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70a380121782 | treehacks-2026 | https://devpost.com/software/power-lever | Power Lever | Agentic inference optimization. Unlike static inference providers, we dynamically orchestrate GPUs and implement on-demand speculative decoding to deliver inference control, saving water and compute. | Inspiration
What's the derivative of arccos(x)?
I asked Claude Opus 4.6. Too many times, we've
overkilled
our prompts by feeding simple tasks into state-of-the-art models. The fact that inference providers only allow a small number of model options means that every task is either underserved or overserved. There’s no w... | [
"claude",
"fastapi",
"modal",
"node.js",
"openai",
"vercel",
"vllm"
] | https://www.youtube.com/embed/p0ruAH5erME?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://prod-lever.vercel.app/"
] | Winner [Greylock] Best multi-turn agent (Courtside tickets to Warriors game ($10k value) Office hours with Greylock Partners) | true | [] |
dbbcafda6b70 | treehacks-2026 | https://devpost.com/software/agentic-multi-tiered-system-of-supports-a-mtss | Tidepool Education | K-12 interventions fail because school data systems don’t talk. Teachers waste hours synthesizing fragments of information. A-MTSS unifies data, flags at-risk students, and IDs supports, instantly. | Inspiration
K–12 interventions fail because school data systems don’t talk to each other. Teachers waste hours stitching together Infinite Campus, Canvas, and scattered spreadsheets just to see the full picture of a student.
Our data architecture is outdated.
Agentic AI built on interoperable standards like MCP can uni... | [
"canvas",
"claude",
"infinitecampus",
"javascript",
"mtss",
"python",
"react"
] | null | [
"https://github.com/jdtrinh/Agentic-MTSS"
] | Did Not Place | false | [] |
8e66213d052f | treehacks-2026 | https://devpost.com/software/medflix | Medflix | Netflix for pediatric healthcare | Inspiration
At five years old, Anish was diagnosed with astrocytoma, a type of brain cancer. Every day, oncologists would walk in, explain scans, treatment plans, and side effects in typical healthcare jargon and then leave before Anish understood anything. Sure, what they said was accurate, but Anish left the doctor’s... | [
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"localstorage",
"mediadevices",
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"perplexity-ai?/-sonar-api?(context?... | https://www.youtube.com/embed/qyrDssfF_rI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "Michael-600/MedFlix",
"content": "# MedFlix Prime Care\n\n**AI-powered health education for children — transforming dense medical files into bite-sized, personalized video episodes that kids actually want to watch.**\n\n---\n\n## The Problem\n\n- Children diagnosed with conditions like **asthma, ... |
6ee687599fd2 | treehacks-2026 | https://devpost.com/software/edgecase-lsc926 | EdgeCase | EdgeCase turns hardware debugging into a a closed loop experiment using NVIDIA NIM and Nemotron foundational models. Agents flash firmware, capture output, and triage debug to firmware improvements. | Inspiration
Inspired by the difficulty and repetitive nature of hardware debug, I wanted a way to turn “try random things until it works” into a structured loop with evidence. Hardware issues are often timing-sensitive, hard to reproduce, and expensive to diagnose when your only feedback is vague logs. EdgeCase is our ... | [
"c/c++",
"dgx",
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] | https://www.youtube.com/embed/uO099eBgX7M?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "jtl06/hard-itl",
"content": "# EdgeCase (Multi-Agent LLM HIL on DGX Spark + NVIDIA NIM)\n\nLocal-first multi-agent hardware-in-the-loop debugger. \nOnly `runner/` touches hardware (`build`, `flash`, `/dev/tty*`).\n\n## Mission and purpose\n\nEdgeCase demonstrates an LLM-driven hardware debugging... |
a75d9d7f8202 | treehacks-2026 | https://devpost.com/software/bramble-4cegjm | Bramble | Shop wild, shop local | Bramble
Inspiration
I heard a co-host on the WAN Show mention wanting a browser extension that helps you avoid mega-corporations and find local alternatives. I thought it sounded like a fun hackathon project, so I built it.
What it does
Bramble is a Chrome extension that works when you're shopping on Amazon, Walmart, T... | [
"brave-search-api",
"claude-api",
"claude-code",
"css",
"google-places",
"html",
"javascript",
"leaflet.js"
] | https://www.youtube.com/embed/w6dZJnNeMos?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/JosePerezIV/bramble"
] | Did Not Place | false | [
{
"repo": "JosePerezIV/bramble",
"content": "# Bramble 🌿\n\nShop independently - find local alternatives to mega-corporations.\n\nA Chrome extension that helps you discover local businesses and ethical alternatives when shopping on major retail sites.\n\n## Features\n\n- **Product Detection**: Automaticall... |
d9ff4fc3a0e8 | treehacks-2026 | https://devpost.com/software/wavelength-7ilf2v | Wavelength | Wavelength ends performative social media. AI finds who you actually vibe with and turns shared interests into real-life campus moments. No likes. No followers. | Inspiration
We live in the most connected era in history, yet loneliness on college campuses is quietly at an all-time high. Making new friends often feels harder than ever, not because of a lack of platforms, but because of how those platforms shape behavior. Traditional social media turns connection into performance.... | [
"claude",
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"postgresql",
"python",
"react",
"sql",
"tailwind",
"typescript"
] | https://www.youtube.com/embed/WYGMc-XIQk4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks-proj.vercel.app"
] | Did Not Place | false | [] |
717e4bc55752 | treehacks-2026 | https://devpost.com/software/medicaid-sherlock | Medicaid Sherlock | Medicaid Sherlock is an open-source, multi-agent investigative copilot that scans 227M Medicaid claims to surface explainable high-risk billing patterns. | Inspiration
Medicaid helps serve 70 to 80 million people every year, which comes out to roughly 1 to 4 Americans. But due to the large number of people Medicaid is provided to, investigative capacity is limited. Parsing millions if not billions of data entries, and assessing billing patterns that look suspicious is slo... | [
"claude",
"codex",
"duckdb",
"parquet",
"python",
"react",
"sonar",
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] | https://www.youtube.com/embed/NpK-U383Yso?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/KrishDesai/medicaid-sherlock"
] | Did Not Place | false | [
{
"repo": "KrishDesai/medicaid-sherlock",
"content": "# Medicaid Sherlock\n\nMedicaid fraud detection and investigation system: a **DuckDB-powered pipeline** over HHS T-MSIS claims data and a **multi-agent framework** (Claude + Perplexity + NPPES) for provider-level intelligence.\n\n---\n\n## What it does\n... |
4c7f3ae6b041 | treehacks-2026 | https://devpost.com/software/palma-housing-equilibrium-autonomous-agentic-governance | Palma Housing Equilibrium: Autonomous Agentic Governance | A Multi-Agent System where Fetch.ai Regulators and Visa Settlement Agents autonomously solve housing displacement in real-time. | Inspiration
I was born and raised in Palma de Mallorca, a city that is currently facing an existential threat. To the world, it is a vacation paradise; to locals, it is a closed door.
With rents rising 19% year-over-year and local wages stagnating at ~€23,000 (12% below the Spanish average), over 40% of the local workf... | [
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] | https://www.youtube.com/embed/UPJ9H14UQYQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/PauRoca06/Palma-Housing-Equilibrium-Simulation"
] | Did Not Place | false | [
{
"repo": "PauRoca06/Palma-Housing-Equilibrium-Simulation",
"content": "# CS109 Stochastic Housing Equilibrium\n",
"truncated": false
}
] |
77420cf5ee5a | treehacks-2026 | https://devpost.com/software/docbox | DocBox | What if the ER could think ahead? DocBox predicts discharge, auto-builds the paperwork, triages patients by voice — all while keeping doctors in control. Saving lives, time, and revenue. | Inspiration
Between our team, we have five family members who are ER doctors. We've heard the same frustrations over and over: discharge takes too long, intake is a bottleneck, and there's no good way to see what's happening across the department at a glance. Data from multiple
NIH studies
inspired our approach; they h... | [
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] | https://www.youtube.com/embed/nOjOxsR-W24?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "jonaspaoman/DocBox",
"content": "# DocBox\n\n**Real-time ER management system that optimizes patient intake and discharge flow using AI.**\n\nBuilt at TreeHacks 2026 by Jonas Pao, Connor Lee, Kevin Zhu, and Jacob Goldberg.\n\n## Inspiration\n\nEmergency departments lose hours to inefficient patie... |
5a9bcf6380e2 | treehacks-2026 | https://devpost.com/software/tempo-l1idkw | Tempo (Lattice V2) | 4D Volumetric Telepresence & Chrono-Spatial Memory System | Inspiration
For nearly two centuries, cameras have helped us record history, but they’ve always flattened it. Even with monumental improvements in the recording quality (Higher resolution, 360°, spatial audio), videos still force you to stand where the camera stood. You can watch the past, but you can’t explore it, que... | [
"c",
"c#",
"c++",
"css",
"html",
"kinect-windows-sdk",
"opencv",
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] | https://www.youtube.com/embed/YqKwPFIWVN0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/DoggoOP/Tempo"
] | Did Not Place | false | [] |
9f2a39baa875 | treehacks-2026 | https://devpost.com/software/snap-seek-ymxtkl | snap & seek | a cross between hide and seek, a scanvenger hunt, and jet lag the game, "snap & seek"'s a whimsical outdoor games with friends! | Watch a longer version of our game demo playtest here:
https://youtu.be/F_hVs6-mK4M
About Snap and Seek
Snap and Seek is a whimsical real-world mobile game that combines the thrill of hide and seek with the excitement of scavenger hunts and geocaching. Designed for outdoor play, it encourages players to explore their s... | [
"google-maps",
"nextjs",
"supabase",
"vercel"
] | https://www.youtube.com/embed/aRB67gLhyjE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://snap-and-seek-game.vercel.app/",
"https://github.com/SuperZooper3/snap-and-seek"
] | Did Not Place | false | [
{
"repo": "SuperZooper3/snap-and-seek",
"content": "# Snap and Seek\n\n<img width=\"1620\" height=\"1080\" alt=\"MockupViews_1x_PNG_20260215_515\" src=\"https://github.com/user-attachments/assets/11a08cad-4db7-429e-987d-0f272e103f6b\" />\n\n## About Snap and Seek\n\n**Hide. Seek. Snap. Find them all.**\n\n*... |
8f1b0b8632df | treehacks-2026 | https://devpost.com/software/tessera | Tessera — Ecommerce Made Effortless | An AI-powered infinite shopping map. Describe what you want, explore a living grid of products that adapts to your taste, research with AI agents, and check out hands-free with browser automation. | Inspiration
Product discovery is broken. You type a query, get 10 ranked results, scroll, refine, repeat. It's linear, static, and ignores the way people actually shop — by exploring, comparing, and narrowing down through a combination of conscious choices and unconscious preferences.
We wanted to build something that ... | [
"anthropic",
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"channel3",
"nextjs",
"openai",
"vercel"
] | https://www.youtube.com/embed/v1L2LpxNMHE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://tessera-xi.vercel.app/"
] | Did Not Place | false | [] |
f3d569c4f1a2 | treehacks-2026 | https://devpost.com/software/containos | ContainOS | Physics-Grounded Multi-Agent Copilot for Rapid Wildfire Containment. | Inspiration
The first three hours of a wildfire, the initial attack, are the most critical in determining whether the wildfire can be rapidly contained with minimal damage or whether a massive, multi-day operation is needed. Incident commanders on the ground must rapidly assess a fire, decide where to deploy crews and ... | [
"claude",
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"fastapi",
"google-gemini",
"gpt-4o",
"html",
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"we... | https://www.youtube.com/embed/EZNfc-7HeEc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/maanitg/containment"
] | Winner [OpenAI] Artificial Intelligence Track ([1st] Lunch with OpenAI engineers at the office + 1 year of ChatGPT Pro [2nd] 1 year of ChatGPT Pro [3rd] OpenAI swag) | true | [
{
"repo": "maanitg/containment",
"content": "# ContainOS\n\n**AI-Powered Wildfire Intelligence & Command System**\n\nA real-time multi-agent decision support system for wildfire incident command, combining deterministic physics calculations with coordinated AI agents to provide tactical recommendations, thr... |
9a87c86a3d00 | treehacks-2026 | https://devpost.com/software/mindos-h6q7ve | MindOS | Control your computer with JUST your mind. | MindOS
Technical Overview
https://www.loom.com/share/5348b74c2fd14f47992c22fadabc2f57
Inspiration
Imagine having a perfectly clear mind but being unable to communicate it to the world. For millions of people living with ALS, recovering from a stroke, or dealing with severe paralysis, the standard ways we interact with ... | [
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"c++",
"express.js",
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] | https://www.youtube.com/embed/v-DJEQgKm-A?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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"https://www.loom.com/share/5348b74c2fd14f47992c22fadabc2f57"
] | Did Not Place | false | [] |
cee0d26dd368 | treehacks-2026 | https://devpost.com/software/placeholder-buvkif | Space Agents! | A 3D command center for agentic coding. | Inspiration
Vibe coding is everywhere, but it's a black box: you fire off a prompt and watch as your codebase is changed in mysterious ways. For beginners especially, there's no mental model of what's actually happening under the hood. With Space Agents!, we wanted to build a tool to make the agentic workflow transpare... | [
"bevy",
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"rust",
"websockets"
] | https://www.youtube.com/embed/vD8xJCpLSNI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ThoseWhoHackTrees/agent-vis"
] | Did Not Place | false | [
{
"repo": "ThoseWhoHackTrees/agent-vis",
"content": "# Space Agents!\n\nA 3D command center for agentic swarms. Renders your codebase as a galaxy and your AI agents as spaceships navigating it in real time.\n\n\n\n\n---\n\nBuilt at **TreeH... |
534e5047c6d0 | treehacks-2026 | https://devpost.com/software/vera-xsbhj0 | Vera | Bringing visually impaired one step closer to full independence | Problem
People with impaired vision struggle with independent daily living because today’s tools do not give support for understanding their surroundings, recognizing people and objects, reading text, and avoiding collisions in dynamic environments.
As a result, everyday tasks like moving through crowded spaces, shopp... | [
"claude",
"openai",
"opencv",
"perplexity",
"python",
"yolov5"
] | https://www.youtube.com/embed/3ic2jEOOD18?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/eden-byte/TreeHacks"
] | Did Not Place | false | [
{
"repo": "eden-byte/TreeHacks",
"content": "# AI-Native Assistive Vision System\n\nAn AI-powered navigation and assistance system for people who are blind or visually impaired.\n\nBuilt at TreeHacks 2026\n\n## Overview\n\n285 million people worldwide are blind or visually impaired. Current assistive techno... |
280aea63500a | treehacks-2026 | https://devpost.com/software/bossroom | BossRoom - Gamifying Work Across 900+ Apps | AI Agents require configuration, not collaboration. We built coworkers. In BossRoom, step into a 3D office, talk to a team, ask anything, and watch them go: emails sent, tickets closed, real work done | Inspiration
AI agents are powerful, but interaction is still tool-centric: prompts, configs, dashboards.
We built an interface where delegation is spatial and direct — like walking up to a coworker and stating the outcome.
What It Does
BossRoom is a real-time multiplayer 3D office where AI agents are persistent coworke... | [
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{
"repo": "Viditjn02/BossRoom",
"content": "# BossRoom\n\n**A multiplayer 3D virtual office where AI agents are your coworkers.** Walk around, talk to them by voice or text, and watch them execute real work — send emails, book meetings, create tickets, search products, process payments — all live. Built in ... |
1ea718973007 | treehacks-2026 | https://devpost.com/software/care-ai-4i3scy | Symbio | Probabilistic intelligence.Deterministic safety. | Inspiration
You know the kind of pain that’s not "go to the ER" serious, but also not nothing?
A weird rash that's probably fine. A headache that won't go away. A prescription you're not sure is safe to mix with your other meds.
So you do what everyone else does: you ask ChatGPT or Claude.
LLMs are incredible at gener... | [
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"fastapi",
"modal",
"neo4j",
"next.js",
"openai",
"sendgrid",
"stagehand",
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] | https://www.youtube.com/embed/eIc3gpv9Hf0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kwangel/care-ai"
] | Did Not Place | false | [
{
"repo": "kwangel/care-ai",
"content": "# CareGraph\n\nMultimodal healthcare agent that helps patients navigate their care. Upload images (symptoms, prescriptions, lab results, insurance cards), use voice input, and get AI-powered clinical plans with triage, possible conditions, and recommended actions.\n\... |
b86064311ea8 | treehacks-2026 | https://devpost.com/software/edge-rescue | Edge Rescue | The First Autonomous Benchmarking Platform for Off-the-Shelf VLA Policies on Real Hardware | Edge Rescue: The First Autonomous Benchmarking Platform for Off-the-Shelf VLA Policies
Inspiration
It started with a simple question:
"How good is this model, actually?"
We'd been handed a DGX Spark, a robot arm, and 36 hours. The obvious move was to grab an off-the-shelf Vision-Language-Action (VLA) model, load it up,... | [
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] | https://www.youtube.com/embed/Uioy06rqzyM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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{
"repo": "eiyer28/treehacks2026",
"content": "# TreeHacks 2026\nEashan Iyer, Samuel Lihn, Gordon Jin, Trevor Kwan\n\nProject: \n\nHardware:\nNvidia Jetson Orin Nano Super (2x)\nHugging face SO-101 Robot arm (1 leader, 1 follower)\n2 Mono Cameras\nLogitech C920 Webcam\n\nCompute:\nRTX 3070 Mobile Laptop (ca... |
e1798cb47c00 | treehacks-2026 | https://devpost.com/software/velocity-studio | Klip AI | You build the product, we’ll build the hype. Helping early tech founders and builders promote their products with instant AI-generated social media reels. | Inspiration
Early-stage tech founders and builders know their product deeply, but most do not have the time, budget, or knowledge to advertise. As sudents and builders, we faced this issue ourselves; we coded many personal projects but didn't know where to find users. In this era, social media is one of the best method... | [
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] | https://www.youtube.com/embed/3K5KgKxsR9c?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/immedha/treehacks2026_heygen"
] | Did Not Place | false | [
{
"repo": "immedha/treehacks2026_heygen",
"content": "# React + TypeScript + Vite\n\nThis template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.\n\nCurrently, two official plugins are available:\n\n- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/b... |
6a3760dda8f2 | treehacks-2026 | https://devpost.com/software/replate-n3yaul | RePlate | Club ordered too much? RePlate it | Inspiration
Once, my friend was running a tech panel at Cornell and texted me frantically asking if I wanted free boba. I was confused at first, but turns out she'd ordered way too much and couldn't give it all away before the event ended. She was literally about to throw it out if no one took it. I rushed over and gra... | [
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"firebase-authentication",
"javascript",
"lucide",
"openstreetmap",
"react-19",
"react-leaflet",
"tailwind-css-4",
"vite"
] | https://www.youtube.com/embed/KaTX10TXCkM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/JZhang-305/RePlate/tree/main"
] | Did Not Place | false | [
{
"repo": "JZhang-305/RePlate",
"content": "# RePlate - Campus Food Sharing\n\n**TreeHacks 2026 | Sustainability Track**\n\nStanford clubs and events order too much food that ends up in the trash. RePlate lets them post surplus food so nearby students can claim it — reducing waste one plate at a time.\n\n##... |
5f213714e7da | treehacks-2026 | https://devpost.com/software/siriclaw-an-ai-agent-that-executes-tasks-on-your-phone | SiriClaw - an AI agent that executes tasks on your phone. | SiriClaw turns your iPhone into an autonomous operator - reading, replying, scheduling, making calls and executing tasks for you while you’re busy living. | Inspiration
AI assistants today are intelligent — but passive:
Siri responds.
ChatGPT explains.
OpenClaw automates - but only on a desktop with complex setup.
Yet our real lives happen on our phones.
That’s where our messages, emails, calendar, calls, photos, and daily decisions live.
We asked a simple question:
What i... | [
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9cfd31d25a26 | treehacks-2026 | https://devpost.com/software/plotd | Plotd | An AI that lives in your messages and figures out what you should do tonight—pulling from your calendar, invites, and local events to give you plans you’ll actually want to go to. | Inspiration
We realized that planning a Friday night shouldn’t feel like research, and coordinating with friends shoudn't feel like a hassle. Events are scattered across platforms like Fizz, Partiful, Luma, and countless group chats and emails. The information exists, but the effort to find it is high, and people miss ... | [
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7d8aedef6acf | treehacks-2026 | https://devpost.com/software/mira-w65b0a | Mira | AI eldercare assistant that reconstructs 3D scenes, localizes lost objects, and alerts caregivers—all through voice and vision. | Mira
Inspiration
Three of us have grandparents with Alzheimer's or dementia. If you've been around it, you know the loop: "Have you seen my pills?" five times in an afternoon. It's not just forgetting. It's the loss of autonomy, the slow erosion of someone's confidence that they can manage their own life.
Several of us... | [
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{
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c232a97528de | treehacks-2026 | https://devpost.com/software/vetai | VetAI | Hands-free, multimodal AI diagnostic assistant for veterinarians
VetAI enables veterinarians to diagnose animals through voice and vision while keeping their hands on the patient. | Inspiration
As pet owners ourselves and from talking to other pet owners, we realised that pet owners often don’t know whether a symptom is minor or life-threatening. They also find it hard to connect with other pet owners who have gone through a similar issue. We kept thinking there had to be a better in-between, some... | [
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{
"repo": "janprasad/HealthDetection",
"content": "# VetAI\n\n**Hands-free, multimodal AI diagnostic assistant for veterinarians and pet owners**\n\nVetAI enables veterinarians to diagnose animals through voice and vision while keeping their hands on the patient — and gives pet owners plain-English explanat... |
776f175fa190 | treehacks-2026 | https://devpost.com/software/medcall | MedCall | AI powered clinical call monitoring agent that detects emergencies, adverse events, scheduling risks, and emotional distress in real time so no critical signal goes unnoticed. | Inspiration
Healthcare conversations often happen at the most vulnerable moments in a patient's life. Post surgery recovery calls, medication follow ups, or mental health check ins are charged with anxiety. In those moments, critical signals get lost. A patient might casually mention chest discomfort that is actually i... | [
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"repo": "joshitaarora/MedCall",
"content": "# MedCall - AI-Powered Post-Surgery Call Monitoring 🏥\n\n[](https://treehacks.com)\n[](LICENSE)\n\n**MedCall** is a clinical AI system t... |
81d1d3b37847 | treehacks-2026 | https://devpost.com/software/timbermarket | Timbermarket | You have opinions about who deserves to win TreeHacks, how many llamas will show up, if someone will boil the ocean. We built a prediction market for hackers so you can put fake money on it, together. | “I was asking around for cool projects and everyone has been talking about Timbermarket!” -Dagsen (Soon Technology)
“Oh shit you guys are the Timbermarket guys!” -Many, many people
“Can I pleaseeee have 1000 more leaves, I lost it to insider trading…” -Anonymous
In the first 12 hours, we got our core infra running and ... | [
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{
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"content": "This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\npnpm de... |
c0bdbfd7d64b | treehacks-2026 | https://devpost.com/software/pinkribbon | PinkRibbon | PinkRibbon safely runs 5,000 Monte Carlo simulations per breast cancer treatment pathway to project recurrence risk, helping breast cancer patients compare options & hospitals with superior clarity. | Inspiration
Nearly 40% of women with breast cancer regret their treatment decisions within five years. Why? Because outcomes can vary based on tumor type, stage, and individual risk factors, which patients rarely get to see or understand before deciding on a treatment plan.
Current tools focus on isolated outcomes, not... | [
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{
"repo": "priyanka-stanf/pink-ribbon",
"content": "## Inspiration\nNearly 40% of women with breast cancer regret their treatment decisions within five years. Why? Because outcomes can vary based on tumor type, stage, and individual risk factors, which patients rarely get to see or understand before decidin... |
a12cbd9148ab | treehacks-2026 | https://devpost.com/software/llm-generated-robot-urdf | LLM-Generated Robot URDF | Generate robot URDF from natural language or images. Validate with urdfpy, simulate in PyBullet, and export to MJCF/SDF. One prompt to a working robot. | TreeHackNow — About the Project
Inspiration
Robotics simulation is powerful, but creating robot models is tedious. URDF (Unified Robot Description Format) requires precise XML: links, joints, inertials, collision geometries. A single typo or misplaced origin can break everything. We wondered:
what if you could describe... | [
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{
"repo": "Kunal2341/tree-hack-robo",
"content": "# RoboWhisper — LLM-Generated Robot URDF\n\nGenerate robot URDF files from natural language using an LLM, validate with urdfpy, and simulate in PyBullet.\n\n---\n\n## Architecture & Design\n\n### High-Level Overview\n\n![RoboWhisper Pipeline](docs/images/pip... |
d88cbcf5637f | treehacks-2026 | https://devpost.com/software/qpilot | qpilot | vibe coding quantum circuits | Inspiration
Quantum computing is a promising new paradigm of computation with unexplored possibility—but unfortunately, there is a lack of knowledge about its capabilities. Even amongst experts, there is a gap in knowledge between what can be done in theory and how it performs in practice. Our product qpilot helps brid... | [
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e4a2803f140f | treehacks-2026 | https://devpost.com/software/th26 | med sec | Your health, heard in real time: an AI voice system that turns everyday conversations into continuous and hidden health insight | Inspiration
Your definition of pain changes over time, especially if you have a chronic or pre-existing condition. Multiple studies find that when people experience consistent pain, they tend to "get used to it" over time and don't see a doctor, even when the situation can be objectively harmful. On top of this, doctor... | [
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{
"repo": "propadiene-1/TreeHacks-2026",
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07b3ac6307c3 | treehacks-2026 | https://devpost.com/software/resight-ah45vl | ReSight | Normalizing browsing experiences for the visually impaired. | Inspiration
A few years back, one of us tutored a blind student at San Jose State who wanted to learn web development. Watching him browse made something obvious: for visually impaired users, modern web browsing is often just a shell of the full experience non-visually impaired users have. Instead of viewing vivid UIs,... | [
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] | https://www.youtube.com/embed/hCwBxZFTSWw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "vietnguyen2358/ReSight",
"content": "# ReSight — Voice Browser for the Visually Impaired\n\n> Built for TreeHacks 2026\n\nReSight is an AI-powered voice browser that enables visually impaired users to navigate the entire internet using only their voice. It features a \"Split Brain\" architecture:... |
ff6c5df34946 | treehacks-2026 | https://devpost.com/software/tickermaster | TickerMaster | Know when a stock is a good buy or a goodbye.
Test your trading strategies against AI panelists backed with the latest sentiment signals. | Inspiration
One tweet can move a stock overnight, and as beginner retail traders, we often follow advices and FOMO with little to no real research while large institutions have Bloomberg terminals on their hands. Approximately 70% to 90% of retail traders lose money over the long term regardless of market conditions, a... | [
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] | Did Not Place | false | [] |
a3391227863e | treehacks-2026 | https://devpost.com/software/recoverylab | RecoveryLab: Personalized AI-Powered Physical Therapy | RecoveryLab transforms any camera into a clinical-grade movement & PT analyzer, delivering personalized rehab plans with live video consultations and real-time alerts to your care network and family. | Inspiration
Physical therapy plays a critical role in recovery from injury, surgery, and chronic conditions. However, adherence remains a major challenge. Studies estimate that up to
70% of patients do not complete their prescribed physical therapy plan of care
. In the United States alone, where tens of millions of PT... | [
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f07b7384a808 | treehacks-2026 | https://devpost.com/software/friendplace | FriendPlace | Daily connection with friends over ridiculous alignment charts. | Would you say you're more of a Legolas or more of a Gimli? And do you think your friends see you the same way?
In FriendPlace, you place yourself on a wacky alignment chart and guess where your friends will place themselves. (Do you think your personality has a certain… muffinish je ne sais quoi?) The better you know y... | [
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91399b53eb95 | treehacks-2026 | https://devpost.com/software/the-boys-are-flexing | Flexion Detection | What if we could predict when muscle failure will occur in surgeons, athletes, etc? We used electromyography to measure muscle activation and predict task failure up to 40 seconds in advance. | What it does
Our system predicts muscle failure up to 40 seconds before it happens. We use an electromyography (EMG) sensor to measure muscle activation, and process this data using Python. We calculate the Root Mean Square (RMS) of the voltage and Median Domain Frequency (MDF), and using these values we can estimate t... | [
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cf7cd565994a | treehacks-2026 | https://devpost.com/software/nexus-nqpb8m | Nexus | Rent idle GPUs for fast, ultra-cheap AI inference with speculative decoding on a distributed marketplace. | Inspiration
The environmental impact of a single AI conversation is equivalent to running a microwave for one minute and throwing away a bottle of water. Yet today’s AI inference stack still assumes you must run everything inside large, expensive GPU clusters inside data centers. That leaves a massive inefficiency: mil... | [
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435851cc3dfe | treehacks-2026 | https://devpost.com/software/poke-ultra-universe | POKE ULTRA UNIVERSE | giving Poke an identity | Inspiration
Poke
dramatically simplifies our life, but the experience is very isolating. My Poke agent doesn’t recognize or care that other people also have agents, so it only interacts with humans and treats everything else as external.
When we want to give Poke a new skill, we have to go through the setup process of ... | [
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] | https://www.youtube.com/embed/rOFSG4O1E-I?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [] |
f67c98080dbf | treehacks-2026 | https://devpost.com/software/bella-frze9h | Bella | AI-powered personal shopping through smart glasses — see it, want it, buy it. | Bella: See It. Want It. Buy It.
Hands-free shopping with Meta Ray-Ban smart glasses, powered by a multi-model AI pipeline and autonomous checkout.
Inspiration
Shopping should be as simple as looking at something and saying "I want that." But today, identifying a product you see in the wild, a stranger's sunglasses or y... | [
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9fccd521116f | treehacks-2026 | https://devpost.com/software/heirloom-ce1v8h | Heirloom | A living, breathing archive of human experiences. | Demo
https://drive.google.com/drive/folders/1sRs7aTfrs4lKeIjDWIMuXkkSB3v3_ZHc?usp=sharing
Inspiration
For most of human history, wisdom traveled through conversation. Elders sat with the young. Stories were told out loud. The knowledge of how to live, which was earned through decades of actual living, was passed tangib... | [
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] | Did Not Place | false | [] |
392ca5ec733a | treehacks-2026 | https://devpost.com/software/yooni | yooni | Say it, and it's done. yooni is personal intelligence that navigates your mobile phone and works for you. | For a product overview video, visit
link
Inspiration
We asked Siri to call us an uber. It replied with "Hey Uber". This got us thinking, even well funded AI voice assistants have quite a long way to go. We want something that can actually get things done. We wanted an agent that can control our devices and do our borin... | [
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] | https://www.youtube.com/embed/G00_yOa5kzk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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{
"repo": "nolawiyonas1/yooni",
"content": "# yooni\n\nOpen-source AI phone agent. Voice in, phone actions out.\n\nyooni is an open-source, privacy-first voice assistant that takes natural language commands and executes them on your Android device.\n\n## Architecture\n\n```\nAndroid App (Kotlin) ... |
5dc1282e8e77 | treehacks-2026 | https://devpost.com/software/sauce-please | Sauce, please? A Background Check for Every Video You Watch | Our AI agents fact-check short-form videos in real time: detect deepfakes, verify claims, add missing context, and cite sources.
WSJ-style investigative journalists for every short-form video. | Inspiration
Short-form videos (TikTok, Instagram Reels, YouTube Shorts) have become the default way people absorb “news,” but it’s optimized for speed + emotion, not truth. With deepfakes, voice clones, and out-of-context clips, misinformation is spreading faster than ever.
A careful and intentional human could do the ... | [
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] | Did Not Place | false | [] |
9140defe5104 | treehacks-2026 | https://devpost.com/software/mixmate | MixMate | MixMate is the only tool for live audio engineers that provides instant mix fixes, AI-powered insights, and generates seamless intermission music using Suno, Claude, and real-time audio analysis. | MixMate: Real-Time Audio Analysis and AI-Powered Mix Assistance
Inspiration
MixMate was inspired by our experience in live sound engineering. Spending hours mixing live performances, we often encountered recurring challenges: feedback, inaudible singers, harsh frequencies, and the pressure of keeping audiences engaged.... | [
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] | https://www.youtube.com/embed/3st3aC7NYA8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Rahuuuul/TreeHacks-26-Public/"
] | Did Not Place | false | [] |
553bd4d92f81 | treehacks-2026 | https://devpost.com/software/neuroflex-paresis-rehabilitation | NeuroFlex: Neuroplastic Rehabilitation | NeuroFlex integrates EEG-based BCI technology with EMG biofeedback to provide direct, real-time feedback on re-establishing the brain-muscle connection for motor rehabilitation. | Inspiration
Damage to
motor pathways
in the brain, spinal cord, or peripheral nerves can result in
complete or partial paralysis
, often arising from conditions such as stroke, cerebral palsy, multiple sclerosis, or traumatic brain/spinal cord injury.
Neuroplasticity
refers to the brain’s ability to reorganize its circ... | [
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"pyqtgraph",
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] | https://www.youtube.com/embed/lIZioBU2Jk4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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660ab955ffc6 | treehacks-2026 | https://devpost.com/software/bobby-5tag3c | Drifter | This AI image recognizer takes an image and generates the coordinates at which it was taken. We plan to refine this prototype to identify the location of missing people, locate old family photos, etc. | We were inspired by one of our team members' intense passion for Geoguessr, combined with the incredible inference abilities of machine learning models, and decided to create an AI image recognizer which can used as a just for fun Captcha but also as a tool to help identify the location of significant pictures, such as... | [
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"pytorch",
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] | null | [
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] | Did Not Place | false | [
{
"repo": "jyl237/geocaptcha",
"content": "# Geolocation Captcha\n\nA captcha-like geolocation game: you see an image of a famous landmark (or street view–style image), place a single guess on an OpenStreetMap map, and get back your error distance plus the running average of all users' guesses for that loca... |
222178ad5577 | treehacks-2026 | https://devpost.com/software/ctrl-f-oc1yr9 | ctrl+f | Physical version control for the real world - ctrl+f watches your workspace, tracks what moved and when, and lets you search past events in plain English to instantly find what changed. | Inspiration
Physical debugging is still painfully manual. When software breaks, we have Git history, diffs, and blame. When a real world workflow breaks, teams usually scrub hours of video and guess what happened.
That gap inspired ctrl+f: a system that treats physical environments like a version controlled timeline, s... | [
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"python",
"radix",
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"tailwind",
"typescript",
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"yolo"
] | https://www.youtube.com/embed/QuoFo0_ZrEs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/alemanb/treehacks-2026"
] | Did Not Place | false | [
{
"repo": "alemanb/treehacks-2026",
"content": "# Ctrl-F: Intelligent Video Observation & Search\n\n**Built for TreeHacks 2026** — [Full Project Details on Devpost](https://devpost.com/software/ctrl-f-oc1yr9)\n\nCtrl-F is an end-to-end, edge-to-cloud intelligent surveillance system that transforms raw video... |
0959d4a0f898 | treehacks-2026 | https://devpost.com/software/sched-o6jbsp | sched | meet the right people at the right time with sched: your ai executive assistant that lives in your inbox | Inspiration
Scheduling meetings and managing a busy schedule as students with a lot of commitments is hard. We each manage 3+ calendars, with events ranging from classes, club and work meetings, and dinners with friends.
Keeping track of what you're doing and who you're meeting is something that can easily slip through... | [
"agent-sdk",
"agentmail",
"anthropic",
"composio",
"typescript"
] | https://www.youtube.com/embed/ftZlLKx2eYA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://sched-th.vercel.app",
"https://github.com/not-aryan/sched"
] | Did Not Place | false | [
{
"repo": "not-aryan/sched",
"content": "# Sched\n\nAI scheduling agent. CC it into an email thread and it coordinates a meeting — checks your calendar, proposes times, and books when confirmed.\n\n---\n\n## How It Works\n\n1. You're emailing someone about meeting up\n2. CC `sched-agent@agentmail.to` into t... |
944c794da748 | treehacks-2026 | https://devpost.com/software/finvisor-pxem15 | Finvisor | Easy and accurate AI financial aid appeal writer | Inspiration
We've seen many students assume their dream school is unaffordable because they don’t know how to appeal for more aid. The process is hidden, intimidating, and usually reserved for families with expert guidance. We wanted to make that support accessible to everyone.
What it does
Finvisor is an AI financial ... | [
"claude",
"javascript",
"next.js",
"node.js",
"openai",
"react",
"tailwind",
"typescript",
"zoom"
] | https://player.vimeo.com/video/1165159067?byline=0&portrait=0&title=0#t= | [
"https://github.com/blessitac/finvisor"
] | Did Not Place | false | [] |
f3c255d5f5d1 | treehacks-2026 | https://devpost.com/software/betbasket | BetBasket | Thematic index builder for Kalshi | Kalshi ETF Baskets: Democratizing Prediction Markets
Inspiration
Prediction markets are powerful tools for forecasting, but they can be overwhelming. While traditional finance offers
ETFs (Exchange-Traded Funds)
to let investors bet on sectors or trends without picking individual stocks, prediction markets like Kalshi ... | [
"fastapi",
"python",
"streamlit"
] | https://www.youtube.com/embed/pUaH1kX9GXA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/mirabor/treehacks"
] | Did Not Place | false | [
{
"repo": "mirabor/treehacks",
"content": "# BetBasket\n\n**Trade prediction-market baskets like ETFs — one click, multiple markets.**\n\nBuilt at [TreeHacks](https://www.treehacks.com/) 2026.\n\n---\n\n## The Idea\n\nPrediction markets (like [Kalshi](https://kalshi.com)) let you bet on real-world outcomes ... |
dd653cf4291a | treehacks-2026 | https://devpost.com/software/organmatch | Hero | You could save a life. | Inspiration
At the time of writing this, the United Network for Organ Sharing (UNOS) reports there are 108,562 people on the national transplant list. Additionally, the NIH reports that 17 people die waiting for an organ each day. This means that throughout the mere duration of this hackathon, approximately 26 people d... | [
"aes-256-gcm",
"claude",
"cursor",
"gemini",
"openstreetmap",
"react-native",
"tailwindcss",
"typescript",
"zipcodes"
] | https://www.youtube.com/embed/K8HsTLNOgJI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/angelinawwu/treehacks26"
] | Did Not Place | false | [
{
"repo": "angelinawwu/treehacks26",
"content": "# Hero\n\nSave lives. Be a hero.\n\nA human-first mobile app for organ donation.\n\n## Overview\n\nHero helps users register as organ donors, track their donor status, and explore living kidney/liver donation. The app includes:\n\n- **Onboarding & account cre... |
9431fc3cbd91 | treehacks-2026 | https://devpost.com/software/omni-ai-the-truly-autonomous-digital-assistant | Omni AI: The Fully Autonomous Multi-Agent Digital Assistant | Complete any digital task (no matter how complex) with a simple command. Easily execute complex, multi-step workflows and tasks without any human supervision, from anywhere in the world. | Inspiration
In our fast-paced, busy lives, we’re often mentally overloaded and physically disconnected from the things that keep our world spinning. We’re stuck on the go, desperately
wanting
to book and plan our vacations, finalize reservations and daily plans, or do some time-consuming tasks without stopping everythi... | [
"apple-osascript",
"docker",
"gcp",
"openai",
"openmanus",
"plaid",
"python",
"sqlite",
"stagehand"
] | https://www.youtube.com/embed/B1onZeJPmdw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/adhvaidhsunny/omni-ai"
] | Did Not Place | false | [] |
fde7ac11005a | treehacks-2026 | https://devpost.com/software/research-atelier | research atelier | Research Atelier is an AI-native research workspace that helps you discover papers, deeply understand them, and instantly spin up runnable environments for their code using Modal. | Inspiration
Research is broken — not the science itself, but the workflow around it.
Researchers spend enormous amounts of time on tasks that should be automated: discovering relevant papers, realizing too late that someone already solved a problem, struggling to reproduce results because someone's junky code doesn’t r... | [
"arxiv",
"css",
"elasticsearch",
"kibana",
"neon",
"next.js",
"node.js",
"openai",
"python",
"react19",
"typescript",
"vercel"
] | https://www.youtube.com/embed/zVqbiPe35zc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://elastic-papers.vercel.app/"
] | Did Not Place | false | [] |
f1786958e280 | treehacks-2026 | https://devpost.com/software/benchwarmer-7t2fr6 | benchwarmer.ai | benchwarmer.ai automates algorithm bench marking from papers to live results, so you can warm your seat while we run the benchmarks. | benchwarmer.ai
Inspiration
Everyone on our team has worked in research at some point. If there’s one thing you learn quickly in research, it’s this:
The idea is exhilarating.
The benchmarking is exhausting.
You devise a new algorithm. You’re confident it’s better. Now you have to prove it.
That means:
Searching for mul... | [
"claude",
"fastapi",
"matplotlib",
"modal",
"nemotron-3-nano",
"pandas",
"python",
"typescript",
"vite",
"websockets"
] | https://www.youtube.com/embed/EmfTlF5OH04?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pdd23001/Benchwarmer.AI"
] | Did Not Place | false | [
{
"repo": "pdd23001/Benchwarmer.AI",
"content": "# benchwarmer.ai\n\n**Benchmarking should not be a bottleneck of innovation.**\n\nbenchwarmer.ai automates the painful workflow of algorithm benchmarking. Upload your algorithm and the research papers you want to compete against — a multi-agent orchestration ... |
89258e3e9c21 | treehacks-2026 | https://devpost.com/software/asdf-596pqz | Resonance | Your personalized, AI-powered research soundboard, centralizing papers across the web while providing streamlined frameworks for synthesis, analysis, and development of ideas. | Inspiration
Novel research is fundamental to societal, technological, and economic development on a global scale. Unfortunately, research papers are often highly decentralized, and there exist a scarcity of tools for consolidating and interacting deeply with existing research. A quick web-based search often only reveal... | [
"arxiv",
"biorxiv",
"browserbase",
"claude",
"css",
"googlescholar",
"html",
"java",
"openalex",
"poke",
"python",
"semanticscholar"
] | https://www.youtube.com/embed/m_F5pL9B64A?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/twosodium/resonance"
] | Did Not Place | false | [
{
"repo": "twosodium/resonance",
"content": "# 🌿 Resonance\n\n**Spot tomorrow's breakthroughs today.**\n\nResonance is an AI-powered research discovery platform that scrapes papers from multiple academic sources, runs multi-agent debates to evaluate each paper's promise, and presents results in an interact... |
b2d07fa48350 | treehacks-2026 | https://devpost.com/software/broshengpt | RepliCAT: Multi-Agent Framework for Reproducing Research | Ever read a research paper and thought, “But does this actually work?” RepliCAT puts it to the test as a multi-agent “CI/CD for papers,” automatically verifying if results can be reliably reproduced. | Inspiration
Reproducibility in research is often harder than it should be. Not because the ideas are unclear, but because the operational details are scattered. Many existing research repos contain undocumented dependencies, ambiguous experiment commands, missing datasets, environment mismatches, or small inconsistenci... | [
"claude",
"cloudflare",
"docker",
"modal"
] | https://www.youtube.com/embed/zn7NMgRwpPY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/JJ-Xie/repliCAT-frontend",
"https://github.com/Poarthan/RepliCAT",
"https://replicat-frontend.justinjxie.workers.dev/dashboard"
] | Did Not Place | false | [
{
"repo": "JJ-Xie/repliCAT-frontend",
"content": "# repliCAT Frontend\n\n## Local Development\n```bash\nnpm install\nnpm run dev\n```\n\n## Build\n```bash\nnpm run build\n```\n\n## Environment Variables\n- `VITE_DB_API_URL`\n- `VITE_PROCESS_API_URL`\n- `VITE_API_URL` (fallback)\n",
"truncated": false
... |
9b2c10e50709 | treehacks-2026 | https://devpost.com/software/tbd-25xmzs | Current | Instantly Turn Customer Feedback to Developer-Approved PR's | Inspiration
Modern software teams are flooded with product feedback on X posts, DMs, texts, support calls, and community threads. But despite how public and high-signal that feedback can be, turning it into clean, testable code changes is
still slow and manual
: someone has to interpret the request, clarify details, tr... | [
"codex",
"elevenlabs",
"fastapi",
"grok",
"modal",
"poke",
"python",
"twilio",
"vercel"
] | https://www.youtube.com/embed/C1DlX-hL9NQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
82de3f3833b9 | treehacks-2026 | https://devpost.com/software/c3 | C3 | Turn 'I want to help with climate' into 'here's your job, go apply | Inspiration
Climate tech is a complex ecosystem of sectors, but career discovery within it is fragmented and unclear.
Students and professionals want to work in climate but struggle to understand where their skills fit.
We were inspired to bridge the gap between climate innovation and climate talent.
What it does
C3 is... | [
"brightdata",
"fetch.ai",
"gpt",
"modal",
"perplexity",
"python",
"rag",
"supabase"
] | null | [
"https://github.com/sahajpatel008/C3"
] | Did Not Place | false | [
{
"repo": "sahajpatel008/C3",
"content": "# Climate Tech Career Explorer 🌍\n\nAI-powered platform connecting students to climate tech opportunities. Built for TreeHacks 2026.\n\n## 🎯 Overview\n\nA comprehensive job discovery and career coaching platform with 4 integrated components:\n\n1. **Automated Aggr... |
3a273c8ab1d2 | treehacks-2026 | https://devpost.com/software/rewrite-2snpat | Rewrite | Reimagine reality. Explore any history. | Inspiration
We were inspired by the idea of bringing any image or idea to life as an explorable world. Whether it's stepping into a historical photograph, wandering through a painting, exploring a fantasy landscape from your imagination, or experiencing a scene from a book—we wanted to create a tool that could transfor... | [
"c#",
"cuda",
"elysiajs",
"modal",
"python",
"pytorch",
"suno",
"typescript",
"unity"
] | https://www.youtube.com/embed/dJSc6apgca8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/NoahCodes23/TreeHacks2026"
] | Did Not Place | false | [
{
"repo": "NoahCodes23/TreeHacks2026",
"content": "# Elysia with Bun runtime\n\n## Getting Started\nTo get started with this template, simply paste this command into your terminal:\n```bash\nbun create elysia ./elysia-example\n```\n\n## Development\nTo start the development server run:\n```bash\nbun run dev... |
a1530f4173d8 | treehacks-2026 | https://devpost.com/software/viberight | VibeRight | Vibe mastering your vibe coding. | Inspiration
We hear a lot about AI and vibe coding. People are building startups with it.
But there’s a gap.
SENIOR ENGINEERS use VIBE CODING BETTER than JUNIORS. Why? Because they’ve accumulated years of reading code. They can spot issues instantly, debug faster, and anticipate edge cases before they explode in produ... | [
"anthropic",
"css",
"netlify",
"next.js",
"openai",
"python",
"react",
"tailwind",
"typescript",
"wcag"
] | https://www.youtube.com/embed/s2G2bzgBH0M?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/dennisliang01/VibeCheck.git",
"http://vibe-right.netlify.app"
] | Did Not Place | false | [
{
"repo": "dennisliang01/VibeCheck",
"content": "# VibeRight\n\n\n\n**Live demo:** [vibe-right.netlify.app](https://vibe-right.netlify.app/)\n\nA lightweight hackathon MVP: upload a project (zip), build a **Project Map** once, then run a **Q/A loop**—answer code-understanding questions,... |
66fd4b72b755 | treehacks-2026 | https://devpost.com/software/atria-az68sw | Atria | Atria is an AI-driven hospital orchestration platform that uses a multi-agent system to analyze live patient data, predict resource needs, and automate clinical coordination before bottlenecks happen | Inspiration
During their senior year of high school, one of our team members underwent cancer surgery and was cleared for discharge soon after. Although clinically stable, a request was made to stay one additional night.
That night, a serious complication developed, which required immediate intervention and extended in... | [
"ai",
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"dgxspark",
"federated-learning",
"gpt5",
"machine-learning",
"nextjs",
"openai",
"python",
"react",
"tailwind",
"three.js",
"typescript"
] | https://www.youtube.com/embed/8YkanTE3QmE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/emma-di/treehacks2026/tree/main",
"https://docs.google.com/presentation/d/1deTLmviExgFV57lNZ7W7a4uTCe0WKyaY5UGS0x8Udkk/edit?usp=sharing"
] | Did Not Place | false | [
{
"repo": "emma-di/treehacks2026",
"content": "# Atria\n\n**Atria** is a hospital scheduling and allocation demo that combines **local ML models** (trained on each site’s EHR and flow data), **multi-agent orchestration** (CrewAI), and **federated learning** (a shared global model). The UI lets you explore t... |
1074b669a746 | treehacks-2026 | https://devpost.com/software/adapt-ujvn5e | ADapt | One ad. Every market.AI-localized in seconds. | Inspiration
Every brand wants personalized ads, but creating unique creatives for every audience segment is expensive and slow. We watched marketing teams manually re-edit the same video dozens of times, tweaking pacing, color, and captions for different demographics. We thought: what if AI could understand both the vi... | [
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"openai-whisper",
"perplexity-sonar-api",
"pil",
"poke",
"python",
"react",
"runpod",
"sqlite",
"tailwind-css",
"typescript",
"visa"
] | https://www.youtube.com/embed/C3_5c9b4zxg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ssiddhantsood/treehacks"
] | Winner [Runpod] Best use of Flash (1st Place: 200 Runpod credits per team member (up to 4). 2nd Place: 100 Runpod credits per team member (up to 4). 3rd Place: 50 Runpod credits per team member (up to 4).) | true | [
{
"repo": "ssiddhantsood/treehacks",
"content": "# treehacks starter\n\n## Structure\n- `frontend/` Next.js (minimal UI)\n- `backend/` FastAPI + OpenAI tool-calling agent + FFmpeg + action timeline\n\n## Backend setup (Python)\n1. `cd backend`\n2. Create a venv and install deps:\n - `python -m venv venv`\... |
621385bac052 | treehacks-2026 | https://devpost.com/software/targetonco-reasoning-engine-for-precision-oncology | TargetONCO - Turning Weeks of Cancer Analysis into Minutes | The world's FIRST and ONLY fully automated agentic AI system for end-to-end precision oncology radiation & pathological analysis | TargetONCO
We are building
TargetOnco
, the world's
first
and
only
fully automated agentic AI system for
end-to-end precision oncology radiation & pathological analysis.
By leveraging modern agentic and custom pathological tools, we have created a fully end-to-end pipeline for clinical data processing and deep research... | [
"anthropic",
"claude",
"claudeagentsdk",
"modal"
] | https://www.youtube.com/embed/JshfjPrWvyY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/tomtommyyuan/targetONCO"
] | Did Not Place | false | [
{
"repo": "tomtommyyuan/targetONCO",
"content": "# TargetONCO: Turning Weeks of Cancer Analysis into Minutes\n\nWe built TargetONCO, the world's FIRST and ONLY fully automated agentic AI system for end-to-end precision oncology radiation & pathological analysis: from X-ray radiology to complex spatial prote... |
772a11ab5065 | treehacks-2026 | https://devpost.com/software/probe-q2me8r | Probe | Verifying healthcare AI safety in minutes, not months. | Healthcare is NP-hard to verify. We synthesized the last 18 months of prevalent alignment research, eval theory, verifier asymmetry, and production-grade eval practice to make a deployable healthcare verifier.
We layer five verification regimes into one system: benchmarks, red team, human review, llm-as-judge, and sim... | [
"anthropic-sdk",
"huggingface",
"javascript",
"next.js",
"node.js",
"openai-sdk",
"pubmed-api",
"pubmedbert",
"typescript",
"vercel-sdk"
] | https://www.youtube.com/embed/ixEiK34O3tU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://probe-beta.vercel.app",
"https://github.com/Ecpii/boiling-ocean"
] | Did Not Place | false | [
{
"repo": "Ecpii/boiling-ocean",
"content": "# boiling-ocean\nBoil the ocean.\nHackers! I love TreeHacks!\n\n# Run\n```\npnpm install\npnpm dev\n```\n\n## API keys (optional)\n\n- **Hugging Face** (`HF_ACCESS_TOKEN`): Used by **Golden Answer Similarity** (`/api/compute-similarity`) to get PubMedBERT embeddi... |
ca85fccbb090 | treehacks-2026 | https://devpost.com/software/organ-trail-5qwz7n | OrganTrail | Smart organ donation transport | Inspiration
Charlotte’s mom has lived with end-stage kidney disease since she was 17 and has undergone two kidney transplants, most recently after spending three years on dialysis and being told the wait could stretch to a decade. Her last transplant required coordinating a deceased-donor kidney from out of state, unde... | [
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"express.js",
"google-directions-api-(proxied)",
"leaflet/openstreetmap",
"node.js",
"react",
"vercel",
"ws-(websocket)"
] | https://www.youtube.com/embed/c-aJGZrIwlI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://organtrail.vercel.app",
"https://github.com/charava/organ-transport/"
] | Did Not Place | false | [
{
"repo": "charava/organ-transport",
"content": "# OrganTrail\n\nOn-ground organ transport logistics — multi-factor error detection (temperature, shock, humidity) and GPS tracking for road-based transplant transport.\n\nThis system is designed for ground vehicles (ambulances, transport vans) moving organs b... |
0f08b461641b | treehacks-2026 | https://devpost.com/software/anchor-real-time-phone-scam-defense-for-older-adults | anchor: real-time + graph NN phone scam defense for elders | Anchor is an ambient device that protects vulnerable older adults from phone scams, running real-time detection on an NVIDIA Jetson and a graph NN that learns risky relationship patterns over time. | Inspiration
Phone scams are a uniquely high-pressure channel: the victim has to respond in the moment. In 2025, people over 60 reported $5B in losses across 150K complaints to the FBI. Elder abuse is also massively underreported, with one estimate suggesting only 1 in 24 cases are reported to authorities, in part due t... | [
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"faster-whisper",
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"nvidia",
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"python",
"socket.io",
"wav2vec2",
"zeromq"
] | https://www.youtube.com/embed/_-pfLnr00gM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks-anchor-demo-website.onrender.com",
"https://anchor-1toz.onrender.com",
"https://github.com/hanshaunlee/anchor",
"https://github.com/CelesteBean/treehacks-anchor",
"https://drive.google.com/file/d/1dy--6W67W0FEZc25KIyVJracqA6fs0L4/view?usp=sharing"
] | Did Not Place | false | [
{
"repo": "hanshaunlee/anchor",
"content": "# Anchor\n\nBackend and dashboard for an edge voice companion that helps protect elders from fraud. The edge sends **structured event packets** (transcripts, intents, financial events—no raw audio). The backend ingests them, builds a household **Independence Graph... |
ea3ac24810de | treehacks-2026 | https://devpost.com/software/quest-central | Quest Central | Humans are NPCs. Agents are Adventurers. Does your agentmaxxing setup have alpha? | Inspiration
People have the mindset that they are in a project manager / employee relationship with their agents. But in the future, there may be tasks that are only completable by these agent setups. We wanted to explore what would a future of work platform might look like in that scenario, where humans are helpless N... | [
"claude",
"next.js",
"openai",
"supabase",
"tailwindcss"
] | null | [
"https://quest-central-demo.vercel.app/",
"https://github.com/PigeonZow/quest-central"
] | Did Not Place | false | [] |
9d859f6e2af1 | treehacks-2026 | https://devpost.com/software/energyx | EnergyX | An AI copilot for US energy markets that explains price spikes in real-time using ISO data, multi-agent LLM analysis, and ML forecasting. | Inspiration
Energy markets are notoriously volatile, and a single price spike can cost utilities and traders millions. Yet understanding why a spike happened requires cross-referencing real-time prices, grid load, fuel mix, and weather data across multiple sources. We wanted to build an AI copilot that could do this an... | [
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"axios",
"chromadb",
"elasticsearch",
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"langgraph",
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"nws-api",
"openai-gpt-4o",
"python",
"react",
"recharts",
"runpod",
"scikit-learn",
"sendgrid",
"slack-api",
"sqlite",
"tailwind-css",
"typescript",... | https://www.youtube.com/embed/16ZVsocsNzo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/adi-kulkarni1/TreeHacks2026"
] | Did Not Place | false | [] |
6075f6290748 | treehacks-2026 | https://devpost.com/software/genuine-0pk8vg | GenUIne | We made what AI browsers should be. | Inspiration
When Steve Jobs introduced the iPhone, he explained how having a constant UI for smartphones didn't make sense. Each application requires a slightly different way to interact with information — something that fixed controls don't help with. A great example we like to use is that you'd much prefer a screen t... | [
"browserbase",
"claude",
"css",
"exa",
"javascript",
"openai",
"stagehand",
"typescript",
"vercel"
] | https://www.youtube.com/embed/lgk4CfOefDc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/bobdethird/genUIne",
"https://genuine-one.vercel.app/"
] | Did Not Place | false | [
{
"repo": "bobdethird/genUIne",
"content": "# GenUIne\n\n**The Autonomous Personal Agent for your Digital Life.**\n\nGenUIne is a next-generation AI interface that combines specific **Generative UI** capabilities with a powerful **Autonomous Swarm** backend. It doesn't just chat; it renders interactive inte... |
6f34b267d83b | treehacks-2026 | https://devpost.com/software/other-memories | Other Memories | AI Infrastructure for the Human Brain. From 5,632 sequential diary entries to grounded answers. Agentic retrieval with Claude, OpenAI, Elastic ES/QL, and Jina embeddings. Real problem, concrete data. | Other Memories
AI-powered perfect recall for your lived experience—the first recorded recreation of AHI (Artificial Human Intelligence) from continuous diary data. Technology that serves human potential: we're solving a real problem (biological memory limits) with real human behavior at its core.
Inspiration
"Thinking,... | [
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"railway",
"react",
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] | https://www.youtube.com/embed/ms0MYKImTGQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [] |
1442ee1482af | treehacks-2026 | https://devpost.com/software/auralamp | AuraLamp | A smart ambient lamp that reads the room’s vibe through visual and audio cues, then sets the soundtrack and lighting to match. | Inspiration
We were inspired by the idea of ambient technology that responds quietly and naturally without requiring constant input. AuraLamp explores how shared spaces can adapt to the people in them, automatically adjusting the soundtrack to match the room’s energy.
What it does
AuraLamp is an ambient lamp that analy... | [
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] | https://www.youtube.com/embed/9urJGGRuCAg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/amwang9276/treehacks26.git"
] | Did Not Place | false | [
{
"repo": "amwang9276/treehacks26",
"content": "# treehacks26\n\nCamera + emotion + context/voice fusion + music orchestration.\n\n- `Suno` mode: generate instrumental music from fusion prompt.\n- `Spotify Retrieval` mode: select local songs via retrieval (MuLan + Elasticsearch fallback logic).\n- Web dashb... |
25b4fed5b474 | treehacks-2026 | https://devpost.com/software/molecule-mcbob | RepoRx | AI-native research engine to discover FDA-approved drug repurposing candidates for cancer treatment. Runs GPU-accelerated diffusion simulations to surface high-potential treatments in minutes. | The Cure That Was Already There
A potential cancer treatment sat in medicine cabinets for 50 years before anyone noticed. Metformin, one of the most common diabetes drugs in the world, wasn't investigated for pancreatic cancer until 2005 — half a century after FDA approval. We’re making sure that never happens again.
W... | [
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"perplexity",
"pubchem",
"rcsb-protein-data-bank",
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] | https://www.youtube.com/embed/rBBftD6zOhM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ezou1/tree26",
"https://reporx.vercel.app/"
] | Winner [Fetch.ai] Build, launch and monetise AI Agents on Agentverse that turn user intent into real outcomes. (Best Overall AI Agent Solution - $2500 Best Multi-Agent Workflow - $1500 Best Monetised Agent - $1000) | true | [
{
"repo": "ezou1/tree26",
"content": "# tree26\nfor the love of the game\nTreehacks 2026",
"truncated": false
}
] |
0b9ec77e64ff | treehacks-2026 | https://devpost.com/software/brain-crush | Brain Crush | A BCI-powered robotic arm that knows before you do | About the Project
Inspiration
Technology is supposed to make communication easier, but face-to-face connection harder than ever. Around 80% of Gen Zs report feeling lonely, and some are even turning to AI companions. We wanted to explore whether we could help people act on their real-world impulses.
What We Built
We de... | [
"emotiv",
"emotiv-red",
"heygen-api",
"openai-api",
"python",
"vercel"
] | https://www.youtube.com/embed/NFhLC1fv3Ms?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/cc13985/treehacks",
"http://braincrush.vercel.app"
] | Did Not Place | false | [] |
7e6cca73b05e | treehacks-2026 | https://devpost.com/software/magentic-yqihfw | Magentic | Your AI-powered music production co-pilot for REAPER. | Magentic
Your AI-powered music production co-pilot for REAPER (slightly chopped DAW)
Inspiration
Music production has a steep learning curve, especially in powerful DAWs like REAPER. Beginners often know what they want to hear — something like a “house beat” — but don’t yet know what that means: a four-on-the-floor kic... | [
"claude",
"express.js",
"javascript",
"node.js",
"openai",
"react",
"vite"
] | https://www.youtube.com/embed/nGH5mVFKC1U?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/adrian-pan/Magentic"
] | Did Not Place | false | [
{
"repo": "adrian-pan/Magentic",
"content": "<p align=\"center\">\n <img src=\"frontend/public/Magentic Logo.png\" alt=\"Magentic Logo\" width=\"80\" />\n</p>\n\n<h1 align=\"center\">Magentic</h1>\n\n<p align=\"center\">\n <em>AI-powered music production assistant for REAPER</em>\n</p>\n\n<br />\n\n<p ali... |
15279cfb922b | treehacks-2026 | https://devpost.com/software/gallop | Gallop | Stop breaches in real-time. Gallop is a multi-agent, AI-native cybersecurity control platform that detects intrusion activity and converts security signals into immediate defensive actions. | Inspiration
In today’s world of big data, where it becomes increasingly difficult to distinguish between pertinent and irrelevant information, identifying meaningful threats under time-pressure is essential. Many current cybersecurity operations are hindered by tedious manual investigation, fragmented tool usage, and d... | [
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] | https://www.youtube.com/embed/QRSf0SUPioM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Eth007/gallop",
"https://joingallop.com"
] | Winner [Elastic] Best end-to-end Agentic system on Elasticsearch (1st Place: $2,000 (split across team members) 2nd Place: $1,000 (split across team members)) | true | [
{
"repo": "Eth007/gallop",
"content": "# Gallop Defensive Agents\n\nMulti-agent defense framework composed of three cooperating services:\n\n- `agent/`: Rust + eBPF responder that observes process starts and executes bounded remediation tasks.\n- `server/`: Axum control plane that coordinates detections, qu... |
80146c610204 | treehacks-2026 | https://devpost.com/software/truman | Truman | If the amount of time we spend with AI will only increase, why not make those interactions truly meaningful? | Think back to the last interaction that was genuinely meaningful to you, that made you genuinely smile after. Why?
Did it have something to do with
who
you were with, that the person was uniquely interesting?
We'll all spend more and more time interacting with AI. Why not make those interactions truly
meaningful
?
Reme... | [
"anthropic",
"brightdata",
"nemotron",
"nvidia",
"python",
"pytorch",
"scikit"
] | https://www.youtube.com/embed/uyHDbkDQwYQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jack-herrmann/truman"
] | Did Not Place | false | [
{
"repo": "jack-herrmann/truman",
"content": "# The Story — Agentic Personalities\n\nWe'll all spend more and more time interacting with AI. Why not make those interactions genuinely **meaningful**?\n\nThis project creates **individual** and **consistent** artificial personalities. Not persona prompts or ch... |
40169cf9e92e | treehacks-2026 | https://devpost.com/software/civitas-ai | RIFFAI Atlas | RIFFAI Atlas is an AI-native policy intelligence engine that turns satellite data and socioeconomic signals into real-time simulations for navigating climate, infrastructure, and equity trade-offs. | Inspiration
We want to tackle the challenge proposed by Stanford Ecopreneurship, in which California is the 4th largest economy in the world—yet it is navigating a structural polycrisis: accelerating wildfires, grid instability, housing shortages, and widening inequality. The California Doughnut Data Report made this v... | [
"openai",
"vercel"
] | null | [
"http://riffai-treehacks.vercel.app/"
] | Did Not Place | false | [] |
2fe97d60dc3d | treehacks-2026 | https://devpost.com/software/iris-dgucei | Iris | Iris is an always-on agentic AI that makes working across your Apple devices effortless. | Inspiration
Putting pen on paper (or Apple Pencil on iPad) is one of the most natural ways of getting early thoughts out and giving shape to ideas. It's often much easier to describe a complicated software system, or a tricky geometry problem, with a simple diagram. However, agentic AI tools today tend to heavily favor... | [
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] | Did Not Place | false | [
{
"repo": "ThePickleGawd/iris",
"content": "# Iris\n\nAn AI assistant that sees, hears, and draws across your Apple devices.\n\n<a href=\"https://youtu.be/HxawNsre4xo\" target=\"_blank\">\n <picture>\n <img src=\"https://img.youtube.com/vi/HxawNsre4xo/maxresdefault.jpg\" alt=\"Project Demo (YouTube)\" /... |
e9e80d8d925c | treehacks-2026 | https://devpost.com/software/wristguard | Vigil | End-to-end kidnapping detection and response, all on your Apple Watch | Inspiration
In a kidnapping or abduction scenario, the victim often can't reach for their phone, open an app, or press an SOS button.
What if your body could call for help on its own?
The Apple Watch is already strapped to over 100 million wrists, tracking heart rate, acceleration, rotation and various other metrics 24... | [
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"watchos"
] | https://www.youtube.com/embed/1i0KplsVs8Y?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/anirudhmazumder/TreeHacks-2026"
] | Did Not Place | false | [
{
"repo": "anirudhmazumder/TreeHacks-2026",
"content": "# Vigil\n\n**Autonomous safety detection for Apple Watch.**\n\nVigil runs silently on your Apple Watch, continuously monitoring your heart rate, accelerometer motion, and GPS data. It automatically:\n\n1. **Detects a panic event** using two independent... |
578a59670a48 | treehacks-2026 | https://devpost.com/software/what-if-t78igk | What If? | See what would have happened if you were the main character and you made a different choice-- literally! | Video Demo
https://drive.google.com/file/d/1mTrwExPDjm965SbG3GxSt6PNgLzaYWNG/view?usp=sharing
Inspiration
I’ve always loved reading, and growing up I was obsessed with Choose Your Own Adventure books. I would reread them over and over just to explore different paths. They made reading feel active — not passive. Every d... | [
"claude",
"gemini",
"nextjs",
"openai",
"react",
"runway",
"vite"
] | https://www.youtube.com/embed/6P7w0yShNKg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
c1936d19c8e4 | treehacks-2026 | https://devpost.com/software/torq | TORQ | Turn any car into a self-driving vehicle with the Jetson Thor. Retrofit autonomy, enable rideshare, and deliver smart AI feedback. From real-time reflexes to deep reasoning. | Turn Any Car into a Self-Driving Vehicle
Our project is for retrofitting any existing car to make it self-driving. Self-driving should not just be limited to new vehicles, Teslas, and Waymos, but cars bought before self-driving was available too. In our project, we take a 2018 Honda Accord and give it the ability to dr... | [
"c++",
"cuda",
"holoscan",
"mqtt",
"nvidia",
"python",
"swift",
"thor"
] | https://www.youtube.com/embed/zEDVGfCVhaw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/bryandong24/treehacks2026",
"https://github.com/JoelGrayson/Treehacks2026"
] | Winner [NVIDIA] Edge AI Track | true | [
{
"repo": "bryandong24/treehacks2026",
"content": "# treehacks2026\n\nAutonomous vehicle platform running on the **NVIDIA Jetson AGX Thor** to drive a **Honda Bosch** vehicle. Built at TreeHacks 2026.\n\n## Hardware\n\n- **Compute**: NVIDIA Jetson AGX Thor (JetPack 7.1, CUDA 13.0, L4T R38.4.0)\n- **Cameras*... |
e5ed4f7be9b9 | treehacks-2026 | https://devpost.com/software/strata-cbq07h | Strata | We turn real spaces into real-time, semantically labeled 3D datasets that give robots structured spatial intelligence for navigation, planning, and task execution. | Inspiration
As manual labor shifts toward robotic automation, we saw an opportunity to give robots live spatial intelligence so they can manage entire factories, warehouses, supply chains, and retail stores.
Current solutions rely on LIDAR and raw camera footage, which fail to fully understand spatial geometry. They ca... | [
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] | https://www.youtube.com/embed/pQcdsmMBB9o?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [] |
c06e1c95a64e | treehacks-2026 | https://devpost.com/software/clarity-coach-1oxkvl | Clarity Coach | Build speaking confidence through interactive conversations and smart coaching! | Inspiration
Roughly 1 in 5 U.S. residents grew up speaking a language other than English at home. ESL speakers often face invisible friction: interviewing for jobs, speaking up in class, or even navigating casual social interactions can feel intimidating when language confidence lags behind ability – especially in mode... | [
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{
"repo": "SamhitaK10/clarity-coach",
"content": "## 🎤 Interview Coaching API\n\nExpress-based backend powering the conversational audio coaching system for **Clarity Coach**, an AI-driven communication training platform.\n\nThis service captures spoken responses, performs speech transcription, evaluates c... |
d32a896903fc | treehacks-2026 | https://devpost.com/software/oper | Oper | The AI co-pilot for 911 operators. | Inspiration
Every year, U.S dispatchers handle ~240 million 911 calls. Yet 82% of emergency communication centers are understaffed, and over 70% of dispatchers report burnout and chronic stress. When systems are stretched this thin, response times suffer — in San Francisco alone, the average 911 answer time recently ex... | [
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] | Did Not Place | false | [
{
"repo": "ericrcwu001/treehacks",
"content": "## Inspiration\nEvery year, U.S dispatchers handle ~240 million 911 calls. Yet 82% of emergency communication centers are understaffed, and over 70% of dispatchers report burnout and chronic stress. When systems are stretched this thin, response times suffer — ... |
7cee0ca21fad | treehacks-2026 | https://devpost.com/software/flashpoint-ai-wildfire-incident-commander | Flashpoint: AI Wildfire Incident Commander | AI Command Center for Wildfire Response | Inspiration
Wildfire initial attack is a clock. In the first 0–3 hours, incident commanders are forced to make high-stakes calls with incomplete information:
Where will the fire go next? Which community is at risk first? Do we need evacuation warnings? What resources do we request now?
We built
Flashpoint
around a simp... | [
"claude",
"deck.gl",
"mapbox",
"next.js",
"react",
"tailwind",
"typescript",
"vercel"
] | null | [
"http://flashpoint-commander.vercel.app/"
] | Did Not Place | false | [] |
e22f8cfa0086 | treehacks-2026 | https://devpost.com/software/mribs | Scribble Fighters | A Multiplayer Real-Time Battle Scribble-Simulator | Inspiration
Some of our favorite childhood memories came from drawing silly and magical creatures and imagining them coming to life. For TreeHacks, we wanted to bring back this sense of nostalgia, amazement and feeling of pure imaginative joy. That's why we created Scribble Fighters, a multiplayer game that transforms ... | [
"claude",
"heygen",
"node.js",
"react"
] | null | [
"https://mribs-frontend.vercel.app",
"https://github.com/potatoeggy/mribs"
] | Did Not Place | false | [
{
"repo": "potatoeggy/mribs",
"content": "# Scribble Fighters\n\nDraw your champion, bring it to life, and fight!\n\nA web-based game where players draw creatures on a canvas, AI (GPT-4o Vision) analyzes the drawings to determine combat abilities, and the scribbles come to life to battle each other in real-... |
36857a523f5f | treehacks-2026 | https://devpost.com/software/patronum | Patronum | Patronum delivers AI-moderated group Cognitive Stimulation Therapy at home, increasing access to dementia care for economically or locationally disadvantaged patients. | Patronum: AI-powered Cognitive Stimulation Therapy for Dementia Patients
Inspiration
https://www.reddit.com/r/ArtificialInteligence/comments/1bsf9mi/my_parents_are_getting_dementia_can_ai_help/
Dementia is a progressive neurological condition affecting over 55 million people worldwide. It impairs memory, language, reas... | [
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"express.js",
"heygen",
"node.js",
"postgresql",
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"tailwind-css",
"typescript",
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] | https://www.youtube.com/embed/XC-qGqeWGdo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "RayHCai/patronum",
"content": "# Patronum - AI-Powered Cognitive Stimulation Therapy\n\n## Inspiration\nDementia affects over 55 million people worldwide, yet access to effective treatment remains deeply unequal. Cognitive Stimulation Therapy (CST) — a structured program of themed activities prov... |
2bcb724c1d5a | treehacks-2026 | https://devpost.com/software/klero | Klero | Klero reimagines civic education via Zoom and Render, hosting 1-on-1 discussions with Live AI feedback on student deliberation and disagreement to combat polarization and restore critical thinking. | Inspiration
In an era where AI-driven echo chambers and political polarization are eroding critical thinking,
Klero
was born from a desire to return to the roots of healthy civic discourse.
Our primary inspiration came from
Stanford research on deliberative democracy
, which demonstrates a powerful truth: when ordinary... | [
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] | https://www.youtube.com/embed/brmkOyGaYgg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://klero.onrender.com",
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] | Did Not Place | false | [] |
b1ee9afeaa16 | treehacks-2026 | https://devpost.com/software/wildfire-ai | EmberWatch | AI-powered incident commander assistant that turns real-time weather, fire spread, geospatial, and resource data into clear insights—helping firefighters act fast in the first critical minutes. | Inspiration
The first minutes of a fire determine whether it is contained or becomes a major disaster. Incident commanders must make rapid decisions about where to deploy resources and issue evacuation warnings. Although there is more data than ever to assist with this decision-making, there is presently no centralized... | [
"calfire",
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"google-gemini",
"html5",
"noaa-climate-data-online",
"python",
"react",
"suno",
"typescript",
"us-census-bureau"
] | https://www.youtube.com/embed/aWIkSYSlMqw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ojas-sanghi/treehacks-2026-wildfires",
"https://treehacks-2026-wildfires.vercel.app/"
] | Did Not Place | false | [
{
"repo": "ojas-sanghi/treehacks-2026-wildfires",
"content": "# TreeHacks 2026 - Wildfire Analysis & Visualization Platform\n\nA comprehensive wildfire analysis platform combining real-time data visualization, population risk assessment, and an AI-powered alert system for wildfire incident commanders.\n\n##... |
356b9f4e636a | treehacks-2026 | https://devpost.com/software/aion-n75vj3 | AiOn | Hi, I’m Smartyy. I built AiOn—an AI-native global intelligence layer unifying 30+ sectors , every country and delivering real-time, market-aware insights in every language of the world . | A few years back, before COVID and before genAI, my family sit together EVERYDAY in the dining at 8 PM watching the news. It felt unified and shared. During COVID, clarity mattered more than ever, yet information became fragmented across platforms, duplicated endlessly, and divided by language barriers. I imagined som... | [
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"heygen-api-(ai-video-briefings)-search-&-retrieval:-elasticsearch",
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"multi-... | https://www.youtube.com/embed/Y46hZFxaEHE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "shikhar0777/anion-rdy",
"content": "# AiON — AI-Powered Global News Discovery Platform with advance algo and latency\n\nA real-time, multi-source news intelligence platform with AI-powered summaries, trending detection, story clustering, and deep analysis.\n\n## Architecture\n\n```\n┌────────────... |
adb154b3c641 | treehacks-2026 | https://devpost.com/software/zeta-jwq9te | Zeta | Grammarly for Math | Inspiration
As math and computer science majors, we’re often spending hours writing proofs in LaTeX, getting lost in paragraphs of LaTeX more times than we can count. Formal correctness is slow: you only find gaps when a TA grades it, often long after you’ve lost context. Instead, we wanted a Grammarly-like experience ... | [
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"vllm",
"wandb"
] | https://www.youtube.com/embed/RJV8a8PWkxQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/aryans-15/treehacks-2026"
] | Winner [Y Combinator] Build an Iconic YC Company with AI (1st Place: Guaranteed YC interview 2nd Place: Guaranteed YC Office Hours 3rd Place: Guaranteed YC Office Hours) | true | [
{
"repo": "aryans-15/treehacks-2026",
"content": "# Zeta\n\n**Grammarly for math.**\n\nZeta checks your mathematical writing (e.g. in Overleaf) and suggests fixes, like a proofreader for LaTeX and formal math.\n\n## How to download / install\n\n1. Open Chrome and go to `chrome://extensions`.\n2. Turn on **D... |
548a300cdef2 | treehacks-2026 | https://devpost.com/software/remote-surgical | Remote Surgical | innovating for the future of remote surgery & medical procedures | Presentation here:
https://www.canva.com/design/DAHBZzkRtH4/0UrUlkYT-f6FWRrnBA8OOg/view?utm_content=DAHBZzkRtH4&utm_campaign=designshare&utm_medium=link2&utm_source=uniquelinks&utlId=ha87ce9968d
Inspiration
How can we control hardware remotely? Routine medical procedures and surgeries are often inaccessible in third wo... | [
"arduino",
"c++",
"engineering",
"opencv",
"python"
] | https://www.youtube.com/embed/0R2GtTaas3s?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/zlj8800/remote-surgical",
"https://www.canva.com/design/DAHBZzkRtH4/0UrUlkYT-f6FWRrnBA8OOg/view?utm_content=DAHBZzkRtH4&utm_campaign=designshare&utm_medium=link2&utm_source=uniquelinks&utlId=ha87ce9968d"
] | Did Not Place | false | [] |
fca870c8b8cb | treehacks-2026 | https://devpost.com/software/physiolens | PhysioLens | AI-powered physical therapy platform that provides professional-grade biomechanical analysis from any smartphone or laptop camera. | PhysioLens
Inspiration
Two months ago, our teammate
Sherwin underwent surgery
. His recovery required weekly physiotherapy sessions where he'd receive new exercises to perform at home. The problem?
Small mistakes with catastrophic consequences.
Picture this: Sherwin performs his bicep curls but doesn't realize his elbo... | [
"brightdata-web-mcp",
"claud-sonnet-4",
"fastapi",
"mediapipe",
"react",
"web-speech-api"
] | https://www.youtube.com/embed/KL5bgOmMvLI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sherwinvishesh/PhysioLens"
] | Did Not Place | false | [
{
"repo": "sherwinvishesh/PhysioLens",
"content": "# PhysioLens : AI-Powered Physical Therapy Platform\n\n## Overview\n\nPhysioLens is a comprehensive AI-powered physical therapy platform that combines computer vision pose detection to deliver professional-grade rehabilitation at home. The system enables do... |
4b7a2f08600f | treehacks-2026 | https://devpost.com/software/trading-with-pico-reality | Trading in XR with pico | Trading in virtual reality . with MR, Convert your Room into a dynamic trading hub. with Infinite monitors, immersive analytics tools, and interactive widgets with pure flexibility. | Inspiration
My father started learning to trade in COVID-19 with his laptop. after a few weeks, he bought a new monitor and used an old TV as an extension to his laptop for better multiple-tasking and visualization/analysis. In the next 2 years, he started upgrading his work setup according to his needs and comfort, an... | [
"mixed-reality",
"mr",
"pico",
"trading",
"trading-in-vr",
"tradingxr",
"unity",
"virual-reality",
"vr",
"xrtraders"
] | https://www.youtube.com/embed/zOlgZbxI7Qs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kanakapalli/Trading_XR"
] | Winner 4th Prize | true | [] |
8a5d5ca51a84 | treehacks-2026 | https://devpost.com/software/longshot | Longshot | Built Minecraft in one shot - Burned $5500 running 100+ coding agents pushing at peak 1200+ commits/hr to research the future of "coding" | In 36 hours, we built Minecraft from one prompt using a swarm of 200 agents and $5,000 in Modal credits.
Inspiration
AI has already transformed the digital world by translating language to code with autonomous coding agents, but this requires human intervention.
Longshot changes that by orchestrating swarms of autonomo... | [
"chatgpt",
"claude",
"cursor",
"modal",
"pidev",
"poke"
] | https://www.youtube.com/embed/5oxXfazBcaQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/andrewcai8/agentswarm"
] | Winner [Modal] Sandbox Challenge | true | [
{
"repo": "andrewcai8/agentswarm",
"content": "# Longshot\n\n[](https://github.com/Blastgits/longshot/actions/workflows/ci.yml)\n\nMassively parallel autonomous coding: decompose any project into hundreds of tasks and execute the... |
9c4ecefe58a9 | treehacks-2026 | https://devpost.com/software/project-helper | Project helper | Project Helper is a conversational OS for business. Use Gemini AI to manage clients, projects, and invoices through chat. Skip menus and forms—just talk to get work done. Efficient & intelligent. | Project Helper - Your AI-Powered Business Operating System
Project Helper
is an AI-first business management platform that replaces forms and menus with natural conversations. Powered by Google's Gemini AI with real-time function calling, it lets you manage clients, track projects, generate documents, and send emails—a... | [
"flutter",
"gemini",
"love",
"serverpod3"
] | https://www.youtube.com/embed/KpXV9FBi4rA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kanakapalli/project_helper",
"https://projects-helper-bro.web.app/"
] | Did Not Place | false | [] |
2a73d7d169c7 | treehacks-2026 | https://devpost.com/software/yoga-13dmup | YOGA-XR | Transform your room into a mixed-reality learning space. Experience one-on-one sessions with real experts teaching you skills right in your own environment.Just put on your headset and start learning! | Inspiration
My personal struggle with dyslexia, a learning disorder that makes reading difficult due to problems with identifying speech sounds and learning how they relate to letters and words, inspired this project. While there are various learning disorders, I've found that experiential learning—learning by doing—is... | [
"amazon-web-services",
"ar",
"c#",
"gcp",
"meta",
"mr",
"quest",
"unity",
"vr",
"xr"
] | https://www.youtube.com/embed/YPN5dpvOHwc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kanakapalli/YOGA_XR"
] | Did Not Place | false | [] |
ff8ad5a28811 | treehacks-2026 | https://devpost.com/software/adex-adaptive-data-extraction-system | ADEX - Adaptive Data Extraction System | Adex leverages temporal redundancy in video streams to mitigate stochastic noise. By analyzing multi-frame sequences, we achieve high-fidelity text extraction where static OCR fails. . | Project ADEX — Adaptive Data Extraction System
Solving the "Static Image Failure" with Temporal RAG
Inspiration
The idea for
ADEX
was born from a recurring dead roadblock I encountered while contributing to
Truthin
, a crowdsourced platform for packaged food ratings. Users frequently submitted unusable images—blurry, o... | [
"dart",
"ffmpeg",
"flutter",
"gemini",
"rag",
"serverpod",
"serverpod3"
] | https://www.youtube.com/embed/ZS7hfa1IW0c?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kanakapalli/adex"
] | Did Not Place | false | [
{
"repo": "kanakapalli/adex",
"content": "\n\n# ADEX — Adaptive Data Extraction System\n\n\n**Video-first data extraction that succeeds where single-image OCR fails.**\n\n\n<p align=\"center\">\n <img src=\"adex_flutter/assets/logo/banner_bg.png\" alt=\"ADEX Arrow\" width=\"500\"/>\n</p>\n\nADEX replaces t... |
57cc417107db | treehacks-2026 | https://devpost.com/software/bubbdy-ai-lancher | bubbdy - ai lancher | Turn your phone into a tool, not a trap. A minimal AI launcher that feels your vibe, automates your OS, and summarizes alerts. Kill the rot. Find your focus. Meet your Buddy. | Inspiration
We live in an era of
perpetual digital distraction
—where our phones have evolved from communication tools into attention vampires. Every notification is a dopamine hit, every app a rabbit hole, every swipe a gamble for something worth our time. My inspiration came from a simple realization:
what if your ph... | [
"ai",
"dart",
"flutter",
"gemini",
"serverpod3"
] | https://www.youtube.com/embed/D2n7VqxCPdA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kanakapalli/deskbubbytest"
] | Winner Interview Cake Prize | true | [] |
827530bf05eb | treehacks-2026 | https://devpost.com/software/a3-artificial-assistant-for-anything | Phone AI | Phone AI is your personal agent for every call. It makes and takes calls on your behalf, using history to get things done. Reclaim your time and stay focused on what matters. | Project Story: AI Phone — Your Autonomous Communication Agent
The Inspiration
In a world of constant digital noise, our phones have become sources of disruption. Between relentless marketing calls, promotional spam, and the anxiety of
"unknown numbers,"
we are losing our most valuable asset:
focus
.
As a developer and ... | [
"dart",
"flutter",
"serverpod",
"serverpodcloud"
] | https://www.youtube.com/embed/mraVC2SK5qA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://drive.google.com/file/d/1IuLlNh3Poz_nuAmB5I0EcVFNyM9imcmb/view?usp=sharing",
"https://github.com/kanakapalli/phone_ai"
] | Did Not Place | false | [
{
"repo": "kanakapalli/phone_ai",
"content": "<p align=\"center\">\n <img src=\"phone_ai_flutter/assets/app_logo/phoneaiapp_logo.png\" alt=\"AI Phone Logo\" width=\"200\"/>\n</p>\n\n<h1 align=\"center\">AI Phone</h1>\n\n<p align=\"center\">\n <strong>An AI-powered phone assistant that makes calls on your ... |
5eff0ae44c9e | treehacks-2026 | https://devpost.com/software/veda-3j6rq8 | VEDA - AI Coach | VEDA is an AI backpack that helps you study. It takes your documents and teaches you to clarify every doubt. Once you've mastered the topic, share it with public and turn your knowledge into income. | VEDA — Project Story
Veda is an AI-powered learning platform where anyone can create a course just by uploading their documents and chatting with an AI — and anyone can learn from it through interactive, voice-narrated lessons that teach you like a real tutor.
No video production. No slide decks. Just upload your knowl... | [
"amazon-web-services",
"dart",
"flutter",
"serverpod"
] | https://www.youtube.com/embed/udSnclxsoC8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/kanakapalli/veda",
"https://app.presentations.ai/view/CIABIjQ5iZ"
] | Did Not Place | false | [
{
"repo": "kanakapalli/veda",
"content": "# VEDA\n\n**AI-powered learning platform — upload documents, chat with AI to create courses, learn through voice-narrated interactive lessons.**\n\nBuilt as a full-stack Dart monorepo: **Serverpod** backend, **Flutter** frontend, **Gemini AI** for course creation & ... |
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