Melbourne · Student · Builder

Hi, I'm Sparsh. I like making careful things — and I want them to help.

सत्यमेव जयते

Engineering & business student at RMIT. Muay Thai, music, art, and code. Trying to build things that are honest enough to be trusted.

Hello

A short, honest introduction.

I'm a maker at heart — happiest when I'm learning something hard and turning it into something real that someone can actually use.

I'm studying BH111 at RMIT — a double degree in Electronic & Computer Systems Engineering (Honours) and Business. I chose both on purpose: I love understanding how a thing works all the way down to the hardware, and I care just as much about how it reaches people and earns their trust. The engineering teaches me to be precise; the business side keeps me honest about whether the work is actually useful to anyone.

Outside the screen, a few things keep me steady:

For what it's worth: I captained a cricket club to a championship, I'm a certified open-water diver, and I spent a couple of years in customer-facing work that taught me people come before product. I try to bring that same care into everything I build.

Why I build

I want my work to leave the world a little more trustworthy.

Right now, AI is being trusted faster than it's being tested. That worries me — so it's where I've pointed my work.

Most of what I do comes down to one quiet idea: don't claim what you can't prove. My main project, falsify-eval, is a small open-source tool that catches AI systems which look right but aren't — and I gave it away under an open licence on purpose, so it can become a shared standard rather than something I sell. Good methodology helps more people when it's free.

The same care goes into the products. SiteIQ exists to take the spreadsheet-and-lost-message chaos out of running a small operations business — the kind of unglamorous tool that genuinely gives a small team their evenings back.

And the work isn't only for people who can pay for it. Through Bhardwaj & Sons — the family house I build under — I'm committing a standing share of everything I do to putting AI tools in the hands of non-profits and underserved communities, starting in India and Australia. The names and the audited figures get published. Nothing said that can't be verified — that's the whole point.

"When my own results fail, I publish that too. The retraction is what earns the rest of the numbers their weight."

What I'm building

A few things I've shipped.

falsify-eval

An open-source falsification harness that catches retrieval and ranking systems which look right but aren't. v0.1.6, on PyPI, Apache 2.0.

View on GitHub →

Vāk-Kaṇaja & the research line

A sovereign Sanskrit retrieval engine — 3-channel fusion (FAISS + BM25 + prosodic) grounded in Pāṇini's grammar, with >2× nDCG@5 over the baseline on Sanskrit benchmarks.

View on GitHub →

Akasha Pantheon

An empirical study on structured-output adherence across model scales — and the prompting framework it produced. Small models follow schema precisely but hallucinate; larger models cite real papers but bend the format. Data published.

View on GitHub →

Niche Intelligence

A creator-intelligence tool that scores YouTube content via fuzzy logic, mines patterns behind the winners, then actively tries to falsify each pattern before trusting it. Surviving signals become ready-to-shoot content briefs.

View on GitHub →

swaraj-poly-agent

An autonomous Polymarket prediction trader using Hurst exponent regime detection and corrected half-Kelly bet sizing. Runs every 15 min, has daily-loss circuit-breakers, and ships a self-refreshing P&L dashboard. Default is dry-run.

View on GitHub →

SiteIQ

Run a commercial cleaning business from one screen — sites, contractors, clean records and risk alerts, all in sync. Live on Vercel with a real Supabase backend.

Open the app →

I also collaborate with RMIT's Mathematics Department (under Prof. Lewi Stone), building learning resources and rebuilding the department's site so good teaching is easier to reach.  Full proof of work →

Writing

Notes from the bench.

All posts →  ·  RSS

Say hello.

Get in touch →

I'm always up for a conversation about honest AI, low-resource languages, Muay Thai, or building something good.  GitHub · sparshsharma219@gmail.com