I have been to multiple hackathons over the past couple of years. Inside Kathmandu, outside of valley, online hackathons you name it. Every single time I grabbed my laptop and told myself that this would be the weekend my team finally took home the prize. But it never happened. I stayed up all night for three different hackathons, I drank way too much coffee and still walked away with nothing. It was incredibly frustrating to watch other teams take the prize while we sat there wondering where we went wrong. The food and the experience was good but still would have been the best if we had won. After that, I became deeply curious about what actually wins these competitions. What is the secret ingredient that the judges are looking for?
For those who might not know, a hackathon is an intense sprint event where programmers, designers and domain experts come together to build a working software prototype from scratch in just 24 or 48 hours. It is a wild environment fueled by adrenaline, coding and zero sleep. Welcome to my blog today, we are going to look at some amazing tech creations! If you are like me, then you want to know what a winning project actually looks like. Let us jump right in and look at the projects that managed to conquer the recent DeerHack 2026.
Khaltover: Making Roads Safer
Khaltover is a smart system that turns any regular smartphone into a road safety sensor. This project won the Interactive Tech Track at DeerHack 2026. By using the sensors already inside your phone like the GPS and accelerometer, it detects dangerous road spots such as deep potholes and rough bumps in real time. When the app finds a hazard, it sends a warning to other drivers nearby to help them stay safe and avoid accidents.
The system also sends this information to a central map. This gives local governments a live view of where road repairs are needed most, which helps them fix dangerous areas much faster than before. The app works even when there is no internet, and it keeps all user data private and anonymous. By using technology that people already own, this platform offers a simple way for cities to improve road safety without needing to buy expensive new equipment.
This project was built by the team Thomas Calculus, which includes Ashwot Acharya, Salon Timsina and Rajat Dahal. The team hopes that this tool will lead to smoother commutes and fewer accidents for everyone. As the app continues to grow, it serves as a great example of how simple ideas can solve big problems in our community, and the developers are excited to see how it might change road safety for the better.
Nityam: Building Better Study Habits
Nityam is a smart study platform designed to help entrance-exam students stay consistent and avoid burnout. Instead of just providing more study material, the app focuses on turning preparation into a sustainable daily routine. This project won at DeerHack 2026, showcasing how technology can be used to improve a student's mental well-being while they prepare for challenging exams like the IOE entrance.
The platform stands out by using scientific methods to ensure students actually remember what they study. It uses active recall with Socratic hints, spaced-repetition flashcards and a unique Feynman-style coach that grades how well a student can explain a concept. Because the app creates a weekly plan based on the student's current strengths and weaknesses, users do not have to guess what to study next. It also includes fun features like leaderboards and live duels to keep motivation high without the stress often caused by strict, punishing apps.
This project was built by the team Profit.exe, which includes Manee Das Shrestha, Sajan Sahikarmi, Dipa Khanal and Dipesh Singh. By focusing on consistency rather than intensity, the team hopes to change how students approach their exams. Their work proves that when you give learners the right tools to manage their progress, they are much more likely to succeed and reach their goals without feeling overwhelmed.
Polypharmacy Risk Detection: Preventing Dangerous Medication Errors
Polypharmacy Risk Detection is an advanced clinical tool designed to identify dangerous drug interactions before they harm patients. Because many people take multiple medications at once, they face a high risk of serious side effects from conflicting drugs. This project won at DeerHack 2026 by using a smart computer model called a Graph Neural Network to provide doctors with an instant second opinion on a patient's medication list. Instead of relying on slow manual checks, the system quickly scans millions of potential drug combinations to assign a clear risk grade from low to critical.
The system does much more than simply flag problems. It stores patient history, creates detailed medical reports and even connects to an AI chatbot to explain potential risks. By automating the analysis of how drugs interact with human proteins, the platform helps busy doctors make safer decisions in clinical settings. This technology addresses a major gap in modern healthcare, where checking for these complex drug interactions is often too difficult or time-consuming to do properly.
This project was built by the team Yukti, which includes Satyam Rana, Shreejesh Joshi, Aayush Shah Nirala and Furi Lama. The team worked hard to ensure the system is reliable and safe for real-world use. By creating this tool, they hope to reduce the number of preventable hospital admissions and help medical professionals provide better care for patients who rely on multiple medications.
NaniGo: Transforming Screen Time into Learning
NaniGo is an innovative educational platform designed to turn a child's screen time into a productive and engaging experience. By combining artificial intelligence, gamification and interactive lessons, the project creates a child-friendly environment that addresses the lack of high-quality, localized educational content for Nepali children. Instead of passive entertainment, the app encourages creativity and problem-solving through puzzles, quizzes and a personalized voice assistant that adapts to the child's learning pace.
This project won the EdTech Track at DeerHack 2026. The platform stands out by replacing traditional, often unengaging study methods with an interactive system that keeps children motivated through rewards and challenges. To ensure the app remains accessible and effective, it utilizes advanced vision models for reading Nepali text and uses AI to grade speech, allowing it to understand the unique pronunciation patterns of young learners. Parents are also supported through a dedicated dashboard, which provides clear insights into their child’s progress, strengths and areas needing improvement.
NaniGo was created by a team consisting of Ganesh Dahal, Ishan Upadhyay, Samip Regmi, Ashis Acharya and Ronish Karki. By focusing on localized cultural context and skill-building activities, the team has built a tool that effectively bridges the gap between technology and traditional education. They hope that this project will help children develop a love for learning while providing parents with the transparency they need to support their child's academic journey.
EternalMind: A Secure Digital Legacy
EternalMind is a blockchain-backed platform created to solve the problem of preserving a person's stories, values and advice for the future. It functions as a digital memory vault where users can securely seal private memories, photos and files while defining specific conditions for when these items can be unlocked and claimed by a chosen heir. By utilizing smart contracts to manage vault ownership and access, the platform ensures that sensitive data is not stored in plaintext on public blockchains.
This project won the Blockchain Track at DeerHack 2026. By utilizing blockchain technology, the team established a transparent and immutable system for vault management, minting and authorized access. The platform allows users to encrypt their files before storing them, and heirs can gain access through verified wallet authentication. Additionally, the platform features a memorial AI chat that allows heirs to receive answers grounded specifically in the memories preserved within a capsule.
The project was developed by the team Blocked&Chained, which includes members Ukesh Dhakal, Pranish Khanal, Bishal Rawal and Krrish Nyoupane. The team faced several technical challenges, including onboarding users to the blockchain, selecting the right encryption algorithms and integrating the back end with the front end. Despite these hurdles, they successfully built a platform that encourages people to think about digital security and privacy for future generations, and they hope it provides a lasting way for people to share their personal history with those they love.
Honorable Mentions
Hamro Chautari
Hamro Chautari is a platform built to help communities work together better. This project won the Public Choice Award at Codefest 2025. It allows citizens to report local problems, suggest improvements and join in clear discussions about local budgets. The system uses features like live tracking, community voting and smart computer programs to group similar issues together so they can be solved faster.
This project was created by the team Profit.exe (the same team behind Nityam) Their work shows how modern tools can help citizens have a stronger voice in their local government.
Melamchi Water Alert System
The Melamchi Water Alert System solves a big daily problem for people living in the Kathmandu Valley. This project won first place at DeerHack Hackathon 2025 along with awards for the most innovative project and best presentation. The system deals with the uncertainty of when water will be supplied to homes. It allows officials to update the water flow status for different areas. Once updated, the system sends automatic alerts to people when water is finally available in their specific location.
This project was built by Nishav Pradhan and his teammates. Their simple but effective idea helps many households plan their daily routines, they do not have to constantly wait and worry about their water supply.
Conclusion
Looking back at these incredible projects made me realize exactly what I was missing during my own hackathon weekends. I used to think that the team with the most complex code or the highest number of features would automatically win. But looking at these winners completely changed my perspective.
When you enter a competition like this, the absolute most important things are to learn and have fun. Do not stress yourself out trying to build a flawless, massive piece of software in 48 hours. You have to remember that thinking and prototyping is just half the battle. The other half is presentation and pitching for hackathon winning. You could build the most advanced Graph Neural Network or blockchain vault in the world, but if you cannot explain it simply to the judges, you will lose to a team that has a smoother presentation. Spend time refining your slides, practice your live demo and tell a story that connects with the audience.
And if you are thinking to participate soon, best place to find your next hackathon in nepal is at Nepvents. To learn why check out my previous blog: Hackathons in Nepal 2025. Even though it was written a year ago. It will still stay the same for 2026-2027.
