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a606b337e804 | treehacks-2026 | https://devpost.com/software/velari | Velari | We're killing PitchBook with AI natural language company search that's 10x cheaper and actually understands what investors want. | We run Velari an AI agent platform that helps PE firms find acquisition targets. Our clients love it (29% more qualified leads than PitchBook), but we have a
$40K/year problem
: we depend on expensive, incomplete third-party databases.
During a client call, someone asked:
"Why can't your AI just find the initial list o... | [
"firecrawl",
"gemini",
"next",
"openai",
"parallel",
"perplexity",
"vercel"
] | null | [] | Did Not Place | false | [] |
7940d9eb81e1 | treehacks-2026 | https://devpost.com/software/savor-2qn7ax | Savor | Savor uses computer vision to transform food waste into real-time purchasing and prep decisions, cutting costs and reducing waste across university dining operations. | Inspiration
U.S. Colleges and Universities produce over
22 million pounds of food waste annually
, with the average student producing 142 pounds of food waste per year. This is substantial waste, and with studies showing that
30-40% of students experience food insecurity
, it is simply unacceptable to let all of this h... | [
"fastapi",
"google-cloud",
"numpy",
"openai",
"opencv",
"sql",
"three.js",
"typescript",
"vlm"
] | https://www.youtube.com/embed/Hy9XcJwNLZ0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Deanbarrow10/savor"
] | Did Not Place | false | [
{
"repo": "Deanbarrow10/savor",
"content": "# Savor\nSavor is a real-time food waste intelligence platform for dining operations. It combines camera-based waste detection, inventory/menu sync, historical analytics, student credits tracking, and an ordering assistant into one full-stack application.\n\n## Wh... |
3f4cbe697e65 | treehacks-2026 | https://devpost.com/software/mahm-made-at-home-mmmm | Mahm: Made At Home... Mmmm | Mahm is an AI nutritionist that turns “What should I eat?” into a personalized weekly meal plan based on your goals, like having a mom who's a nutritionist and a personal shopper. | Inspiration
It's 6pm and you're hungry. You want to eat healthy, but you're lactose intolerant, you're on a tight budget, and you have no idea what's actually affordable at the grocery store near you. You could open MyFitnessPal, but it only counts calories after you've already eaten. You could browse recipe apps, but ... | [
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] | https://www.youtube.com/embed/niOlAKOMbJ8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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{
"repo": "sindhu-satish/treehacks",
"content": "# Mahm — TreeHacks 2026\n\n**Make At Home Mmmm.** Your AI nutritionist that knows your allergies, budget, and local stores.\n\n## Project structure\n\n- **Data APIs** (Anika’s work): in **`data-apis/`** — see [data-apis/README.md](data-apis/README.md); run fr... |
4b436a668ae8 | treehacks-2026 | https://devpost.com/software/bias-arena | BiasArena | BiasArena will crack big tech open. Think you can get away with unsafe models? Think again. | What is BiasArena?
BiasArena is designed to evaluate biased large language models through evaluating the model's response to real human opinions, taken from sources such as X, BlueSky, and Reddit. In order to quantify the bias of these models, we observed how these models reacted to polarizing opinions expressed online... | [
"brightdata",
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"vercel",
"vibes"
] | https://www.youtube.com/embed/KUL_PQvlsiA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://bias-arena.vercel.app/"
] | Did Not Place | false | [] |
68ef0f05412c | treehacks-2026 | https://devpost.com/software/producething | ProduceThing | Most AI music tools generate songs. ProduceThing helps you write better ones. It coaches lyrics in real time, then an autonomous agent arranges and refines them into a finished track. | Inspiration
We've all got Notes apps full of half-written lyrics and 2 a.m. voice memos that we never actually finish. The ideas are there – we can hear the hooks and the beats clearly in our heads – but there's usually a big gap between having a spark of an idea and actually sitting down to produce it.
At the same tim... | [
"gpt5",
"modal",
"next.js",
"opus4.6",
"radix",
"react",
"suno",
"tailwind",
"typescript",
"vercel",
"waveform-playlist"
] | https://www.youtube.com/embed/m8T-JngBSGo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ads2280/treehacks26"
] | Did Not Place | false | [
{
"repo": "ads2280/treehacks26",
"content": "<h1 align=\"center\">Producer</h1>\n<p align=\"center\"><strong>Most AI music tools generate songs. Producer helps you write better ones. It coaches lyrics in real time, then an autonomous agent arranges and refines them into a finished track.</strong></p>\n<p al... |
b798426cf1c6 | treehacks-2026 | https://devpost.com/software/auto-lab | AutoLab Labs | Autonomous lab to exfoliate, strain, and measure nanometer-thick graphene flakes, powered by an agentic ecosystem where research agents access tools (hardware+software) to run end-to-end experiments | Inspiration
We believe for AI to truly enable human flourishing, it needs to go beyond software and consumer products. Accelerated science could compress a century’s worth of discoveries and quality of life gains into a decade. Our team is composed of EE, physics, and materials majors interested in next-generation comp... | [
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] | https://www.youtube.com/embed/b60iOnSo2t4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "nlee1126/TreeHacks_26",
"content": "# Autolab Labs\n\n**Autonomous end-to-end 2D materials discovery -- from exfoliation to characterization, no human in the loop.**\n\nBuilt at TreeHacks 2026.\n\n---\n\n## What It Does\n\nAI Materials Researcher is a multi-agent platform that autonomously execut... |
bffd88ec6ee7 | treehacks-2026 | https://devpost.com/software/boardify | Boardify | Play your favorite board games with friends Anytime, Anywhere | Boardify - Hackathon Submission
Inspiration
We are international students who bonded over board games on the first day of the hackathon. It was a great way to break the ice, but we quickly realized a problem: once we leave, we can’t keep playing together because most quality online board game platforms are behind paywa... | [
"claude",
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"flux",
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"nextjs",
"perplexity",
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"sonar"
] | https://www.youtube.com/embed/NDjyJeRQWgs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://boardify-gold.vercel.app",
"https://github.com/AlexiaHyn/Boardify"
] | Did Not Place | false | [
{
"repo": "AlexiaHyn/Boardify",
"content": "# 🃏 Card Game Engine\n\nA **fully generic multiplayer card game engine** built with FastAPI + WebSockets on the backend and Next.js 14 on the frontend. Any card game can be defined in a single JSON file — the engine reads it and runs a working multiplayer version... |
e0ad1cc7fc1c | treehacks-2026 | https://devpost.com/software/lifeos-wt9qbu | LifeOS | LifeOS is a persistent AI executive agent that builds a dynamic model of your life, optimizes your goals, and simulates your future to improve long-term outcomes. | 🧠 LifeOS — Building an AI Executive Brain for Human Potential
🚀 The Inspiration
LifeOS was born from a simple but powerful realization:
We use AI to optimize businesses, logistics, and code — but not our own lives.
Most people set goals in isolation, forget lessons from past experiences, and make decisions without lo... | [
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"react-19",
"recharts",
"storage.",
"typescript",
"vite"
] | null | [
"https://lifeos-8496d.web.app/#/"
] | Did Not Place | false | [] |
d4414c094487 | treehacks-2026 | https://devpost.com/software/dough-s-and-don-ts-the-game | Dough's and Don'ts: The Game | An interactive game that lets you reshape California's economy, one doughnut ring at a time. Find the safe and just space for California where no one falls short and nothing overshoots. | Inspiration
California has the 4th largest economy in the world, yet 7.3 million residents live in poverty, 187,000 people are unhoused, and the state emits nearly 20x its fair share of CO2 per capita. The data exists, buried in reports and spreadsheets, but it never reaches people in a way that sticks.
Doughnut Econom... | [
"typescript"
] | https://www.youtube.com/embed/aLN2R7t6vLg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks-doughnut-web.vercel.app/",
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] | Did Not Place | false | [] |
16a230be9a17 | treehacks-2026 | https://devpost.com/software/treemux | Treemux | We simulated TreeHacks. | Link to demo
Video demo link (it's taking time to upload so we put it here!):
https://drive.google.com/drive/folders/1KrYEVZuv6BYaxwpSi-P-ywp5DF7RNGrP
Inspiration
While ideating, we were inspired by two emerging trends. First, the rise in large scale simulations where multiple agents interact with each other[1]. This a... | [
"bun",
"claudecodecli",
"githubapi",
"modal",
"next.js",
"python",
"sse",
"typescript",
"vercel",
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] | null | [
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] | Did Not Place | false | [
{
"repo": "ojpbarbosa/treehacks-26",
"content": "# Treemux\n\n**AI-Powered Orchestration Platform**\n\nTreemux takes a single problem statement and spawns N parallel AI workers — each running Claude Code CLI inside isolated Modal sandboxes — to ideate, implement, and deploy complete projects autonomously. E... |
1673698d869d | treehacks-2026 | https://devpost.com/software/beacon-icf8k6 | EMResponse | A real-time incident operating system that turns live calls, checklists, and scene media into continuously updating triage, dispatcher-approved guidance, and coordinated responses. | Inspiration
Emergency dispatchers and EMS crews operate in resource-constrained, high-stakes environments where the “right decision” depends on incomplete information arriving under stress. In the U.S., an estimated 240 million calls are made to 9-1-1 each year, yet a national staffing survey covering 2019–2022 found a... | [
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"kotlin-+-jetpack",
"next.js",
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] | https://www.youtube.com/embed/Wz3TMG8tScM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Tokaido-Sanyou/EMResponse"
] | Did Not Place | false | [] |
988401a18888 | treehacks-2026 | https://devpost.com/software/pebble-90j1q6 | Pebble | A purpose-built AI learning device for kids. Voice-first with on-device speech recognition, age-calibrated safety guardrails, a real-time parent dashboard, and LMS integration. | Inspiration
30% of US teens
use AI chatbots daily. A third of them
prefer talking to AI over talking to people
for personal conversations.
Common Sense Media found
that every major chatbot fails to appropriately handle mental health conditions in young people. A
14-year-old died by suicide
after forming an emotional bo... | [
"claude-agent-sdk",
"elevenlabs",
"gemini",
"kotlin",
"node.js",
"openai",
"postgresql",
"render",
"typescript"
] | https://www.youtube.com/embed/TZiivZ8zc6k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://meet.pebble.you",
"https://github.com/zane-programs/treehacks-pebble"
] | Did Not Place | false | [
{
"repo": "zane-programs/treehacks-pebble",
"content": "# Pebble\n\nA dedicated AI learning device for kids. Voice-first. Parent-managed. Built solo at [TreeHacks 2026](https://www.treehacks.com/) in 36 hours.\n\n## Why\n\n[30% of US teens](https://www.pewresearch.org/internet/2025/12/09/teens-social-media-... |
faa90d78f1c1 | treehacks-2026 | https://devpost.com/software/bloom-dvjpea | Bloom | The AI caretaker that enables seniors to be more independent and connected to their families. | Inspiration
One in six people will be over the age of 65 by 2030, and this will double by 2050. (
UN source
)
If we don't act fast, our healthcare systems will simply not be able to keep up with our aging world.
And let's face it: everyone can think of a time where they had to assist their grandparents with basic techn... | [
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"elevenlabs",
"fastapi",
"fluid-compute",
"mongodb",
"nextjs",
"node.js",
"openevidence",
"python",
"react",
"react-native",
"typescript",
"v0",
"vercel",
"vercel-ai-gateway",
"vercel-ai-sdk"
] | https://www.youtube.com/embed/vFU1GSWrbRk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks-frontend-tau.vercel.app/",
"https://github.com/Kevinxygu/treehacks"
] | Winner [Anthropic] Human Flourishing Track (1st Place: 4 tungsten cubes 2nd Place: 1 year of Claude Pro 3rd Place: 6 months of Claude Pro) | true | [] |
4159aa2d690b | treehacks-2026 | https://devpost.com/software/dive-buddy | Dive Buddy | Semi-Autonomous Underwater Submersible Built to Prevent Task-Induced Accidents. | INSPIRATION
Too many divers die every year from something as simple as task overload. Diving is one of the most dangerous professions in America, but it is also one of the most important. When I enter the water, even basic tasks become complex. I have to manage life support systems, navigation, communication, and preci... | [
"c++",
"machine-learning",
"python"
] | https://www.youtube.com/embed/_7By-bKQuO0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
1eacc18ca839 | treehacks-2026 | https://devpost.com/software/curiosity-gabstn | Curious Catalyst | Curiosity shouldn't be prompted. Let Plato be your curious catalyst. | Inspiration
LLM usage decreases critical thinking, but having so much AI technology at your fingertips should do the exact opposite! In 36 hours, we built Curious Catalyst, starring Plato, a very curious, very alive cat that lives on your screen.
What it does
Plato is a floating cat that lives on your desktop and obser... | [
"agents:",
"agentverse",
"ai",
"api",
"asi:one",
"backend:",
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"claude",
"d3.js",
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"fet",
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"frontend:",
"gemini",
"html/css/js",
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"typescript"... | https://www.youtube.com/embed/yjS9LLQ7KOE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "laasya-konidala/TreeHacks-2026",
"content": "# Ambient Learning Agent System\n\n\n\n\nA multi-agent AI tutoring system that **observes what you're studying** and *... |
c75d135cedb6 | treehacks-2026 | https://devpost.com/software/synapsis | Synapsis | Synapsis bridges the gap between specialized medical knowledge and general-purpose AI skills, allowing AI developers to frictionlessly explore medical subfields via personalized short-form content. | Inspiration
Too many medical problems that quietly shape people’s lives go overlooked. Clinical studies get funded, but never get out into the public eye.
Not because they aren’t important — but because they don’t attract attention, funding, or technical talent.
At the same time, thousands of AI and computer science re... | [
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"elasticsearch",
"figma",
"heygen",
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"react",
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] | https://player.vimeo.com/video/1165155214?byline=0&portrait=0&title=0#t= | [
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] | Did Not Place | false | [
{
"repo": "SirihaasaNallamothu28/treehacks2026_ben_siri_jennifer",
"content": "# treehacks2026_ben_siri_jennifer",
"truncated": false
}
] |
bdf22b606646 | treehacks-2026 | https://devpost.com/software/mobius-the-first-ai-agent-to-build-a-unicorn | Mobius: the first AI Agent to build a billion dollar company | Mobius runs for very long periods of time completely autonomously to complete all aspects of building a venture-scale company from scratch - engineering, marketing, operations, legal, and more. | Inspiration
There’s been a rise of rhetoric online about a single person building a billion-dollar company. That vision was emphasized during Sam Altman’s opening ceremony keynote, when he referenced that one AI agent could build a billion-dollar company.
We sought out to build that agent.
If one agent can build a bill... | [
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"anthropic",
"chatgpt",
"claude",
"elastic",
"jinai",
"modal",
"python",
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] | https://www.youtube.com/embed/KB5vgGlufa4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://mobius-logs.vercel.app/",
"https://paypilot-one.vercel.app/overview"
] | 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 | [] |
ac60d07b70cf | treehacks-2026 | https://devpost.com/software/brain-to-humanoid | Brain to Humanoid | AI model that connects your brain to a humanoid in real time — turning neural intent into walk, turn, and stop commands. Brain-to-robot control scales human judgment across fleets at thought speed. | Brain to Humanoid
Last night, we trained an AI model that connects your brain directly to a humanoid — translating neural activity into real-time instructions like walk, turn, stop, or raise a hand for a wave or a kiss. Now imagine scaling that same interface to operate 1,000 humanoids in disaster zones clearing debris... | [
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"humanoid",
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"ml",
"nirs",
"python",
"robot",
"signal",
"transformer"
] | https://www.youtube.com/embed/ZVX2dsgncrc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Kaweees/treehacks"
] | Did Not Place | false | [] |
d58bc0e145e0 | treehacks-2026 | https://devpost.com/software/minerva-3sj6z0 | Minerva | Accessible tutoring for everyone | About the Project
Inspiration
Public education in the United States is increasingly strained. Class sizes continue to grow, individualized attention is rare, and outcomes reflect this reality. Only about 22% of U.S. high school seniors meet expected proficiency in mathematics, and the country ranks outside the top 30 a... | [
"claude",
"heygen",
"next",
"react",
"render",
"zoom"
] | https://www.youtube.com/embed/vK0Tob8xZKE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/anton-3/minerva"
] | Winner [Zoom] Education Track | true | [
{
"repo": "anton-3/minerva",
"content": "# Minerva\n\nbuilt at treehacks 2026\n\nwon 1st place zoom edu track + 1st place heygen\n\nthis public repo has been reset to the state it was in during treehacks. we're still building this in stealth, stay tuned!\n",
"truncated": false
}
] |
d12735f3c779 | treehacks-2026 | https://devpost.com/software/sentinel-ai-ihufb0 | Sentinel.AI | Sentinel predicts hazards before they occur—using world-model embeddings to forecast risk, decide actions, and stop accidents in real time. Enterprise-ready, low-latency predictive safety. | Sentinel.AI — Devpost Submission
Inspiration
Three researchers walked into TreeHacks and picked the hardest problem we could find:
predict the future.
Not metaphorically. Literally. We wanted to build a system that watches the physical world and knows what's about to go wrong —
before it happens.
Every year, preventabl... | [
"agentic-architecture",
"cuda",
"djx",
"edge-ai",
"gemini",
"nvidia",
"world-model"
] | https://www.youtube.com/embed/-i42Y0hoLRI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/timsinashok/ForeSight-Safety",
"https://github.com/timsinashok/cosmos-predict2.5"
] | Did Not Place | false | [
{
"repo": "timsinashok/ForeSight-Safety",
"content": "Demo is here: https://timsinashok.github.io/Sentinel-AI/\n\n```\nFYI This project was submitted by Ashok, Nils, and Parth for Tree Hacks 2026 (Feb 13 -16, Stanford)\n\nSponsors Used: \n- NVIDIA\n- Gemini AI\n\nBackend Available at: https://github.com/tim... |
328866a98ae1 | treehacks-2026 | https://devpost.com/software/s-ai-lor-vxpjzm | s-Ai-lor | s-Ai-lor: unified voyage planning platform streamlines pre-sail workflows, generating routes, surfacing regulatory and risk zones, and automating port communications to cut manual work and delays | Inspiration
Maritime operations still rely heavily on manual, human-centric processes—paper checklists, siloed knowledge, and experience locked in individuals’ heads. We wanted to build an AI-first system that augments officers’ decision-making, reduces operational friction, and improves compliance and safety at sea.
W... | [
"nextjs"
] | null | [
"https://voyage-navigator-ai-main.vercel.app/"
] | Did Not Place | false | [] |
7174e0c2f8ad | treehacks-2026 | https://devpost.com/software/patina | Patina | A creative canvas that learns and adapts to your aesthetic taste as you curate content. | Patina
A creative canvas that analyzes your aesthetic taste as you curate, then searches, discovers, and gives you more content to explore.
Inspiration
As a photographer and aspiring creative, finding references and high-quality content to consume is incredibly important, but interesting content online spans a wide ran... | [
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"claude-api-(anthropic)",
"digitalocean-spaces",
"framer-motion",
"next.js",
"perplexity-sonar-api",
"react",
"suno-api",
"tailwind-css",
"typescript",
"vercel",
"xyflow-(react-flow)",
"zustand"
] | https://www.youtube.com/embed/Ftekgz9gRFM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://patina-theta.vercel.app"
] | Did Not Place | false | [] |
78805cf8de08 | treehacks-2026 | https://devpost.com/software/hireright | HireUp | Match with the best applicants, powered by AI agents and TikTok's recommendation algorithm. | Motivation
Imagine you’re a recruiter at a startup trying to hire a great engineer. You open applications expecting ~100 relevant candidates, but instead you see over 2,000. How do you pick out who to interview, and how can you be sure you didn't miss the best candidates?
The modern job application pipeline is a lose-l... | [
"fastapi",
"html",
"numpy",
"openai",
"python",
"react",
"sqlite",
"typescript"
] | https://www.youtube.com/embed/a03VWeouYsk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/pahu2353/HireUp"
] | 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": "pahu2353/HireUp",
"content": "# HireUp\n<img width=\"2880\" height=\"1684\" alt=\"image\" src=\"https://github.com/user-attachments/assets/1b670e35-b57f-4d9a-8acc-213e821e3aed\" />\n\nDemo: https://youtu.be/a03VWeouYsk\n\n-- \nHireUp is a high-signal hiring platform built to fix noisy recruiting ... |
558e2be14afb | treehacks-2026 | https://devpost.com/software/localguard | LocalGuard | A private, distributed, & intelligent Security System. Imagine Ring, but Big Tech never sees your data. | LocalGuard
Fully-local home security system: NO cloud, NO subscriptions. Your data never even leaves your house.
Inspiration
Home security shouldn't require a cloud subscription or handing your
private
video feeds to Big Tech.
At the Superbowl, Ring just announced that they'll utilize users' cameras to track lost pets.... | [
"cosmos-reason1-7b",
"flask",
"llama.cpp",
"next.js",
"piper-tts",
"python",
"realsense",
"sherpa-onnx",
"tailwind",
"tensorrt",
"typescript",
"vllm",
"yolo"
] | https://www.youtube.com/embed/VsIA-jDH0F8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/RussellBustamante/LocalGuard"
] | Did Not Place | false | [
{
"repo": "RussellBustamante/LocalGuard",
"content": "# LocalGuard\n\n**Fully-local home security system: NO cloud, NO subscriptions. Your data never leaves your house.**\n\nBuilt at TreeHacks 2026.\n\n---\n\n## Inspiration\n\nHome security shouldn't require a cloud subscription or handing your private vide... |
6e8c88c2eddd | treehacks-2026 | https://devpost.com/software/resonant-cwpp-ai-wildfire-safety-advisor | Resonant CWPP: AI Wildfire Safety Advisor | AI-powered wildfire safety advisor that transforms complex CWPP policy documents into personalized, actionable, and culturally resonant guidance for residents. | I arrived in California from India just days before TreeHacks and was immediately struck by how seriously wildfire preparedness is treated here — from evacuation planning systems to structured public communication designed to protect lives and property.
Before coming, I had closely followed recent wildfire events in Ca... | [
"api",
"css",
"framer",
"leaflet.js",
"motion",
"next.js",
"perplexity",
"react",
"recharts",
"sonar",
"tailwind",
"typescript"
] | https://www.youtube.com/embed/svFAcb_MEhk?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/DeveshKaushal-9/Treehacks-2026"
] | Did Not Place | false | [
{
"repo": "DeveshKaushal-9/Treehacks-2026",
"content": "# Resonant CWPP 🛡️\n\n**Built for TreeHacks 2026**\n\nCalifornia is burning. Every year, we watch as our communities are threatened by increasingly severe wildfires. But the problem isn't just the fire—it's the disconnect between the data we have and ... |
0eca37b6c19e | treehacks-2026 | https://devpost.com/software/mykin-ai | kin.ai | 53M Americans are managing an aging parent's health alone & most crises are discovered too late. Kin changes that: the dashboard managed by siblings and caregivers, so noone carries the weight alone. | Inspiration
Most Americans grow up watching their parents do the impossible.
During the day, they raise us. At night, they're on the phone with grandparents across the country: coordinating doctors, translating diagnoses, wiring money for medications, and carrying the invisible weight of loving someone who is aging and... | [
"anthropic-claude",
"figma",
"google-gemini-vision",
"mediapipe",
"next.js",
"node.js",
"openai-whisper",
"openfda-api",
"postgresql",
"react",
"supabase",
"tailwind-css",
"twilio-voice-api",
"twilio-whatsapp-api",
"twiml",
"typescript",
"vercel"
] | null | [
"https://github.com/douaemaarouf/kin",
"https://kin-douaemaaroufs-projects.vercel.app/"
] | Did Not Place | false | [] |
7d7f8c817b71 | treehacks-2026 | https://devpost.com/software/sentinel-zor2uw | Sentinel | AI Agents That Hunt Vulnerabilities While You Watch | Inspiration
We started this hackathon thinking about how hard it is for small teams to stay secure. We’ve all seen the headlines: a leaked API key here, a misconfigured CORS policy there. But the 'aha!' moment came when we realized that while hackers use automated tools, developers are still stuck manually checking das... | [
"fastapi",
"gemini",
"modal",
"next.js",
"python",
"supabase",
"typescript"
] | https://www.youtube.com/embed/jri51Aul21k?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/EKasuti/sentinel"
] | Did Not Place | false | [
{
"repo": "EKasuti/sentinel",
"content": "# Sentinel — AI-Powered Autonomous Security Scanner\n\n## Inspiration\n\nThe idea for Sentinel was born out of a simple frustration: **penetration testing is expensive, slow, and inaccessible.** Hiring a professional pen tester can cost thousands of dollars and take... |
72738113b71c | treehacks-2026 | https://devpost.com/software/scope-2l7yub | Scope | Unified knowledge store for teams and their AI tools | Inspiration
Every team building with AI hits the same wall: your AI tools are smart in isolation, but completely amnesiac across sessions and teammates. One engineer decides to go API-first in a Cursor chat, another picks a database in Claude, and a third makes a design call over Slack, and none of those decisions are ... | [
"anthropic",
"axios",
"cursor",
"cypher",
"docker",
"fastapi",
"fastmcp",
"graphiti",
"motion",
"next.js",
"openai",
"poke",
"pydantic",
"python",
"react",
"reagraph",
"tailwind",
"typescript",
"uvicorn",
"zod",
"zustand"
] | https://www.youtube.com/embed/u7FCFx8A5yo?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://www.allthescope.com/",
"https://github.com/batyr0601/treehacks26"
] | Did Not Place | false | [
{
"repo": "batyr0601/treehacks26",
"content": "# Recall\n\n**A shared memory layer for teams that use AI at work.**\n\nRight now, important context ends up scattered across Slack, docs, and random AI chats — so people keep re-explaining the same background and redoing the same research. Recall is a place to... |
24da7155c86a | treehacks-2026 | https://devpost.com/software/lectureflow | LectureFlow | Teaching on Zoom for the AI era. | Inspiration
Every university student knows the feeling: you're lost in a 300-person lecture, too afraid to raise your hand, and office hours are packed. Professors want to help every student individually, but there simply aren't enough hours in the day. We asked ourselves — what if every student could have a 1-on-1 ses... | [
"asyncio-apis-&-ai-services:-zoom-rest-api",
"cerebras-(llama-3.3-70b)",
"chromium-(headless)",
"deepgram",
"electron",
"express.js",
"ffmpeg-databases:-sqlite",
"heygen-interactive-avatar-api",
"javascript-frameworks:-fastapi",
"languages:-python",
"node.js",
"openai",
"pockettts",
"postg... | null | [
"https://github.com/ChristmasSun/TreeHacks2026"
] | Did Not Place | false | [
{
"repo": "ChristmasSun/TreeHacks2026",
"content": "# AI Professor - Scalable Personalized Education\n\n> Transform any lecture into an interactive AI-powered learning experience with avatar tutors, auto-generated quizzes, and 3Blue1Brown-style explainer videos.\n\n[ are functionally illiterate (National Center for Education Statistics, 2019). That’s about 1 in 5 adults. And it’s only getting worse from here. This September, average reading scores for high school seniors fell to their lowest level in over 30 years (National Center for Educ... | [
"anthropic",
"opencv",
"python",
"react",
"socket.io",
"tensorflow"
] | https://www.youtube.com/embed/rbFwrpA2R1E?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/rosie-m-banks/pirates.git"
] | Did Not Place | false | [
{
"repo": "rosie-m-banks/pirates",
"content": "# pirates\nPirates Game Analysis via CV\n",
"truncated": false
}
] |
50c82a20353f | treehacks-2026 | https://devpost.com/software/sunday-94odas | Sunday | Sunday is the friend in the group chat who actually makes things happen — plans the dinner, orders the groceries, books the restaurant, and remembers to send out the Partiful. | Sunday — The AI Concierge That Lives in Your Texts
Inspiration
People are lonelier than ever — the Surgeon General called it an epidemic. It's not that people don't want to hang out. It's that planning is exhausting. Juggling DoorDash, OpenTable, Venmo, and a group chat that can't agree on anything. Most plans die righ... | [
"anthropic-api",
"browserbase",
"browserbase-stagehand",
"claude-agent-sdk",
"next.js",
"node.js",
"partiful",
"perplexity",
"perplexity-sonar",
"supermemory",
"tailwind",
"typescript",
"vapi",
"vercel",
"vercel-ai-sdk"
] | null | [
"https://github.com/priyanshbhatter24/sunday"
] | Winner [Anthropic] Best Use of Claude Agent SDK ($2,500 in Claude Developer Platform credits) | true | [
{
"repo": "priyanshbhatter24/sunday",
"content": "# Sunday\n\nPhoton-first scaffold for Sunday's iMessage bridge, following the Manus-style message pipeline:\n\n`watcher -> debouncer -> classifier -> agent -> sender`\n\n## Repo layout\n\n```text\nsunday/\n├── services/\n│ └── bridge/ # Photon intak... |
ba88b8694704 | treehacks-2026 | https://devpost.com/software/mcp-factory | MCP-Forge | Create MCP servers for any website in minutes using Browserbase + Claude agents. Fully deployed, managed, and scalable on Modal. Connect apps like Poke to chat with any site. | Inspiration
MCP (Model Context Protocol) is the emerging standard for connecting AI agents to external tools and data sources. But creating an MCP server today requires deep technical knowledge — you need to understand the protocol, write tool definitions, handle browser automation, and figure out hosting. We asked our... | [
"browserbase",
"claude",
"fastmcp",
"google-cloud",
"mcp",
"modal",
"neonpostgress",
"next.js",
"poke",
"python",
"stagehand",
"tailwind",
"typescript",
"vercel"
] | https://www.youtube.com/embed/oBkQ-SMpa9Y?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://pokeforge-opal.vercel.app",
"https://github.com/devnull03/pokeforge"
] | Did Not Place | false | [
{
"repo": "devnull03/pokeforge",
"content": "# Pokeforge\n\nAutomatic MCP server generation for browser automation.\n\n## Projects\n\nThis repo contains two Cloudflare Workers:\n\n1. `orchestrator-workers/` - Cloudflare Worker with:\n - MCP endpoint (`/mcp`)\n - automation endpoints (`/automate`, `/auto... |
d2cf4fc9bf28 | treehacks-2026 | https://devpost.com/software/bubble-5o1ztb | Bubble | Block addictive in-app features at the packet-level. | Modern apps are bloated with addictive features. Fed a never-ending stream of reels and shorts, today’s apps encourage teenagers to “doom-scroll,” resulting in a national uptick of 2 hours per day on the phone. And yet, at the core of these apps are still useful features, providing human connection and vital informatio... | [
"ios",
"swift",
"vpn"
] | https://www.youtube.com/embed/WXeqw57qL2I?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/quinns-children/bubble",
"https://youtu.be/WXeqw57qL2I"
] | Did Not Place | false | [] |
a5cf6fff32c1 | treehacks-2026 | https://devpost.com/software/concierge-1tjlf5 | Concierge | Stop guessing gifts! Concierge lets 2 Poke agents collaborate with shared context across your email, the web, and your texts, then auto-finds and configures the perfect buy via Browserbase web agents. | Inspiration
So much of modern life is hyper-connected and still strangely distant. You care about the people in your life, but between work, family, and everything else, the little moments slip by; Remembering a friend’s favorite color, noticing a new hobby, picking a gift that says “I know you.” Gift-giving used to be... | [
"browserbase",
"bun",
"fastmcp",
"next.js",
"openai-platform",
"poke",
"sqlite"
] | https://www.youtube.com/embed/fjbazc6t0t4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/andaero/treehacks26"
] | Winner [The Interaction Company of California] Build with Poke (Challenge 1: iPhone Air for everyone in the team Challenge 2: iPhone 17 Pro for everyone in the team Challenge 3: iPhone Air for everyone in the team Bonus: up to $100k in cash) | true | [
{
"repo": "andaero/treehacks26",
"content": "# Concierge - AI-Powered Gift Giving\n\nA gift-giving workflow built on top of [Poke](https://poke.com) (by The Interaction Company) that finds deeply personalized gifts through peer-to-peer AI agent collaboration and autonomous message analysis.\n\n**TreeHacks 2... |
fe1862f050bc | treehacks-2026 | https://devpost.com/software/bye-buy | Bye! Buy! | Selling stuff online sucks... 50+ messages, lowball offers, sketchy buyers. Bye-Buy handles this mess: our AI agents cross-list on platforms, negotiate for best prices, and guarantee instant payment. | Bye! Buy!
Inspiration
We've all been there: you list your old AirPods on Facebook Marketplace, and within minutes you're drowning in "is this available?" messages, getting offers for half your asking price, and coordinating meetups with people who ghost you. The peer-to-peer resale market is worth $200 billion globally... | [
"browserbase",
"claude",
"fastapi",
"nextjs",
"openai",
"python",
"sqlite",
"stripe",
"tailwindcss",
"uv"
] | https://www.youtube.com/embed/Dv-Bqklp-RE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jpsingaraju/bye-buy",
"https://bye-buy.s3.us-east-1.amazonaws.com/pitch-deck.html"
] | Winner [Google] Cloud AI Track | true | [] |
ee73e4687077 | treehacks-2026 | https://devpost.com/software/sentinel-c8ki50 | Sentinel | Full-stack AI for bare-metal embedded systems. Proven by shipping a complete bare-metal OS on Raspberry Pi from scratch in 24 hours. | Inspiration
We love bare-metal embedded systems programming. Our team has shipped a DOOM port, hacked bootloaders, remote shells, logic analyzers, bare-metal GPU programs, and more — all starting from a blank SD card and no OS.
But this domain is notoriously difficult for AI. Embedded programming means scouring datashe... | [
"arm-assembly",
"arm-none-eabi-gcc",
"c",
"claude-agent-sdk",
"claude-opus",
"fastapi",
"gh",
"next.js",
"python",
"react",
"rpi-zero-w",
"tailwind",
"typescript",
"uvicorn"
] | https://www.youtube.com/embed/78Ju-rZE8rI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/apple-314/treehacks26"
] | Winner Best Hardware Hack | true | [] |
86f7fe523b97 | treehacks-2026 | https://devpost.com/software/aperta-az8gup | Aperta | Aperta’s signature Agent-Echo networks opportunities. During hackathons and at networking occasions: conferences, fairs and events; across all industries - unlimited. | Inspiration
The best hackers in the world came together at Stanford TreeHacks 2026 to build astonishing projects under very limited time. While most hackathons focus on internal teamwork and side quests all around, networking for long-term benefits is often forgotten. We decided to change that!
What Aperta:Agent-Echo d... | [
"claude",
"css",
"gcp",
"javascript",
"node.js",
"perplexity",
"python",
"shell",
"swift",
"tailwind",
"vercel"
] | https://www.youtube.com/embed/1lnWxnxR04g?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ApurvGude2000/Aperta",
"https://frontend-pink-chi-42.vercel.app/dashboard"
] | Did Not Place | false | [
{
"repo": "ApurvGude2000/Aperta",
"content": "# Aperta - AI-Powered Networking Intelligence Platform\n\nAperta is an advanced AI-powered networking assistant that helps professionals extract actionable insights from conversations, manage relationships intelligently, and optimize their networking strategy us... |
0a5fcaa9f8aa | treehacks-2026 | https://devpost.com/software/change-qeonbz | RealityRip | A camera-based spatial mapping system that converts real-world environments into interactive digital maps in real time, all without requiring expensive LiDAR hardware! | RealityRip | TreeHacks 2026
Objective
A drone flight simulator that combines high-fidelity Gaussian Splatting digital twin environments with a generative AI commentator. Our goal was to train fpv drone pilots in digital twins of real environments they’d fly in, and give them live feedback to keep them engaged. Using an... | [
"c",
"cs",
"python"
] | https://www.youtube.com/embed/-KmVYt7u5AI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/DPandaman/RealityRip"
] | Did Not Place | false | [
{
"repo": "DPandaman/RealityRip",
"content": "# RealityRip | TreeHacks 2026\n\n* Devanshu Pandya (University of Illinois)\n* Julia Jiang (Stanford University)\n* Koichi Kimoto (Stanford University)\n* Rohan Godha (Georgia-Tech)\n\n## Objective\nA drone flight simulator that combines high-fidelity Gaussian S... |
198ae8152bf8 | treehacks-2026 | https://devpost.com/software/rtms | Omni | A layer of intelligence for meetings. | Inspiration
For decades, we've seen how meetings are a cornerstone of nearly every industry. Coordination among colleagues is how efforts scale from a single CEO to tens of thousands of employees. Yet despite their importance, most meetings remain passive experiences: time-consuming, stressful, and frequently redundant... | [
"elasticsearch",
"python",
"render",
"zoom"
] | null | [
"https://github.com/Ishan-Sinha123/treehacks_26"
] | Did Not Place | false | [
{
"repo": "Ishan-Sinha123/treehacks_26",
"content": "# Zoom Apps JavaScript Sample\n\nThis Zoom App Sample uses Node.js + Express to build a simple Hello World Zoom App.\n\n## Prerequisites\n\n1. [Node JS](https://nodejs.org/en/)\n2. [Ngrok](https://ngrok.com/docs/getting-started)\n3. [Zoom Account](https:/... |
54f866c91e2f | treehacks-2026 | https://devpost.com/software/chromachord | ChromaChord | Real-time music chord suggestions based on the elegant theory of 24D chroma vectors, enhanced with track generation features. | Inspiration
The inspiration behind this idea is to have the most extensive overview of music theory, especially in Jazz. Using a physics based approach, we could correctly identify all ~4000 chords in an octave and rank them by dissonance. With the power of LLMs in today's world, it is easier than ever to offload the b... | [
"claude",
"nextjs",
"perplexity",
"python",
"vercel"
] | https://www.youtube.com/embed/niFOu62-IwU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/J4Joshua/JASS-APP"
] | Winner Treehacks Grand Prize (3rd) | true | [
{
"repo": "J4Joshua/JASS-APP",
"content": "# JASS-APP\n\nReal-time MIDI chord detection and suggestion engine. Play chords on a MIDI piano and get intelligent next-chord suggestions streamed to a web UI via WebSocket.\n\n## Prerequisites\n\n- Python 3.10+\n- Node.js 18+\n- A MIDI controller (optional — the ... |
d0e1c13823c5 | treehacks-2026 | https://devpost.com/software/carebnb-y39foj | Carebnb | CareBnb: Airbnb for Healthcare, where the care comes to you. | Inspiration
Healthcare is one of the biggest financial and logistical burdens in the United States.
One of our teammates had a mother battling cancer and a complex blood clotting condition. The total cost of her hospital-based care, including chemotherapy, accumulated to $1.7 million, causing the family to lose their ... | [
"ai-agent",
"anthropic",
"chain-of-thought",
"claudesdk",
"css",
"html",
"javascript",
"next.js",
"node.js",
"openai",
"plpgsql",
"postgis",
"postgresql",
"python",
"rag",
"react",
"shell",
"supabase",
"typescript"
] | https://www.youtube.com/embed/xhfoSODJaoY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SonaLily/CAREBnB_"
] | Did Not Place | false | [
{
"repo": "SonaLily/CAREBnB_",
"content": "# CareBnb Marketplace\n\nA full-stack care marketplace that connects **patients** with **care providers** and lets **providers** find **open care requests**. Built with Next.js (App Router), Supabase, and PostGIS for location-based matching.\n\n---\n\n## Table of c... |
9aa2adf4f46d | treehacks-2026 | https://devpost.com/software/dialai-from-any-phone-to-expert-answers | DialAI: From any phone, to expert answers | Your voices are heard: call from any phone to get instant AI help in your language, even without internet or a smartphone. | DialAI: From any phone, to expert answers
Inspiration
Millions of people still rely on basic phones or have unreliable/expensive internet. That creates a
“voice gap”
: not all people can access high-quality information when they need it (health, farming, education, legal aid, disaster help). This project is inspired by... | [
"faster-whisper",
"flask",
"gemma",
"llama",
"ngrok",
"numpy",
"ollama",
"piper-tts",
"python",
"qwen",
"sqlite",
"twilio",
"webrtcvad"
] | https://www.youtube.com/embed/uukA76Xq2L0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/SummitStha/lm4sd"
] | Did Not Place | false | [
{
"repo": "SummitStha/lm4sd",
"content": "# DialAI: From any phone, to expert answers\nLanguage Model for Sustainable Development (LM4SD)\n\n## Inspiration\nMillions of people still rely on basic phones or have unreliable/expensive internet. That creates a **“voice gap”**: not all people can access high-qua... |
1d0152a98572 | treehacks-2026 | https://devpost.com/software/pigeonhole | pigeonhole | Pigeonhole is an AI TA designed for instruction, not answer delivery. It follows course rules, prompts student reasoning, and produces reviewable summaries that help instructors diagnose confusion. | Inspiration
Generative AI is now a default study tool. The issue is not use vs. no use, but alignment: general-purpose chatbots do not know a course’s syllabus, policies, or pedagogical intent, and they often optimize for answer completion rather than conceptual understanding. We built pigeonhole to make AI support ins... | [
"github",
"jszip",
"mammoth",
"next.js",
"node.js",
"openai-api-(gpt-4o-mini",
"openai-node-sdk)",
"pdf-parse",
"sse",
"supabase-(postgres/auth/storage)",
"tailwind-css",
"typescript"
] | https://player.vimeo.com/video/1165160143?byline=0&portrait=0&title=0#t= | [
"https://github.com/danielmargento/course-ta-bot.git"
] | Did Not Place | false | [
{
"repo": "danielmargento/course-ta-bot",
"content": "# 🎓 Pascal — AI Teaching Assistant\n\nAI isn't going anywhere. Students are already using ChatGPT, Claude, and Copilot to do their homework — often getting complete solutions with zero learning. Banning AI tools doesn't work. The answer isn't prohibitio... |
5e3c9cc7392f | treehacks-2026 | https://devpost.com/software/data-mapping-for-social-equity | Data Mapping for Social Equity | Do you want an easy way to visualize and address social issues facing the world today? This program allows you to visualize data, get an ai analysis, and make an action plan to help all in one! | Inspiration
Having grown up in Chicago, I find data visualization really important but also kind of hard. I wanted to create a platform that makes data visualization easy, and also allows people to make an action plan and get an analysis of social inequality data all in one!
What it does
This Data Visualizer takes in a... | [
"csv",
"cursor",
"openai",
"pokeai",
"python",
"vscode"
] | null | [] | Did Not Place | false | [] |
e55f254a8728 | treehacks-2026 | https://devpost.com/software/sleepsense-h52ma3 | SleepSense | We help you clear the hurdles that don't let you sleep comfortably, be it bruxism or stress. We help you sleep better through our hardware-based end-to-end design that provides you right support. | Inspiration
Tuna, one of our Team members, is someone who suffers from chronic bruxism, a condition of continuous teeth clenching during the day and night, that causes extreme jaw pain, and sleep inconveniences. This firsthand experience of a real problem formed the basis of our project SleepSense, to solve this broade... | [
"edge-ai",
"emg",
"esp32",
"flask",
"function-calling",
"gcp",
"google",
"google-cloud",
"google-oauth",
"google-places",
"google-sheets-api",
"gpt",
"gspread",
"hardware",
"iot",
"myoware",
"next.js-14",
"nextauth-v4",
"npm",
"open-ai",
"openai",
"openai-gpt-4o-api",
"po... | https://www.youtube.com/embed/acdo23eFIlc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/raj-chinagundi/treehacks-26"
] | Did Not Place | false | [
{
"repo": "raj-chinagundi/treehacks-26",
"content": "# SleepSense\n\n> Real-time bruxism and jaw-clenching monitoring dashboard - built at TreeHacks 2026.\n\nSleepSense connects a smartwatch heart-rate sensor and an muscle sensor to a live analytics dashboard. Sensor data streams through a Flask data hub in... |
c6065be6fb57 | treehacks-2026 | https://devpost.com/software/provability | Provability | Trustless, crypto-powered training for private AI models. We connect clients with expert builders to deliver provably correct results, automated verification, and instant on-chain payments. | Inspiration
Crypto is often viewed strictly as a financial tool, as a way to move digital currency across the web. Provability flips the script by leveraging the privacy-preserving power of blockchain for private ML model training. Traditional platforms like Kaggle require a leap of faith; contestants must trust the pl... | [
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da12042a456e | treehacks-2026 | https://devpost.com/software/eco-match-u9zrbe | ECO-MATCH | We launch your journey into the world of sustainability, Eco-Matching your talent and interest to high-impact climate-tech jobs with our state of the art Climate-Tech Career Counsellor. | Inspiration
This TreeHacks team first began to take shape at one of the earliest meetings of Stanford Climate Week, where Martin and Aarush, ironically enough, bonded over a shared frustration: they were deeply motivated to fight climate change, yet unsure how their respective interests in mechanical engineering and da... | [
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{
"repo": "Aarush-Garg/Eco-Match-TreeHacks-2026",
"content": "# Eco-Match (Climate-Tech Career Counsellor Platform)\n\n## Features\n\n- ** AI-Powered**: Uses Google Gemini Pro for intelligent responses\n- ** Climate-Tech Expertise**: Specialized knowledge across 6 key sectors:\n - Buildings (heat pumps, sm... |
eb73884d6e33 | treehacks-2026 | https://devpost.com/software/monolith-z10684 | Monolith | Shared coding agent context powered by RLMs. One Context, Run Everywhere. | Inspiration
RLMs
are an elegant solution to the problem of context rot that let LLMs easily scale to millions of tokens, basically for free. Monolith lets you take advantage of RLMs for coding agents by giving each repo its own single chat history across devs working on the repo. This gives the agent a native understan... | [
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"https://github.com/WingchunSiu/Monolith"
] | Winner [Modal] Sandbox Challenge | true | [
{
"repo": "WingchunSiu/Monolith",
"content": "# Monolith\n\n***One context, run everywhere.***\n\n**RLM-as-a-service: persistent, recursive reasoning for AI coding agents.**\n\nBuilt on top of [alexzhang13/rlm](https://github.com/alexzhang13/rlm) — the open-source [Recursive Language Model](https://arxiv.or... |
40938bfc2cbe | treehacks-2026 | https://devpost.com/software/darwin-npjyhr | Darwin | LLM's have guardrails to avoid hurting humans (in theory). But what about other AI's?... | Inspiration
Human communication is layered; we read body language, interpret tone and pick up on subtle cues that help us detect when someone isn't being truthful. Deception is a deeply human behavior; it shapes our personal relationships, drives dramatic narratives, and yet still catches us off guard.
In recent years,... | [
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d94ce3067f35 | treehacks-2026 | https://devpost.com/software/bukhaarsaathi | BukhaarSaathi | BukhaarSaathi – Because every fever deserves care. | Inspiration
BukhaarSaathi was inspired by the overcrowded OPDs in government hospitals where doctors see hundreds of fever patients daily — many with mild, self-limiting illnesses that could be managed at home. At the same time, people often self-medicate with paracetamol, ignore persistent fever, and seek help too lat... | [
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35bc7ef00e9e | treehacks-2026 | https://devpost.com/software/cursivis | Cursivis | A living cursor that understands context. | Project Story — Cursivis
About the Project
Cursivis is a context-aware interaction system that turns the cursor into a living interface.
While AI has become widely available, the way we interact with it is still inefficient. Most workflows require users to stop what they are doing, switch applications, type prompts, ex... | [
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aaf940e74371 | treehacks-2026 | https://devpost.com/software/keryx-k49dta | Keryx | Drones map real buildings in minutes, creating AI-operable world models where assistive agents navigate and search for locations (ex. food, elevator). Provides on-demand street view. | Keryx
Inspiration
Keryx is a system that can map any building in minutes and navigate it like a human, by taking drone footage and converting it to a versatile 3D representation. By allowing AI to navigate such a representation, we could help with accessibility, large events, and even emergency response.
What it does
K... | [
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1f604b23834a | treehacks-2026 | https://devpost.com/software/figaro | Figaro | Think you can distinguish between real vs AI art? | Inspiration
The project is inspired by the question “human or machine?” — whether people can tell art made by humans from art made by AI. It’s a visual guessing game around that idea.
Tech stack
Frontend: React + Vite. Backend: Express API that calls OpenAI DALL·E 3 for AI images and uses the Met Museum Collection API ... | [
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bb82551280f9 | treehacks-2026 | https://devpost.com/software/kiru | kiru | Hate waiting on hold? kiru is a voice agent that actually calls companies, talks to customer support, and negotiates your bills down. Just type what you want and watch the live transcript | Inspiration
Let's be honest, nobody
enjoys
calling their cable company. You know the drill: 45 minutes on hold, getting transferred three times, and somehow ending up with a worse deal than you started with. Negotiation is one of those skills everyone wishes they had but few people actually do. And even if you're decen... | [
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"https://kiru.chat",
"https://github.com/Pranav-Karra-3301/treehacks-26/tree/main"
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{
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e6bec71033bb | treehacks-2026 | https://devpost.com/software/snappier | Snappier | Show Snappier your workflow once by recording your screen. AI figures out what you did and why, then automates it across any connected app. That's it. | Inspiration
Most people can't automate their work because automation tools require programming skills. You need to understand APIs, data mapping, and conditional logic. Meanwhile, those same people teach their coworkers how to do things all the time by just showing them. We wanted to make automation work the way humans... | [
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6f5957dccfa5 | treehacks-2026 | https://devpost.com/software/crishirt | CRISHIRT! | Wear your imagination. Your style. Your story. Crishirts.Your ideas. Our AI. Infinite styles. | CRISHIRTS: Revolutionizing T-Shirt Design with FIBO's JSON-Native Control
🌟 The Inspiration
The inspiration for
CRISHIRTS
came from a frustrating experience we had while trying to create custom T-shirt designs for a local event. Traditional design tools were either too complex for non-designers or too simplistic for p... | [
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7a894017e3b0 | treehacks-2026 | https://devpost.com/software/skywalker-57kghq | SkyWalker | AI-powered IoT intelligent walker for physical therapy. | Inspiration
When my grandmother had her hip surgery, she thought she would be on a walker for just a few weeks. Those weeks stretched and she didn’t improve, as her physical therapy and exercise levels were lowered and she lost motivation. My grandmother is still on that walker.
Almost ⅓ of Americans will require a wal... | [
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"repo": "ADJsBuilds/SmartWalker",
"content": "# SmartWalker\nAI physical therapy in a walker\n\n\nWe close the loop on bringing physical\n",
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] |
4c00715b1415 | treehacks-2026 | https://devpost.com/software/lets-cook | Lets-Cook | From chaos to cooking — Your Cooking Companion Most people want restaurant-quality food at home, but get lost jumping between YouTube, reels, blogs, and recipes. LetsCook fixes that. | LetsCook: Revolutionary Features That Transform Cooking Forever
🧙♂️
AI Recipe Wizard - Your Personal Culinary Genius
The Magic:
Imagine having a world-class chef in your pocket who knows exactly what you want, what you have, and what you need. Our AI Recipe Wizard doesn't just find recipes—it
creates
them from scratc... | [
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7731e85c0125 | treehacks-2026 | https://devpost.com/software/edgeledger | EdgeLedger | Turn loan documents into clear insights
Actionable intelligence from loan documents
Understand loan agreements instantly | 💡 Inspiration
The financial industry processes thousands of loan agreements daily, with analysts spending 30-60 minutes manually reviewing each document. We saw an opportunity to leverage AI to transform this tedious process into seconds of automated analysis. The vision was simple:
upload a PDF, get instant insights
... | [
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0db5e6c9d55d | treehacks-2026 | https://devpost.com/software/re-zero | re:zero | Reverse engineer anything - websites, hardware, encryption! | Inspiration
A week ago, Anthropic released Claude Opus 4.6 after disclosing that it found 500+ vulnerabilities in many popular, well-tested open-source repos/software. We wanted to extend this to EVERY target possible, so that we can improve security faster than agents degrade it.
What it does
It's a platform with an a... | [
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1034bbd35963 | treehacks-2026 | https://devpost.com/software/reasonable-graphs | Reasonable Graphs | The project aims to improve local LLM reasoning without using a traditional RAG system by retrieving compressed, verifiable reasoning steps rather than external facts. | Presentation Link (click)
Contact me for further info
Stephen0.0chang@gmail.com | [
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122829d925a8 | treehacks-2026 | https://devpost.com/software/carbonshift | CarbonShift | CarbonShift: Grid-aware AI training that dynamically adjusts GPU power based on real-time electricity prices and carbon intensity. 37% cost savings, 43% emission reduction, zero accuracy loss. | 🚀 CarbonShift: Grid-Aware AI Training Orchestrator
💡 Inspiration
The idea for CarbonShift hit us when we looked at two simple charts side-by-side.
On the left:
AI compute demand
, which is growing exponentially and running 24/7.
On the right:
The energy grid
, which fluctuates wildly in price and cleanliness througho... | [
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d95c77d82384 | treehacks-2026 | https://devpost.com/software/lifelearn | LifeLearn | continual learning in llms. solved. | Inspiration
LLMs can't learn from corrections, which is kind of absurd when you think about it. You tell it it's wrong, it apologizes, and then next conversation it makes the exact same mistake because nothing about the model actually changed. The SDFT paper (Shenfeld et al., ICLR 2025) showed that self-distillation le... | [
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ba46a3ea169d | treehacks-2026 | https://devpost.com/software/optimax | OptiMATE | We provide large-scale business operations teams with an instantaneous access to PhD-level mathematical solutions to their everyday optimization problems (routing parcels, scheduling workforce, etc.). | Inspiration
While working with a large-scale company facing complex optimization challenges, MIT student
Hindy Rossignol
observed a clear gap:
Businesses urgently need optimization solutions — yet access to operations research expertise is extremely limited.
Optimization problems are common across industries (logistics... | [
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7bd1d04fdc84 | treehacks-2026 | https://devpost.com/software/autopen-ai | Autopen AI | Draft better legislation, faster. AI that adapts to specific legal jurisdictions and cites real sources. | Inspiration
Legislative drafting is broken. In 2015, a four-word drafting error in the Affordable Care Act - "established by the State" - reached the Supreme Court and nearly stripped health insurance from 6.4 million Americans. That's what happens when legislation is written with Word documents, manual cross-referenci... | [
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d28bc902ff3e | treehacks-2026 | https://devpost.com/software/asclepiad | Asclepiad | The AI ER doctor in your pocket | Inspiration
Emergency rooms (ER) across the US are overwhelmed with over 155 million visits every year in the United States. $32 billion is spent annually on non-emergent ER visits while truly urgent cases get buried in triage queues. Meanwhile, diagnostic bias causes real harm: women are 50% more likely to be misdiagn... | [
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b88b6962d34e | treehacks-2026 | https://devpost.com/software/signify-ca8xp7 | Signify | 50% of deaf adults have a reading level below a fourth grade level. Enter Signify: an AI powered virtual ASL interpreter that converts English to ASL in real time to help deaf students thrive. | The Why Behind Signify
Over 50% of Deaf students reach age 18 with reading comprehension at or below a fourth-grade level. For many Deaf students, this is not about intelligence. It is about access. Most classrooms are still built around spoken and written English, even though sign language is often a Deaf student’s fi... | [
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7c83841530a0 | treehacks-2026 | https://devpost.com/software/swarms | Carets | AI coding tools work alone, but real software is built by teams. We make AI development multiplayer. | Inspiration
Most AI coding tools today are single-player. One agent works on one codebase for one developer. But real software is built by teams.
We kept running into the same frustration. Tools like Cursor or Claude Code work well in isolation, but as soon as a second developer or a second agent touches the same proje... | [
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] | Did Not Place | false | [] |
8eaa92cc29b0 | treehacks-2026 | https://devpost.com/software/visionos-5euxo7 | VisionOS | Imagine a Blind Person Could Code | Inspiration
My childhood best friend is legally blind. Growing up and navigating the increasingly technology-dependent world was tedious and profoundly boring.
Screen readers haven't changed in 15 years. They read pages linearly, break on inaccessible websites, and require dozens of memorized keyboard shortcuts just to... | [
"agentverse",
"elasticsearch",
"electron",
"langgraph",
"perplexity",
"stagehand",
"typescript"
] | https://www.youtube.com/embed/aL9MrpwJXOA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ledaniel0/treehacks2026"
] | 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": "ledaniel0/treehacks2026",
"content": "# treehacks2026\n\ncommands: \n\nvisualizer: npm run dev:electron",
"truncated": false
}
] |
1dfd499f41af | treehacks-2026 | https://devpost.com/software/voice-of-reason-9qkfxa | Voice of Reason | Instant fact-checking for YouTube videos. Verify claims in real-time as you watch. | Inspiration
We’ve all been there: halfway through a compelling video about health, finance, or global politics, wondering, "Is this actually true?" YouTube is the world's second-largest search engine, yet it remains a frontier for unchecked misinformation. Unlike platforms with Community Notes or news articles that can... | [
"css",
"flask",
"html",
"javascript",
"perplexity",
"python",
"sonar",
"youtube-transcript-api"
] | https://www.youtube.com/embed/8FfEMWZKwdQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/lc0001coll/ytFactChecker_TH2026"
] | Did Not Place | false | [
{
"repo": "lc0001coll/ytFactChecker_TH2026",
"content": "# Run the following commands to download the necessary dependencies\npip3 install yt-dlp youtube-transcript-api\n\nbrew install ffmpeg\n\npip3 install perplexityai\n\npip3 install flask-cors\n\npip3 install flask\n",
"truncated": false
}
] |
76e48359e2aa | treehacks-2026 | https://devpost.com/software/pantrypilot-94jzqa | PantryPilot | Recipes or utube videos can’t see your pan. When heat, timing, or texture feel wrong, cooking becomes guesswork. My system watches the process and gives real time guidance for more confident results. | Inspiration
Cooking and meal planning can be
stressful
for many reasons. People often
watch YouTube videos
or follow random
online recipes
, only to realize they
don’t have the right ingredients
or that the recipes are
too complex or time-consuming
. Pantry items are
forgotten or go unused
, leading to
wasted TIME
and
... | [
"firebase",
"flask",
"opencv",
"python",
"raspberry-pi",
"tensorflow"
] | null | [
"https://github.com/Akash1912-hub/tree-hacks",
"https://drive.google.com/drive/folders/1fwQC6aRqOZwvJZ11TzTpnzzTEGiIylmT",
"https://shimmering-choux-0c955e.netlify.app"
] | Did Not Place | false | [
{
"repo": "Akash1912-hub/tree-hacks",
"content": "# React + 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/blob/main/packages... |
2ee105b7d8d3 | treehacks-2026 | https://devpost.com/software/remy-qhcw4s | Remy | your wearble ai cooking assistant | Remy — Your Wearable AI Cooking Companion
Remy is a wearable AI cooking assistant that gives you
real time feedback and instructions
on anything you're learning to cook.
Inspiration
At this stage in our lives, some of us have grown up cooking, while others have never even microwaved a meal. Cooking is both a survival s... | [
"next.js",
"pixabay",
"python",
"typescript",
"vercel"
] | https://www.youtube.com/embed/ZlQDRcrbpDI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/fightingj305/remy-treehacks-2026"
] | Did Not Place | false | [
{
"repo": "fightingj305/remy-treehacks-2026",
"content": "# RPi Video Streamer\n\nStream live video from one Raspberry Pi (with camera) to another RPi (base station) over WiFi/TCP.\n\n## Setup\n\n### Both Pis\n\n```bash\nsudo apt-get update && sudo apt-get install -y python3-opencv python3-numpy python3-pic... |
839c8e5a3660 | treehacks-2026 | https://devpost.com/software/clove-ga6v5p | Clove | The augmented reality healthcare assistant to help elderly adults recall memories, recognize loved ones, and stay safe through real-time support. | Inspiration
“Where did I put my keys?” “Who is this person?” “What was I doing a moment ago?” Over 55 million people worldwide live with dementia, and millions more elderly adults struggle with memory, safety, and independence. The rapidly growing development in wearable technology inspired us to think about how spatia... | [
"arkit",
"openai-api",
"render",
"swift",
"swiftui",
"vapi",
"zoom-video-sdk"
] | https://www.youtube.com/embed/E9CYBohndM8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/dylanytran/clove"
] | Did Not Place | false | [
{
"repo": "dylanytran/clove",
"content": "## YouTube Demo\n\n[](https://youtu.be/E9CYBohndM8)\n\n## Inspiration\n\n“Where did I put my keys?” “Who is this person?” “What was I doing a moment ago?” Over 55 million people worldwide live with dementia,... |
5b4559e9b4a6 | treehacks-2026 | https://devpost.com/software/dui-sobriety-test-ai-agent | DUI-Vision | AI-powered field sobriety testing on NVIDIA Jetson, ensuring 100% legal privacy and accuracy. | Inspiration
I've attended police academies at both my last university, Duke, and at Stanford. Last Wednesday in class, I watched a live Standard Field Sobriety Test (SFST) training (and conducted tests of my own on drunk volunteers). Learning about the process was frustrating -- a single DUI takes at least 4-6 hours of... | [
"css",
"csv",
"html",
"javascript",
"jetson-nano",
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"numpy",
"opencv",
"pillow",
"python",
"pytorch",
"rest",
"sqlite"
] | https://www.youtube.com/embed/Lht-nCzVVn0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ethans0ng/treehack2026"
] | Did Not Place | false | [
{
"repo": "ethans0ng/treehack2026",
"content": "# DUI-Vision: Field Sobriety Test (FST) Edge Assistant\n\n DUI-Vision is a Jetson-based edge system that runs computer vision on live video to assist\n Horizontal Gaze Nystagmus (HGN) field testing workflows in near real time.\n\n ## What it does\n - Captu... |
ca5addb4e34f | treehacks-2026 | https://devpost.com/software/doppelganger-mtxc1f | Doppelganger | Never blind date again! Pre-screen your encounters with AI simulation. | Inspiration
The modern social survey relies on a nearly 100-year-old model: forms, profiles, and multiple-choice.
The survey depends on respondents making passive contributions. People reduce themselves to a
bio, photo, and short answers—which rarely capture who they actually are.
In real life, we understand people thr... | [
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"github",
"googleauth",
"html",
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"openai",
"turso",
"vercel"
] | https://www.youtube.com/embed/2CnYsREu-f8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://doppelganger-three.vercel.app/"
] | Did Not Place | false | [] |
982282814092 | treehacks-2026 | https://devpost.com/software/maestro-n0uqyz | Maestro | Turn an everyday object into infinite instruments. | Inspiration
We’re an international team, and music is one of the few languages everyone on our team shares. No matter where we’re from, we’ve all used everyday objects, desks, bottles, and brooms to make rhythm or pretend instruments. We wanted to build something that lets anyone express themselves musically and develo... | [
"gx10",
"nvidia",
"perplexity",
"qwen2.5-vl",
"suno",
"vercel"
] | https://www.youtube.com/embed/7tlVRvY_3n8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/markmusic27/treehacks"
] | Winner [Suno] Best Musical Hack | true | [
{
"repo": "markmusic27/treehacks",
"content": "<p align=\"center\">\n <h1 align=\"center\"><b>Maestro</b></h1>\n <p align=\"center\">\n ✶ Real-Time Air Instrument & AI Music Coach ✶\n <br />\n <a href=\"https://devpost.com/software/maestro-n0uqyz\">Devpost »</a>\n · \n Run locally:... |
77ec87eb8c7e | treehacks-2026 | https://devpost.com/software/diffuji | diffuji | a diffusion-powered instant camera | Inspiration
The world needs a bit more silliness. Instant cams are fun, and there’s something special about memorializing a moment through physical media. But what if these moments were … part dream, part hallucination of reality? Introducing Diffuji - a diffusion-powered instant camera that turns half-real, half-dream... | [
"python",
"raspberry-pi"
] | https://www.youtube.com/embed/JiRth1HCIag?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://diffuji.com/",
"http://github.com/alexkranias/dispo"
] | Winner Most Creative | true | [
{
"repo": "alexkranias/dispo",
"content": "# Diffuji\n\nA diffusion-powered instant camera that turns half-real, half-dreamed moments into physical prints.\n\nBuilt at **TreeHacks 2026**.\n\n## Inspiration\n\nThe world needs a bit more silliness. Instant cameras are fun, and there's something special about ... |
7aa0d10aa2d7 | treehacks-2026 | https://devpost.com/software/procure-jafrn0 | Procure | The agentic procurement platform built to help small businesses source, negotiate, and settle vendor deals faster and smarter. | Inspiration
With the recent rise of agentic capabilities, we saw an opportunity to empower small businesses with all of their online procurement needs. In times of financial turmoil, we often witness the shutdown of our favorite local cafes, barbershops, and other community centers due to costs that are too high and re... | [
"agentmail",
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"neon",
"nextjs",
"openai",
"perplexity",
"prisma",
"react",
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"tailwindcss",
"twilio",
"typescript"
] | https://player.vimeo.com/video/1165160449?byline=0&portrait=0&title=0#t= | [
"https://github.com/mk-sriram/treehacks2026"
] | Did Not Place | false | [
{
"repo": "mk-sriram/treehacks2026",
"content": "# Procure — AI-Powered Procurement Agent\n\nThe agentic procurement platform built to help small businesses source, negotiate, and settle vendor deals faster and smarter.\n\n## Inspiration\nWith the recent rise of agentic capabilities, we saw an opportunity t... |
79567307d029 | treehacks-2026 | https://devpost.com/software/caltrack-i0pq3n | CalTrack | Using mass surveillance to keep people safe - predicting impact, affected areas, and coordinating faster emergency response in disasters. | CalTrack
Inspiration
Disaster response today is fragmented. While emergency managers prepare evacuation and fire rescue plans, they often lack a unified system driven by real-time updates from 911 operators and population density signals to coordinate operational decisions effectively.
We were influenced by recent rese... | [
"docker",
"earth2studio",
"fastapi",
"nvidia",
"python",
"pytorch",
"sqlite"
] | https://www.youtube.com/embed/51RLdw6FQOg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/alangrewco/treehacks"
] | Winner [NVIDIA] Edge AI Track | true | [
{
"repo": "alangrewco/treehacks",
"content": "# TreeHacks Monorepo: Hazard Map + Forecast + Voice + Data Harvester\n\nThis repo contains several hackathon-sized projects that work together (and can also be run independently):\n\n- A **California hazard map frontend** (React + Vite + Mapbox) with hazard over... |
ede059502e94 | treehacks-2026 | https://devpost.com/software/agent-00vision | Agent 00Vision | Give your video local, multimodal intelligence powered by Edge AI. A flexible multi-agent VLM pipeline builder for detection systems with structured rule sets and auditable reference tracking. | Agent 00Vision
The name's Bond. James Bond...
Inspiration
Physical security and compliance monitoring is a $130B+ market running on human eyeballs. Security guards watch camera feeds for 8+ hours, with attention dropping drastically within a few hours. Compliance audits are manual, infrequent, and retrospective. Every ... | [
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... | https://www.youtube.com/embed/ihFzpgckDaM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
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] | Did Not Place | false | [
{
"repo": "kuzeykantarcioglu/compliance_vision_cloud",
"content": "<div align=\"center\">\n\n# Agent 00Vision\n\n### AI-Powered Video Compliance Monitoring\n\n[](https://www.python.org/)\n[... |
82e47c4a13e2 | treehacks-2026 | https://devpost.com/software/gravel-2ltjkd | Gravel | Provably private model inference; Protect your model queries behind fully homomorphic encryption. | Inspiration
100% private computation is possible. When I discovered this 4 days ago, I knew I had to try and implement cyptographically private AI model inference. Everyone care's about data. People don't want to be spied on. Companies have proprietary information. The government has defense secrets. When everyone outs... | [
"fhe",
"google-cloud",
"python",
"pytroch",
"render",
"rust",
"typescript"
] | https://www.youtube.com/embed/z8BJq88PWsI?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/outercloudstudio/private-inference"
] | Did Not Place | false | [
{
"repo": "outercloudstudio/private-inference",
"content": "# private-inference",
"truncated": false
}
] |
21167b71b5a0 | treehacks-2026 | https://devpost.com/software/burn-awl3rx | Burn | Build, Tweak, Deploy. | Inspiration
At the age of nine years old, I taught myself to code. My school’s librarian introduced me to Scratch, an open-source platform that inevitably resulted in my journey in computer science. While platforms like Neetcode, Scratch, and Khan Academy teach the fundamentals of computer science, they don’t cover the... | [
"aiml",
"datascience",
"fastapi",
"html/css",
"python",
"pytorch",
"react",
"typescript"
] | https://www.youtube.com/embed/ZQpftjOtru4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/aryan-cs/burn"
] | Did Not Place | false | [
{
"repo": "aryan-cs/burn",
"content": "# Burn\n\n*Build, Tweak, Deploy.*\n\nBurn enables people to create custom machine learning models using an intuitive sandbox UI. With visualizations to showcase concepts such as forward pass, gradient descent, backpropogation, and more in realtime, Burn helps users bui... |
318310502358 | treehacks-2026 | https://devpost.com/software/sidequest-e87lfq | SideQuest | Make every day an adventure! | Inspiration
Social media promised to connect us, but somewhere along the way, it trapped us in endless scrolling cycles. As someone deeply interested in product management and human behavior, I watched my peers struggle with social media addiction- not because they lacked willpower, but because these platforms were des... | [
"claude",
"google-cloud",
"swift"
] | null | [] | Did Not Place | false | [] |
f1e5bb70c863 | treehacks-2026 | https://devpost.com/software/fitz-zbpu8l | Fitz | Fitz is an AI-powered fashion platform that blends social discovery, personalized outfits, and smart closet organization. | Inspiration
Getting dressed shouldn’t be this hard. Screenshots, saved tabs, random ads - nothing connected. You see a great outfit, but would it even work with your closet?
We want recommendations from people whose style we trust.
So we built Fitz: your wardrobe, your OOTDs, and your style community in one place.
What... | [
"brightdata",
"figma",
"huggingface",
"openai",
"react",
"supabase",
"tailwind",
"vercel"
] | https://www.youtube.com/embed/HVYa9vFGxwc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://fitzz-ai.vercel.app"
] | Did Not Place | false | [] |
d987f6264e4b | treehacks-2026 | https://devpost.com/software/safeline-qvlzdg | SafeLine | SafeLine is a covert safety app for abuse victims disguised as a notes app. It detects abuse, documents evidence, and can silently alert a trusted reviewer when someone can’t safely ask for help. | Inspiration
Domestic abuse affects millions of people worldwide, and many victims are unable to safely seek help. Fear, coercion, and constant monitoring often prevent them from accessing resources, learning about their rights, or reaching out to others. In many cases, even searching for support online is a risk that c... | [
"avfoundation",
"cryptokit",
"openai",
"rest",
"supabase",
"swift",
"swiftui",
"twilio",
"websockets",
"xcode"
] | https://www.youtube.com/embed/86sOKIC7uvY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/arnauldmartinez/treehacks-test"
] | Did Not Place | false | [] |
daa57d49ee6f | treehacks-2026 | https://devpost.com/software/veridian-3mjsx4 | Veridian | Veridian turns classroom mistakes into structured data, making the learning process visible. Instead of grading outputs, teachers and students alike see thinking, gaps, and growth in real time. | Inspiration
Education is entering an AI arms race.
Students feel constant pressure to ``keep up.'' Some use AI to skip hard thinking and get answers instantly. Others don’t have the same access and feel like they’re falling behind anyway. Everyone is afraid of being wrong. Teachers are left grading final outputs while ... | [
"html",
"javascript",
"latex",
"postgresql",
"python",
"typescript"
] | https://www.youtube.com/embed/zI34ytYzpI0?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://veridian.fyi",
"https://veridianteach.info",
"https://github.com/VeridianTH/Veridian"
] | Did Not Place | false | [] |
417a5bdccd25 | treehacks-2026 | https://devpost.com/software/dot-bringing-humanity-to-in-home-care | .dot: bringing humanity to in-home care | Agentified personal in-home care for the elderly. Multimodal S2S agent system handles patient charts, leading medical knowledge, medicine routines, and emergency contacts, all in a friendly package. | Inspiration
Every year, millions of elderly patients struggle to navigate complex digital health portals like MyChart. They forget medication schedules, miss appointments, and can't easily access their own lab results — not because the information doesn't exist, but because the interfaces weren't designed for them. We ... | [
"anthropic",
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"browserbase",
"claude-code",
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"microphone",
"openai",
"perplexity",
"python",
"react",
"shell",
"speaker",
"typescript",
"vercel",
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] | https://www.youtube.com/embed/ziUp2ybO3vc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/o-bm/dot",
"https://dot-mychart-mock-beta.vercel.app/patient-app",
"https://dot-steel.vercel.app/"
] | Winner [Zingage] Best Voice AI for Healthcare (Airpods Max + fast-track to superday with Zingage) | true | [
{
"repo": "o-bm/dot",
"content": "# .dot — Bringing Humanity to In-Home Care\n\n**Agentified personal in-home care for the elderly.** A multimodal speech-to-speech agent system that handles patient charts, leading medical knowledge, medicine routines, and emergency contacts — all in a friendly, voice-first ... |
46dcb8f66cc3 | treehacks-2026 | https://devpost.com/software/kardashev | Kardashev | Kardashev is fully autonomous AI civilization benchmark. The future won’t be one model answering one prompt. It will be a society of agents negotiating, competing, and cooperating at scale. | Inspiration
Most benchmarks like SWEBench and MMLU evaluate individual reasoning on static datasets. They measure how well a single model answers questions, not how systems behave when they must interact, negotiate, and govern collectively.
We wanted to test multi-agent societal behavior instead of isolated intelligenc... | [
"canvas",
"claude",
"fastapi",
"html5",
"python",
"websockets"
] | https://www.youtube.com/embed/gk_-aMRJC70?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/3LucasZ/kardashev"
] | Did Not Place | false | [] |
8746968a6d54 | treehacks-2026 | https://devpost.com/software/we-use-nix | Robosurge | Cursor for surgery. | Inspiration
The United States is facing a growing shortage of surgical specialists, projected to reach nearly 20,000 by 2036. Additionally, operating rooms cost roughly $2,200 per hour per surgeon. Today’s robotic surgical robots greatly improve precision by scaling and filtering human motion. But they do not automate... | [
"agent",
"hardware",
"lean",
"llm",
"nix",
"python",
"robotics",
"vr"
] | https://www.youtube.com/embed/hmrBUtiqueg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/quantum9Innovation/treehacks2026"
] | Winner Treehacks Grand Prize (2nd) | true | [
{
"repo": "quantum9Innovation/treehacks2026",
"content": "# TreeHacks 2026\n\nAgentic surgery on a grape, among other things\n",
"truncated": false
}
] |
8214afc6fb08 | treehacks-2026 | https://devpost.com/software/gutemgrep | quire.ink | Explore human literature in the latent space. | We've been thinking a lot about the future of the humanities. Literature and philosophy offer us entry into the minds of other humans, deepen our thought, and tie us to our cultural heritage; we believe they're extremely important, and worth investing in. Yet despite having ~instantaneous access to ~any major work in h... | [
"claude",
"claude-code",
"codex",
"digitalocean",
"elasticsearch",
"google-compute-engine",
"hnsw",
"jina",
"project-gutenberg",
"python",
"react",
"sqlite"
] | null | [
"https://quire.ink/"
] | Did Not Place | false | [] |
7235ce88ed58 | treehacks-2026 | https://devpost.com/software/the-first-match | The First Match | The only foster matching system that allows children to speak for themselves. | The First Match
Inspiration
Every year, over 400,000 children sit in the U.S. foster care system — and nearly
50% of placements disrupt
. Caseworkers juggling 20+ cases rely on gut instinct and spreadsheets to make life-altering matches.
Nikhil has extensive experience in developmental therapy through his startup Sport... | [
"cluade",
"flutter",
"javascript",
"liveavatar",
"supabase"
] | null | [
"https://github.com/ramlukn/treehacks"
] | Did Not Place | false | [
{
"repo": "ramlukn/treehacks",
"content": "# treehacks\n\nA new Flutter project.\n\n## Getting Started\n\nThis project is a starting point for a Flutter application.\n\nA few resources to get you started if this is your first Flutter project:\n\n- [Lab: Write your first Flutter app](https://docs.flutter.dev... |
a7350a040469 | treehacks-2026 | https://devpost.com/software/voxal-cad | Voxal CAD | Model the world in 3D and edit anything you envision like "digital clay" – no technical or software skills required. | Inspiration
Engineers routinely spend hours using CAD software to build similar components, or alternatively, having to scavenge for appropriate models online and make countless adjustments. It's time — not only for engineers, but everyone — to be able explore CAD modeling in an accessible manner. We've waited long eno... | [
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"next.js",
"node.js",
"openscad",
"postgresql",
"prisma",
"python",
"replicate",
"three.js",
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] | https://www.youtube.com/embed/a7FHJIAtmA8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ishakan/TreeHacks2026"
] | Did Not Place | false | [
{
"repo": "ishakan/TreeHacks2026",
"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... |
af94dac6a1a7 | treehacks-2026 | https://devpost.com/software/renaissance-845het | Blinket | We allow those with ALS to interact with the internet through an OS controllable only by the eyes. | Inspiration
ALS is a devastating neurodegenerative disease in which one gradually looses motor function over time, for which there is no known cure. However, those experiencing ALS retain control of their eyes, which can be used to speak and interact with. the world. There exist solutions for this (e.g.
https://us.tobi... | [
"brightdata",
"bun",
"cerebras-cloud-sdk",
"css",
"deepgram",
"elasticsearch",
"esp32",
"fish-audio",
"hono",
"html",
"jsrsasign",
"jszip",
"mediapipe-face-landmarker",
"micropython",
"openai-api",
"python",
"react-19",
"react-icons",
"react-router-dom",
"react-webcam",
"rese... | https://www.youtube.com/embed/NoRGMwNrWNU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://seattle-sepia.vercel.app/apps",
"https://github.com/idalmas/Blinkit-med"
] | Did Not Place | false | [
{
"repo": "idalmas/Blinkit-med",
"content": "# Blinket\n\n**Hands-free internet access for people with ALS and motor impairments.**\n\nBlinket is an assistive technology platform that lets users navigate the internet, shop, search, read, chat, join video calls, and have conversations — all controlled entire... |
a236552713c7 | treehacks-2026 | https://devpost.com/software/aethernode | AetherNode | AetherNode powers the next generation of space data centers by intelligently scheduling compute around orbital physics. | Inspiration
Artificial intelligence is scaling rapidly, and the infrastructure that powers it is approaching real physical limits. Data centers already consume roughly four percent of total electricity in the United States, and by 2030 demand from AI and cloud workloads is expected to at least double. Many facilities a... | [
"adafruit",
"arduino",
"claude",
"css",
"docker",
"gemini",
"github",
"grok",
"heygen",
"html",
"javascript",
"openai",
"python",
"raspberry-pi",
"vite"
] | https://www.youtube.com/embed/bo2t0RF9yMw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/jeylinnn/treehacks2026",
"https://drive.google.com/file/d/1ddfFnk-yus3qbqjamSpyFm2AWho2X8El/view?usp=sharing"
] | Did Not Place | false | [
{
"repo": "jeylinnn/treehacks2026",
"content": "# AetherNode\n\nA Vite + React + TypeScript web app that renders a Cesium 3D Earth with a continuously orbiting satellite and a deterministic mission control simulation panel. All telemetry is derived from formulas and toggles (no randomness).\n\n## Run Locall... |
e69994420bb2 | treehacks-2026 | https://devpost.com/software/viper-3dr107 | VIPER | Surgical Intelligence | Inspiration
Medical errors kill an estimated 2.6–3 million people globally each year. Every surgery follows a protocol, yet compliance is formally tracked in only a small fraction of cases. Feedback is delayed, manual, and often limited to post-operative notes.
We asked:
What if the operating room had a flight data rec... | [
"appledepthpro",
"cuda",
"deberta",
"depthanything3",
"elevenlabs",
"fastapi",
"fhir",
"foundationpose",
"gemini",
"gpu",
"lucas-kanade-opticalflow",
"mediapipe",
"next.js",
"nih",
"pubmed",
"pydantic",
"python",
"raybans",
"react",
"recharts",
"sam2",
"sam3",
"scite",
... | https://www.youtube.com/embed/_VdADTQNmL4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://viper-three-theta.vercel.app",
"https://github.com/kkaura28/treehacks-2026"
] | Did Not Place | false | [
{
"repo": "kkaura28/treehacks-2026",
"content": "# treehacks-2026\n\nDevpost https://devpost.com/software/viper-3dr107#updates\n\nVIPER is an AI platform that watches first-person surgical video (via smart glasses) and extracts detailed spatial data like instrument tracking, pose estimation, hand positions,... |
94ded1d80064 | treehacks-2026 | https://devpost.com/software/puzzled-c1y9ub | Puzzled | Fixing what's broken, piece by piece. | Inspiration
Between
40%-70%
of medical devices and equipment in low and middle-income countries are broken, unused, or unfit for purpose. The problem is compounded by severe workforce shortages: many low-income countries have fewer than one biomedical engineer per 100,000 people. Thus 10–30% of donated equipment is eve... | [
"claude-sonnet",
"python",
"react",
"render",
"runpod",
"supabase",
"tailwind",
"typescript",
"zoom"
] | https://www.youtube.com/embed/gQ9hj49KBvs?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Adas4044/puzzled"
] | Did Not Place | false | [
{
"repo": "Adas4044/puzzled",
"content": "# Puzzled\n\n**40-70% of medical devices in low and middle-income countries are broken.** Not because they're useless, but because technicians lack training and repair guidance in their language.\n\n**Puzzled turns any phone camera into an AI-powered repair assistan... |
e273406518bf | treehacks-2026 | https://devpost.com/software/neuroblocks-cz7n9k | NeuroBlocks | No setup. No code. Just drag, connect, and learn ML. | Inspiration
For all of us on the team, our first interaction with programming was block coding. It taught us logic and thinking without memorization or messy syntax. It developed our love for computer programming. Our goal with NeuroBlocks is to do the same for the next generation of engineers. Machine learning and dee... | [
"anthropic",
"claude",
"fastapi",
"google-cloud",
"next.js",
"openai",
"postgresql",
"python",
"pytorch",
"runpod",
"supabase",
"tailwindcss",
"typescript",
"vercel"
] | https://www.youtube.com/embed/kGlmRMJCSdg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/tupdaily/AIPlayground",
"https://neuroblocks.vercel.app/login"
] | 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": "tupdaily/AIPlayground",
"content": "# NeuroBlocks\n\nA visual playground for building and training neural networks: drag-and-drop blocks, connect layers, save to Supabase, and run challenges.\n\n## Repo structure\n\nEverything lives under two main folders:\n\n```\nneuroblocks/\n├── frontend/ ... |
6e984ec4fe58 | treehacks-2026 | https://devpost.com/software/jatlas | JATLAS | Jeffrey Archive, Transparently Linked and Sourced (JATLAS) | JATLAS was inspired by the DOJ's release of the Jeffrey Epstein archive.
While the raw files are publicly available, they're clunky and difficult to navigate. The inspiration for this project was to turn this unstructured library into an explorable knowledge graph, accessible to anyone who wants see Epstein's network o... | [
"alembic",
"browserbase",
"chatgpt",
"claude",
"codex",
"fastapi",
"gemini",
"javascript",
"langgraph",
"next.js",
"perplexity",
"pgvector",
"playwright",
"postgresql",
"python",
"rapidfuzz",
"react",
"react-force-graph-2d",
"spacy",
"tailwind",
"typescript",
"vercel"
] | null | [
"https://jatlas-web.vercel.app/"
] | Did Not Place | false | [] |
16fed8e99ef1 | treehacks-2026 | https://devpost.com/software/daisy-53nv2j | Daisy | Accelerate your product productivity | About Daisy
The Inspiration
Product and engineering teams often struggle with scattered feedback residing in support tickets, call notes, and transcripts. Daisy was built to centralize this data, using an AI workflow to transform raw feedback into insights, prioritized features, specs, and developer tasks while retaini... | [
"anthropic",
"javascript",
"next.js",
"openai",
"pinecone",
"react",
"tailwind",
"typescript",
"zustand"
] | https://www.youtube.com/embed/SDutOwD1PZc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
b3bc1d2ad429 | treehacks-2026 | https://devpost.com/software/project-lend | Project Lend | An autonomous food bank run entirely by AI + robotics, sourcing and distributing over 50lbs of food during TreeHacks to Palo Alto shelters in 1 weekend! | Project Lend
AI-powered autonomous food rescue, because giving should be as smart as taking
Inspiration
We've spent years volunteering at food banks and shelters, experiencing firsthand the challenges of both front-office admin and back-breaking logistics. When Anthropic released Project Vend showing Claude could run a... | [
"claude-agent-sdk",
"claude-code",
"claude-vision-api-(haiku-3.5)",
"computer-vision",
"fetch.ai",
"html/css",
"poke-by-interaction-company",
"python",
"react",
"warp-ide"
] | https://www.youtube.com/embed/hBcCNg_U3t4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/PranavViswanath/project-lend"
] | Winner [Anthropic] Human Flourishing Track (1st Place: 4 tungsten cubes 2nd Place: 1 year of Claude Pro 3rd Place: 6 months of Claude Pro) | true | [
{
"repo": "PranavViswanath/project-lend",
"content": "# Project Lend\n\nAutonomous food bank built at TreeHacks 2026! xArm 1S sorts donated food, Claude agents coordinate with donors + shelters.\n\n## Hardware\n\n- Hiwonder xArm 1S over USB (connected to laptop)\n- Laptop webcam for vision classification\n\... |
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