On January 30th, I was at home with my dog, watching a snow forecast that never quite arrived, and growing more impatient by the hour.
Quantum Leap — our 15th-anniversary gathering at the Coca-Cola Roxy in Atlanta — was 25 days away. More than 300 people were coming. And I had almost nothing I was proud to show them.
I'm going to be honest in a way founders usually aren't in public, because the honesty is the whole point of this story.
Our products weren't ready for a 60-foot LED screen.
The chat interface barely worked and fell over on follow-up questions. Prism's design embarrassed me. Orion — our fraud-detection engine, genuinely brilliant under the hood on the AI/ML side — was wrapped in a user experience built with a DevOps mindset instead of a product mindset, and it took my team weeks to ship the smallest improvement. The Illuminate platform we'd started building in 2016 was straining at the foundation, because the libraries we'd chosen in 2019 were never designed for the agentic future we now wanted to build. And Omnia — the omnichannel AI device I'd written a 10-month vision document for — existed only on paper.
For years I'd made a deliberate choice to stay out of the code and focus on strategy and architecture. That let me sell big dreams. It also meant I didn't have the execution muscle that Google or Apple have to turn those dreams into shipping software. My team was averaging about 10,000 lines of code per developer per year. In the old world, that was merely subpar. In an AI-first world, it was laughable.
I'd spent months trying to change it. I shared videos. I started Slack channels. I tried to inspire the team, excite them, and — I'll admit — I half-jokingly threatened to fire anyone who opened a code editor before they opened a prompt. Velocity didn't move. Momentum didn't move.
So on January 30th, I stopped talking about it and decided to do it myself.
Starting with the prompt
My son Varoon had been coaching me for months on how software actually gets built now: cloud agents, agentic development, AI as the first tool you reach for rather than the last. "Start with the prompt," he kept telling me. Our DevOps Lead, Tim, got my environment wired up to GitHub and AWS in a single call.
We picked a few small Orion bugs that had annoyed me for ages — broken responsive design, clumsy workflows, architecture straight out of 1995. Within minutes I was closing pull requests that had been open for weeks. The more comfortable I got, the more ambitious I got.
In 15 years, I had never pushed a single PR to my own company's codebase. On January 31st, I shipped my first one. I had no idea it would change everything — not just for Orion, not just for N2N, but, I hope, for how our entire industry builds.
I showed my team what I'd done over a weekend and told them they could do it too. They nodded. They smiled. Then they went back to business as usual. It took four developers two weeks to review and approve my changes. I watched in agony and realized the lesson: I couldn't talk the company into a new way of working. I had to lead it there, by building and shipping end-to-end products myself until the old way of thinking simply couldn't keep up.
Project QLYAN
A handful of newer engineers started following the new mandate. I pulled them into a small, focused, deliberately secret alpha team and called them the Omnia Builders.
We named the project QLYAN — yan means "journey" in Sanskrit, so this was literally our journey to Quantum Leap. We named it after India's Mars mission, Mangalyaan, because at the time it felt every bit as impossible. The mission: make the chat experience work flawlessly across every device, pull live answers from student information systems, learning management systems, the open web, and local FAQ data, and do it in 20 days.
Within a week, that small team did what a roomful of developers and architects had been trying to do for a year. The chat worked. It handled document uploads and downloads, supported projects, and responded fast.
That's when I shifted from fixer to dreamer. Let's add audio. Let's add video. Let's wire in the SIS and LMS APIs. Every time we raised the bar, we cleared it — in days, not months — because we now had the collective mind of the world's best engineers available through AI, on demand. By February 7th we'd burned through every roadmap priority I'd written in 2024 and given up on in January. So we started on 2026's.
Then I asked for a wake word: "Hey Omnia." By February 10th, the assistant could listen, see our visual cues, and respond by voice, video, and kiosk projection. The device I'd only ever written about was alive.
On February 24th, I stood in front of that 60-foot screen and presented the Omnia prototype at Quantum Leap.
The work starts now
The morning after the conference, I told the Builders the truth: Quantum Leap is over, but the real work starts today. A demo is a promise. Our promise is end-to-end connectivity for the institutions we serve, and a prototype doesn't keep it.
Over the last three months we've written more than 3 million lines of code — over 390,000 of them by me personally, with AI as my co-author. This was not AI slop. It turned into real outcomes our customers can feel:
- Orion moved from a managed-services platform to a true SaaS chassis, cutting per-customer deployment from weeks to minutes.
- Polaris evolved from a bespoke build for one college into a platform that can take any incoming request and route it to the right AI agent.
- Our chat experience is now published on the iOS and Android app stores.
- Omnia is a living, breathing device that talks, listens, and sees.
I share the proof points because they matter, but the real story is the team. Thank you to the Builders who made the impossible look routine. You proved that a 15-year-old company can move like a startup when it decides to.
Why this matters beyond us
N2N has spent 15 years building the connective tissue of higher education — the integrations between student information, finance, documents, and transcripts that keep institutions running. That heritage is exactly why this leap counts.
Today, more than 500 institutions run on our platform. We've helped stop over 1.8 million fraudulent applications and protect more than $1 billion in student aid — against a problem the U.S. Department of Education estimates costs the system billions every year. We didn't get here as a feature company. We got here as an institution-grade platform company.
The last 100 days proved we can now build at the speed the moment demands, without giving up the rigor that earned that trust.
Introducing Helios
Which brings me to today.
On our 100th day since Quantum Leap, I'm proud to announce Helios — the first AI agent builder platform purpose-built for higher education. It's the natural evolution of everything Illuminate has stood for since 2016: instead of months of custom plumbing to connect systems, institutions can now build their own AI agents on top of the data and workflows they already have, governed by the transparency, least-privilege, and auditability principles behind our Integrated Context Control Protocol.
If the last 100 days taught me anything, it's that the gap between "impossible" and "shipped" is now measured in days — for those willing to start with the prompt.
I'd love for you to see what we built. Read the Helios story, explore the platform on lightleapai.com, and if your institution is ready to build alongside us, let's talk.
The leap was personal, too
I titled this "100 days that changed everything," and I meant it in more ways than one.
I also met the love of my life at Quantum Leap. Dr. Jin Liu came to Atlanta as part of our Higher Education Think Tank, alongside more than 40 community college CEOs from across the country. In the three months since, we've traveled to Brazil and Argentina, flown to India, and driven cross-country from Los Angeles to Atlanta with her family and our two dogs. And in front of my friends and family in India, I asked her to marry me — and she said yes.
Jin is remarkable by any measure: she has visited more than 110 countries, written 7 books, and mentors dozens of students as a professor at Chaffey College. I am grateful beyond words to call her my soulmate.
I share this because the real lesson of these 100 days isn't about code at all. It's about what becomes possible the moment you stop waiting and start — in the work you build, and in the life you build alongside it.
Fifteen years of building. The leap is now.
— Kiran Kodithala, Founder & CEO, N2N Services
Fifteen years of building. The leap is now.
Talk to N2N about partnerships, press, or careers — or visit LightLeapAI to see what we built.