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Team Alertix at InnovateYou Hackathon
Hackathon · Adaptability · Engineering

24 Hours. Zero Sleep.
One Working System. 🚑

By Latika Ray · · 9 min read

There's a particular kind of madness that only happens between 11 PM and 3 AM — when you're in a room full of sleep-deprived engineers, the deadline is a ticking clock above your head, and someone at your table just said: "Guys… it's over."

That was us. That was Team Alertix. At the InnovateYou Hackathon at AISSMS Institute of Information Technology. And the story of how we went from "it's over" to "we actually built it" — in 24 hours — is the one I want to tell you today.

24 Hours to build
0 Hours of sleep
Cold coffees consumed
1 Working prototype
"It's not the strongest who survive, nor the most intelligent — but the ones most adaptable to change." — Charles Darwin, and also every hackathon participant ever

The Problem That Started It All 🚨

Every second in an emergency is a life. And yet — every day, ambulances get stuck in traffic. Dispatch is manual, slow, and human-error-prone. There's no real-time coordination between the accident site, the hospital, and the signals on the road.

The problem statement that landed on our table: Reduce emergency response time. Simple words. But the weight of what they meant — lives waiting at traffic lights — made it impossible to treat this as just another coding challenge.

🔍

The Four Culprits

Delayed accident reporting · Manual ambulance dispatch · No real-time coordination · Traffic congestion blocking emergency routes → All of them combine into one result: avoidable delays in life-saving care.

We Got In. Then the Pressure Hit. 📈

Out of teams across India — we got selected. At that exact moment, something interesting happens to you: confidence shoots up, pressure shoots up harder, and sleep starts sending resignation letters.

Round 1 went well. We had documented everything clearly. Fixed location confusion, removed manual dispatch, brought real-time coordination to the pipeline. Everything felt controlled. Clean. Logical.

And then our mentor — with the energy of someone who has seen a hundred hackathon teams crumble — looked at us and said:

"Traffic is the real problem. You have 2 hours."

The Part Where It Almost Fell Apart 😅

Ideas came. Ideas died. We stared at each other across a table covered in sticky notes and half-eaten biscuits. And then — someone said it out loud:

"Guys… it's over."

Here's the thing about hackathons though: the universe has a dramatic flair. Just when the ceiling feels like it's coming down — plot twist. The round got delayed.

Second Life Unlocked

In gaming, they call it a respawn. In hackathons, they call it a round delay. Whatever the name — we took it. And we used every borrowed minute.

Enter: The Traffic Orchestration Engine 🚦

New idea. Zero clarity. Full panic. The question on everyone's mind: "How do we actually control traffic signals???"

Me and Gauri Dere became what I'd generously call chaos engineers — brainstormed everything imaginable, rejected about 90% of it, tested APIs at 2 AM, argued about edge cases, and somehow, through sheer stubborn energy — made it work.

📍
Detection
🚑
Dispatch
🗺️
Routing
🚦
Traffic Clear
🏥
Hospital

The Traffic Orchestration Engine used an A*-like algorithm for optimal routing, detected all signals along the ambulance's path, and dynamically created a Green Corridor — sending real-time alerts to drivers ahead: "Ambulance at 500m — Move Left."

Signal Strategy (Thought Through at 3AM 🧠)

🟢
S1 — First Signal
Normal Green — standard priority, prepare the path
🟡
S2 — Approaching
Skip Yellow — no waiting, direct transition to green
🔵
S3+ — Active Path
Direct Green — full corridor, no delay, ambulance priority

The elegance of it — and this is what we were most proud of — is that it clears the path without causing chaos on the rest of the network. Smooth clearance without a domino effect.

The Night That Defined Us ☕

The second half of the hackathon is where stories are really made. Let me paint you the picture:

Hour 1–12 · Day Phase
Idea locked in. Shantanu Vhanmore building the core system — accident detection, ambulance assignment (5 km → 10 km → survival mode), fail-safe reassignment. The backbone was already breathing.
Hour 12–18 · The Mentor Moment
"Traffic is the real problem." Gauri and I enter chaos mode. Bhagyashree Surwase quietly handles APIs, testing, documentation, and the PPT — the invisible connective tissue holding everything together.
Hour 18–22 · Deep Night
Half the team: asleep on chairs that were honestly engineered for maximum discomfort. Me and Gauri: NOT okay. But also not stopping. There was a burger place open downstairs. And there was cold coffee. This is important.
Hour 22–24 · The 3AM Miracle
Burger acquired. Cold coffee consumed. Code reviewed. We troubled Shantanu — a lot. He was there from hour 1 to hour 24, building, debugging, fixing crashes, guiding us. Eyes half open, brain half working — but the system was coming together.
Hour 24 · 6 AM
WE. WERE. DONE. Working simulation. Ready to present. We looked at each other across a table of empty cups and said: "Yeah… we built it." No big deal. (Big deal.)

The Real Lesson: Adaptability is a Superpower 🦾

I want to talk about something that doesn't always make it into hackathon recaps: what it actually takes to pivot mid-competition and keep going.

We didn't come in with a Traffic Orchestration Engine. We didn't plan it, didn't prepare for it, didn't have a slide about it. When the mentor said "traffic is your problem," we had two choices:

🧭

The Two Paths

Option A: Defend what you have, stick to the original plan, hope the judges don't notice the gap.

Option B: Take the feedback, panic for 15 minutes (justified), then build something you'd never built before — from scratch — with 2 hours on the clock.

We chose Option B. Not because it was smart — but because we genuinely cared about solving the problem. And that care is what drives adaptability. You don't pivot when you're emotionally detached. You pivot when the problem matters more than your comfort.

"The person who is prepared for everything is prepared for nothing. The person who can improvise — survives." — A truth earned at 3AM

The People Who Made Alertix Real 🤝

Shantanu Vhanmore
Core System · The Backbone

Hour 1 to hour 24, non-stop. Built the detection, dispatch, and routing logic. Fixed crashes at midnight. Guided us through our worst ideas. The whole system stood on his shoulders.

Bhagyashree Surwase
APIs · Testing · Docs · The Connector

Quietly handled everything that holds a project together — APIs, testing, documentation, PPT, brainstorming. The kind of team member who makes you wonder how you'd function without them.

Gauri Dere
Traffic Orchestration Engine

My co-conspirator in chaos. Together we brainstormed everything, rejected most of it, and somehow built the TOE — at a time when sleep-deprived logic is at its most creative.

Latika Ray (Me)
Traffic Orchestration Engine

Fuelled by cold coffee and stubbornness. Panic-brainstormed the TOE alongside Gauri. Wrote this blog to make sure none of this gets forgotten.

What We Actually Built ✅

After 24 hours, this was the system that stood before the judges — not a concept, not a slide deck, but a working, simulated prototype:

And after all of that — all the panic, the cold coffee, the 3AM revelations, the mentor's blunt feedback — we presented. We explained everything. Traffic. System flaws. Alertix. TOE.

The mentor listened seriously. And then said, with the weight of someone who has heard a thousand pitches:

"You did GOOD."

Two words. That's all. And somehow — it was enough. More than enough.


Would I Do It Again?

In a heartbeat. Messy, sleep-deprived, slightly dramatic — but somehow, we built a system that goes from accident detection to hospital arrival.

Hackathons don't just test what you know. They test what you do when what you know isn't enough. They test whether you fold under pressure or find a second gear you didn't know existed. They test adaptability — and adaptability, I've learned, is not a talent. It's a muscle. You build it every time you choose to keep going when stopping would be easier.

"Would I do it again?" Only if the cold coffee is still there. ☕😌

But seriously — yes. A thousand times yes.

Latika Ray
Latika Ray Computer Engineering Student · Hackathon Enthusiast · Traffic Orchestration Engineer (at 3AM)