AI-Generated Video (Reverse Diffusion)

Invisible watermarks into AI-generated video via reverse diffusion. Pitched at YC final round. OpenAI shipped near-identical model in 2024, validating the thesis.

y combinator final round / age 16
personal / continuous

Chess bot, symptom tracker, Paper.io IRL, poker simulator

A progression of builds from 10th grade. Stanford ML (Andrew Ng), symptom classifier, real-world Paper.io prototype, full poker simulator, 3Blue1Brown Summer of Math submission.

github / personal projects
WRITING · BLOGS · WRITING · BLOGS · WRITING ·
05 / writing blogs.
SPC Demo Faire
YC Startup School
AI Festival 2026
amitesh@portfolio ~/writing
~/writing $ ls -la blogs/
total 3 posts · startup analysis, ecosystem dives, event notes
-rw-r--r-- spc-demo-faire.md 8 min · 2026 · 7 startups scored
-rw-r--r-- yc-startup-school.md 12 min · 2026 · 6 founder sessions
-rw-r--r-- ai-festival-magicball.md 20 min · 2026 · 129 companies
// click a file to read it
× close spc-demo-faire.md South Park Commons India Demo Faire — only actual, working, live demos. Max 5 minutes. No pitch videos. SPC is built for the "-1 to 0" stage, and their Demo Faire proved exactly why that phase is so volatile. When you build live, the chance of a mishap is always non-zero — but that's where you separate signal from noise.

Maya [7.7/10] — Voice AI for local Indian languages + Arabic. Latency felt too smooth for live — my read: fast model pattern, passively passing prompt to backend while still communicating with user. 1.5M Play Store downloads. Japan next as speech-first market. Brilliant technical trick to slash perceived latency.

Fest AI [7.4/10] — Emotionally intelligent AI for venting and social connection. The game isn't memory storage — it's abductive reasoning, implying things from what the user leaves unsaid. But the consumer space is flooded. Survival is purely a distribution play. Nail onboarding and manufacture viral loops immediately, or die slowly.

Armor [7.2/10] — Hedge-fund-grade deterministic quant agent for personal finances. Moving away from generic LLM wrappers is the right play. But SEBI regulations, RIA licensing, backtesting transparency — what's the Sharpe ratio? If everyone gets these models, edge disappears. Trust is the bottleneck, not tech.

Cent AI [6.7/10] — Preventive health and early detection. 1,500 scanned, 28% major findings, 2.3% asymptomatic critical diseases caught early. ₹25K lifetime genetic test targets HNIs. Noble cause, but is their proprietary protocol a strong enough moat against well-funded legacy health tech?

Suchama AI [6.4/10] — Context-aware intelligence for manufacturing SOPs. Scraping SAP data to manage dispatch. Useful for quick-commerce. But manufacturing is slow to adapt. Can they compete on onboarding ease and deliver immediate, undeniable ROI?

GameRamp [6.2/10] — AI replacing strategy consulting. Goal: kill "let's circle back" culture. Having seen consulting internals, I'm sceptical. Consulting relies on capital allocation decisions requiring high conviction. Top management won't outsource core competency to a black box.

SurgeGrowth [5.6/10] — Parallel agentic operations at scale. 100-150 agents in parallel = rapid loss of control. Better proposition: pitch unikernels over cloud infra to cut fixed costs. Too many competitors, too much funding-game dependence for a low score to feel unfair.

Pattern: founders who knew exactly one customer problem cold beat everyone who tried to be broad.
× close yc-startup-school.md Every founder story collapses to the same loop: talk to customers, obsess over the experience, keep one ruthless focus.

Meta-lessons YC kept repeating: Start with the customer, not competitors or trends. Find the most extreme version of what users want, then work backwards. If 30 users love you, you're ahead. 1,000 mildly-unhappy users is a trap. Distribution + retention beats hype. Predict the market; don't react to it.

Zepto — Aadit Palicha: Started during pandemic when grocery procurement was chaotic. The pivot to 10-minute delivery came from reframing: "Ignore competitors. Define the customer ideal." First dark store = KV's apartment. They were "one of the worst companies in the batch" — what helped was singular focus on 30-40 users and removing all noise. Thesis: Zepto isn't a consumer app company — it's a logistics + supply chain company. Every rupee saved in supply chain becomes lower prices or reinvestment into last-mile delivery.

Razorpay — Harshil Mathur: Started with "I just want to code," not a finance obsession. Made zero sales during YC because of regulations. Called every single customer when banks pulled out — even if they got scolded. Quote: "If you build responding to what happens in the market, you're already dead." They believed India is a long-term compounding market and bet early on UPI. When demonetization hit, Zomato signed up — inflection.

Meesho — Vidit Aatrey: First product shut down in 3 months because they spoke to businesses, not customers. Discovered shops selling via WhatsApp groups — built tooling used by 100K businesses. Identified power users: online-native sellers, resellers/dropshippers. Launched Meesho supply. For 10 months: zero marketing spend, massive growth → PMF. COVID reset everything — they had to kill the existing business and restart.

Groww — Lalit Keshre: Started as robo-advisor. Customer question they kept hearing: "Why this product vs that one?" → selection + transparency matter. First month: 600 customers. Doubled down on what customers loved. "Launch litmus test: if users love it or hate it → both are okay. If users are indifferent → you have a problem."

YC observations: Success is about being in front of the wave. Build at the edge of technology. Clarity is the #1 application edge. YC invests in founders, not ideas. Rate of learning matters. The founder qualities YC likes haven't changed much over time.
× close ai-festival-magicball.md 129 companies. One festival. A real-time snapshot of India's AI ecosystem from my eyes.

Key Finding 1 — Developer experience is the battleground. Largest concentration: dev tools (Postman, Hasura, CodeAnt, Alphabake, Testsigma). The thesis: AI shouldn't require PhDs to use. Build for the dev, not the researcher.

Key Finding 2 — Agentic infra is 18 months ahead of public conversation. Anyscale, Inferless, Nimble Edge are building the compute/orchestration layer. If 2024 was about LLMs, 2025-26 is about agent execution at scale.

Key Finding 3 — Vertical AI beats horizontal every single time. Winners solve specific problems: finance (Moneyflo, OnFinance), testing (BotGauge, TestZeus), sales (Clearfeed, PipeHub), legal (SafeDep). The ones with sharp verticals and real distribution had actual customers.

Key Finding 4 — Data infrastructure is unsexy but defensible. Cosdata, DataFormer, VectorX, VapusData — the data layer is getting reimagined. Vector databases, data quality, ETL for AI. Boring but it compounds.

Key Finding 5 — Open source playbook is alive. LlamaIndex, Composio, Dualite — open-source-first, monetize via enterprise. Same playbook that made Red Hat a $34B company.

VC–Founder Disconnect: Compute cost crisis (inference at scale is expensive, unit economics don't work yet for most). The evaluation problem (no standard benchmark for AI agents — can't compare apples to apples). Distribution trap (enterprise sales cycles 3x longer due to "AI washing" skepticism). Talent gap (finding engineers who can build production-grade AI systems is rare).

How to succeed: Distribution > technology. Solve one problem really well. Build defensible moats (data flywheels, network effects, integrations — "we're faster than GPT-4" is not a moat). Unit economics first. Think platform, not point solution.

Tangent ideas — where Magicball companies can build together: AI agent marketplace + devtools = "App Store for agents." Data quality + vector DB = "Data OS for AI." Testing + observability = "AI reliability engineering." Open source framework + enterprise = "Red Hat for AI agents." Finance + agents = "Autonomous CFO."

The question isn't whether India will produce AI unicorns. It's which companies will solve the hard problems first.
~/writing $
FOUNDATION · SUBSTRATE · FOUNDATION ·
06 / foundation substrate.
99.31 JEE
#251 ISI
#6/#8 IMO
Bloomberg
Yale · Stanford
99.31JEE Mains Percentiletop 1% / 1.4M candidates
#251ISI Entrance AIR50,000+ candidates
97.17%ICSE 10th Boards98% best-of-5
#6 / #8SOF IMO Internationalglobal ranking
NMTC First Roundthree consecutive years
SSRGAllen Super Seniorelite national JEE batch
ENDORSEMENT · SIGNAL · ENDORSEMENT ·
07 / endorsement signal.
Anunay Gupta
Xcelyst Ventures
Ex MD, JP Morgan

I have known Amitesh for a few years now. He brings a good blend of industry awareness, technical knowledge and business sense. Very impressed by OFFSIDE, something he built in his first year at college / a legitimate sports platform that will hopefully sustain on college campuses long after he graduates. Amitesh possesses a unique ability to distill complex problems down to first principles, all driven by a genuine curiosity-led approach.

linkedin endorsement · april 2026
A
Anunay Gupta
verified mentor
CurrentManaging DirectorXcelyst Ventures
PreviousManaging DirectorJP Morgan Chase & Co.
inApril 24, 2026 · mentor
dharma / 18.47
कर्मण्येवाधिकारस्ते मा फलेषु कदाचन
"Karmanye vadhikaraste ma phaleshu kadachana"

You have a right to perform your prescribed duty, but you are not entitled to the fruits of your actions.

— Bhagavad Gita, Chapter 2, Verse 47 inspired by Dadu — my grandfather, who lived this line every single day

say hello,

let's build.

if you're working on something hard, i probably want to talk about it.

campusBITS Pilani, Goa
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