From ideasto realproducts.
I’m Karan Raj KR. I build AI products, co-founded KĀRYO with Havinash, and maintain crewai-recipes, an open-source CrewAI repository.
B.Tech CSE (AI/ML) at NIAT and S-VYASA, batch of 2029. Based in Bangalore.
Results so far
1stOpen Loop 2026A national-level hackathon with teams from 14+ states. We won with FormPilot, built with Havinash and Saagnik.- Top 40Hack BLR 2026VoiceRx, a voice health assistant, built alone against 2,500+ teams.
- Top 41OpenAI DevDay ExchangeSelected from thousands of applications for the community hackathon in Bengaluru.
- 2/2GRIT Awards 2026Won both the Content and the Hackathons categories at NIAT.
- AwardTechnology Innovators AwardCertificate of achievement.
- 1stIdeathon 2026First place.
From ideas to real products
Four products, each from the sentence it started as to how it works.
The idea. Autofill that understands the form, and writes the long answers too.
FormPilot
Scans a web form, previews its answers, and fills them when you agree.
Won Open Loop 2026, a national-level hackathon
How FormPilot worksScan, preview, fill
- ScanFinds every input, textarea, select and ARIA field, reads its label (aria-label first, then the fieldset legend, then nearby text) and sorts it: personal, contact, address, professional, essay.
- PreviewSends your profile and the field list to the model you chose. Each suggested value comes back with a confidence score, for you to check before anything is written.
- FillFocuses each field, sets it through the native setter and fires input, change and blur, so React and Vue register the value. The session is saved to History.
The idea. Tell students what they shouldn’t apply to, and quote the clause.
Eligent
Tells students which opportunities they don’t qualify for, and quotes the clause.
A live prototype, built in 24 hours at The Hive Sprint
How Eligent worksThree verdicts
- EligibleEvery rule on the official page is met.
- Near missWith the exact gap, such as “0.2 CGPA short”.
- Not eligibleWith the sentence from the official page that rules you out.
The idea. Health answers over a phone call, for patients who can’t reach a doctor.
VoiceRx
Answers health questions over a phone call, from retrieved FAQs.
Top 40 of 2,500+ teams at Hack BLR 2026, built solo
How VoiceRx worksOne question, six steps
- You ask a question on the call
- Vapi turns it into text and calls the webhook
- FastEmbed embeds the question locally
- Qdrant returns the three closest health FAQs
- Llama 3.1 8B on Groq answers from those three
- Vapi reads the answer back
The idea. Watch the agents work before you clone them.
crewai-recipes
Multi-agent workflows you watch run in the browser before you clone them.
Maintained by me, MIT licensed, open to contributors
How crewai-recipes worksThe contract
recipes/<recipe>/ crew.py build_crew(**inputs) -> Crew inputs.json name, label, example per input tests/test_recipe_contract.pyMeet it, and the CLI flags, the local playground form and the gallery recording all come from the same two files. The test runs on every push, with no API key.
Also built
KĀRYO
KĀRYO is named after the karana, half a lunar day.
The current karana is worked out in your browser.
KĀRYO is the digital agency Havinash and I co-founded in August 2025 to put local businesses in Bangalore online. We find clients the direct way, door to door, starting with clinics and neighbourhood shops. I lead the backend, business development and client outreach. We build the websites, including the one for ISKCON Visakhapatnam, and the tools that run the agency itself: the Client Onboarding Manager for quotations and GST invoices, and a Lead Intelligence Agent that decides which doors to knock on next. Every proposal, contract and invoice template is written in house, international clients included. So far the agency and my products have brought in 6 figures in revenue, and I have pitched KĀRYO to a VC and an angel investor.
What I built for it

Building in Bangalore.
When I’m not shipping, I’m on stage, writing build notes, or knocking on a clinic door for KĀRYO. I also make content on Instagram and LinkedIn.
- Based in
- Bangalore
- Studying
- B.Tech CSE (AI/ML), NIAT and S-VYASA, 2029