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7b5e7e7f33b8 | treehacks-2026 | https://devpost.com/software/beework | BeeWork | A Browser Agent Hive that Builds Knowledge Bases | Inspiration
Deep Research agents are extremely promising. aspects of LLMs, but they have some key issues.
1 A basic LLM can tell you something, but it is not
verifiable
. It has fuzzy knowledge of the entire internet, but you cannot ask it how it knows what it knows. Worse, LLMs tend to be confidently incorrect. For f... | [
"anthropic",
"browser-use",
"claude",
"cloudflare",
"gemini",
"laminar",
"modal",
"nemotron",
"nvidia",
"openai",
"opencode",
"parallel",
"python",
"vercel"
] | https://www.youtube.com/embed/YL_5W60JScc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"http://beework.cc",
"https://github.com/Alezander9/BeeWork",
"https://docs.google.com/presentation/d/1KGqUSn83BWOUU2tRIQxokh2dywbUY973HnNFKA0ZciM/edit?usp=sharing",
"https://youtu.be/YL_5W60JScc"
] | Did Not Place | false | [
{
"repo": "Alezander9/BeeWork",
"content": "\n\nProject for Treehacks 2026\n\nBeeWork\nUnleashing the Hive to BEEat the context window\n\n## Inspiration\n\nAgents have limited context window, how do we create extremely high quality and verifiable resp... |
7b7111cca0e6 | treehacks-2026 | https://devpost.com/software/daemon-qwebpd | Daemon | Teaching AI how to understand its body and act. | Inspiration
We started with something simple: an RC car.
It could move forward, backward, turn left, turn right. That was it. It worked. We were happy.
Then we thought — what if we add a robotic arm?
So we bought one. From a completely different manufacturer. Different firmware. Different assumptions. Different everyth... | [
"c",
"codex",
"nextjs",
"openai",
"python",
"react",
"rust",
"typescript",
"vercel"
] | https://www.youtube.com/embed/iPFMnFJEYhA?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Sachin-dot-py/Daemon"
] | Did Not Place | false | [
{
"repo": "Sachin-dot-py/Daemon",
"content": "# Daemon\n\n# Inspiration\n\nWe started with something simple: an RC car.\n\nIt could move forward, backward, turn left, turn right. That was it. It worked. We were happy.\n\nThen we thought — what if we add a robotic arm?\n\nSo we bought one. From a completely ... |
b0334f356fe0 | treehacks-2026 | https://devpost.com/software/morro | Morro | The geoengineering operating system for climate renewal. Predict natural disasters, pick from a suite of rain/cloud seeding interventions, and prevent their destructive impacts. | In the past 5 years, climate adaptation has skyrocketed from the side show of mitigation to an integral part of society’s climate survival plan. Geoengineering, the process of purposefully manipulating climate systems, has been a source of much controversy due to its immense potential to change the way the world views ... | [
"chatgpt",
"claude-code",
"earth2studio",
"gemini",
"graphcast",
"matplotlib",
"pandas",
"python",
"random-forest-classifier",
"v0",
"vercel",
"warp",
"xarray",
"zarr"
] | https://www.youtube.com/embed/BBR3-OXCjtU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Thaarak/graphcast.git",
"https://graphcastdeploy.vercel.app/"
] | Winner [Stanford Ecopreneurship] Sustainability: Best incorporation of broader context (e.g. regulatory, competitive landscape) to improve venture viability | true | [
{
"repo": "Thaarak/graphcast",
"content": "# Google DeepMind GraphCast and GenCast\n\nThis package contains example code to run and train the weather models used in the research papers [GraphCast](https://www.science.org/doi/10.1126/science.adi2336) and [GenCast](https://arxiv.org/abs/2312.15796).\n\nIt als... |
f21a0c9465cd | treehacks-2026 | https://devpost.com/software/hackoverflow-stack-overflow-for-ai-agents-at-hackathons | HackOverflow: Stack Overflow for AI Agents | Not another AI social network. A productivity knowledge commons for AI. Where agents solve real problems, share real code, and escalate to real humans. | Inspiration
AI agents are currently trapped in endless loops of redundant reasoning. Every session starts from scratch. The agent explores the codebase, forms hypotheses, and hits dead ends before converging on a fix. When a different agent encounters the same class of problem later, it repeats this entire process. Thi... | [
"claude",
"cursor",
"elasticsearch",
"fetch.ai",
"modal",
"node.js",
"runpod",
"v0",
"vercel"
] | https://www.youtube.com/embed/K3BJroCnpJ8?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://hackoverflow-treehacks.vercel.app",
"https://github.com/vrinda-inani/treehacks26"
] | Winner [Fetch.ai] Build, launch and monetise AI Agents on Agentverse that turn user intent into real outcomes. (Best Overall AI Agent Solution - $2500 Best Multi-Agent Workflow - $1500 Best Monetised Agent - $1000) | true | [
{
"repo": "vrinda-inani/treehacks26",
"content": "# TreeHacks 2026\n\nIntegrated full stack for the TreeHacks build:\n- `api/` - FastAPI + Elasticsearch backend\n- `frontend/` - Next.js frontend\n- `fetch-agents/` - Fetch.ai uAgents track (ASI:One, Agentverse, optional RunPod Flash)\n\n## Run frontend + bac... |
0b3182d50670 | treehacks-2026 | https://devpost.com/software/jetsam | Jetsam | An aquatic trash collecting robot made from trash | Inspiration
Ghost fishing gear makes up 10% of litter and 46% of the Great Pacific Garbage Patch. At the same time, only 23% of PET plastics like single-use water bottles of the 60 million used daily are recycled. Plastic litter can tangle animals, pollute waterways, and damages ecosystems.
Jetsam uses a dual-pronged a... | [
"adafruit",
"arduino",
"c++",
"folium",
"google-teachable-machine",
"matplotlib",
"numpy",
"opencv",
"python",
"servo-library",
"tensorflow"
] | https://www.youtube.com/embed/cj2AptDQIf4?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [] | Did Not Place | false | [] |
05618e2e2ac1 | treehacks-2026 | https://devpost.com/software/usaid-nqpfk2 | Usaid | Experience the future before you choose it | Inspiration
As humans, we are bad at long-term decision-making. We underestimate risks, overestimate our future motivation, and often ignore the second-order effects of our choices. Whether it's quitting a job, moving to a new country, or starting a company, we're forced to make life-altering decisions based on gut fee... | [
"css-modules",
"express.js",
"google-gemini-3-flash",
"jwt",
"node.js",
"prisma",
"react",
"sqlite",
"tanstack",
"typescript",
"vite",
"zod",
"zustand"
] | https://www.youtube.com/embed/mMojlsC7yeg?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/ritikiitg/feb-2026",
"https://youtu.be/dxwVVGTV14A"
] | Did Not Place | false | [
{
"repo": "ritikiitg/feb-2026",
"content": "<p align=\"center\">\n <img src=\"client/public/icon.png\" alt=\"Usaid Logo\" width=\"200\" />\n</p>\n\n# 🔮 Usaid - AI-Driven Cognitive Time Simulator\n\n> **Experience the future before you choose it**\n\nUsaid is an AI-powered decision-making tool that simulat... |
05aee7635f71 | treehacks-2026 | https://devpost.com/software/hellocare | Hellocare | Left the doctor confused or worried you forgot something? Your grandparents probably have. Hellocare schedules, explains, and turns paperwork into clear next steps, so you focus on health, not stress. | Inspiration
When my grandpa’s memory loss started to progress, doctor’s visits became overwhelming. He couldn’t remember what the doctor said, what medications changed, or what he was supposed to do next. My family tried to fill in the gaps, but between rushed appointments, medical jargon, and dense discharge paperwork... | [
"assemblyai",
"claude",
"firebase",
"nextjs",
"openai",
"react",
"tailwind"
] | https://www.youtube.com/embed/45H1t7bpw9U?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://hello-care.vercel.app/",
"https://github.com/smallboar/HelloCare"
] | Winner [Google] Cloud AI Track | true | [
{
"repo": "smallboar/HelloCare",
"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 d... |
30069fd7cdfb | treehacks-2026 | https://devpost.com/software/study-transit | Study Transit | Students often lose time finding places to study on campus. StudyTransit is an AI study companion that recommends spots based on your preferences and real occupancy signals and tracks your momentum. | StudyTransit
Find your flow.
AI-powered study space discovery and focus sessions for students.
Created by Noel Negron & Zaryaab Khan
Built for
TreeHacks 2026
.
Inspiration
We kept seeing students at Columbia wander between libraries, check crowdedness, and lose focus before actually studying. Its often that at school, ... | [
"anthropic",
"firebase",
"javascript",
"jsx",
"react",
"vite"
] | https://www.youtube.com/embed/iEAqjPqXdiQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/zaryaabkhan/studytransit"
] | Did Not Place | false | [
{
"repo": "zaryaabkhan/studytransit",
"content": "# StudyTransit\n\n**Find your flow.** AI-powered study space discovery and focus sessions for students.\n\n**Created by Noel Negron & Zaryaab Khan**\n\nBuilt for [TreeHacks 2026](https://treehacks.com).\n\n---\n\n## Inspiration\n\nWe kept seeing students wan... |
0d1a12924df1 | treehacks-2026 | https://devpost.com/software/salus-ol0zde | Salus | Your 24/7, "Always On" Doctor - analyzes multimodal patient data to predict, diagnose >65,000 diseases, and explain care pathways. | Inspiration
In Roman mythology, Salus was the goddess not just of healing, but of public health and safety. We chose this name because we believe that medicine needs to be accessible and vigilant, provided not just for those who can afford it, but for collective welfare.
This mission is personal. We have seen loved one... | [
"claude",
"cuda",
"epic",
"fastapi",
"git",
"json",
"mongodb",
"neurokit",
"next.js",
"ngrok",
"numpy",
"opencv",
"python",
"pytorch",
"tailwind-css",
"twilio",
"typescript",
"vercel"
] | https://www.youtube.com/embed/aL1r_q-cSYc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sagarwal02/salus"
] | Did Not Place | false | [] |
1bf7fdf4b9f0 | treehacks-2026 | https://devpost.com/software/hello-m52pvi | FrontLine | Accelerating first response when every second counts. | Inspiration
Several of us have had loved ones injured or in medical distress where help felt delayed—not because responders didn’t care, but because the path from a phone call to meaningful care requires assembling fragmented information, such as the injured person’s identity, location, and condition. In moments of ext... | [
"claude",
"node.js",
"perplexity",
"poke",
"react",
"render",
"zoom"
] | https://www.youtube.com/embed/VHtCGhB9Y38?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/sanjanas18/frontline"
] | Did Not Place | false | [] |
38c9fe0019a5 | treehacks-2026 | https://devpost.com/software/intent-r84i3t | Coco AI | 2-D Spatial multimodel AI Agent and AI Content Agency for kids | 🥥 Coco — 2D Spatial Multimodal AI Learning Companion for Kids
Coco
transforms passive screen time into active learning by turning videos into two-way, interactive experiences for kids — powered by 2D spatial input, speech, and AI feedback, all in a
privacy-first, local-only
environment.
🚀 Inspiration
"iPad kids" aren... | [
"ai-evaluation-api-(provider-agnostic)",
"app-router",
"blob-api",
"canvas-api-(2d)",
"client-side-state-management",
"component-based-architecture",
"conditional-rendering",
"content",
"dynamic-routing",
"environment-based-configuration",
"fetch-api",
"filereader-api",
"filtering",
"gemin... | null | [
"https://github.com/aaditisinghal"
] | Did Not Place | false | [] |
2943c65a7a37 | treehacks-2026 | https://devpost.com/software/detour-64kpds | Detour | On-board AI agents autonomously saving satellites from orbital debris. | Try it here ->
https://detour-azure.vercel.app/
TL;DR 🛰️
Detour is an edge-first, autonomous decision-support system for satellite debris avoidance.
Built for the ASUS Ascent GX10 / NVIDIA DGX Spark, Detour transforms raw orbital data into direct physical action, enabling agents to independently determine when a sat... | [
"agents",
"cdm",
"cloudflare",
"dgx-spark",
"llm",
"nextjs",
"nvidia",
"shadcn",
"typescript",
"vercel"
] | https://www.youtube.com/embed/XTLts_t78IQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://detour-azure.vercel.app/",
"https://github.com/keanucz/detour",
"https://detour.keanuc.net"
] | Winner [NVIDIA] Edge AI Track | true | [
{
"repo": "keanucz/detour",
"content": "# Detour — On-Board AI Agents Saving Satellites from Orbital Debris\n\n**TreeHacks 2026 | NVIDIA Edge AI Track** — Honourable Mention Winner\n\n**Devpost**\nhttps://devpost.com/software/detour-64kpds?ref_content=user-portfolio&ref_feature=in_progress\n\n\nDetour is an... |
c6433aa6fa61 | treehacks-2026 | https://devpost.com/software/gridveda | GridVeda | GridVeda gives powerline operators predictive failure detection at edge. Ensemble AI monitors 20 transformers with real-time health scoring + natural lang diagnostics; all autonomous on NVIDIA Jetson. | Inspiration
Grid operators work in high-stakes environments where failures cascade fast. Today,
46% of U.S. distribution infrastructure
is at or beyond its useful life, contributing to an annual economic loss of
$150 billion
. The DOE warns that without intervention, the risk of major outages could increase
30-fold by ... | [
"gpt-oss",
"html",
"jetson-nano",
"nemotron",
"node.js",
"perplexity",
"python",
"react",
"sonar",
"three.js",
"vercel"
] | https://www.youtube.com/embed/xun8Srjo-jY?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/TheRaven5520/GridVeda",
"https://v0-gridveda.vercel.app/"
] | Winner [Stanford Ecopreneurship] Sustainability: Best prototyping process | true | [
{
"repo": "TheRaven5520/GridVeda",
"content": "# GridVeda — AI-Powered Grid Intelligence\n\nReal-time transformer fault monitoring powered by ensemble ML, quantum variational circuits, and web-grounded research. Built on NVIDIA infrastructure end-to-end.\n\n## Architecture\n\n```\n┌─────────────────────────... |
82b253678829 | treehacks-2026 | https://devpost.com/software/test-zdxlf0 | CareSync | Autonomous AI agents that watch over your grandparents' health 24/7, so you don't have to worry. | CareSync
Inspiration
We were inspired by the challenge faced by elderly citizens, like our grandparents, who live alone and for whom small changes in health vitals can go unnoticed — even when they are early warning signs of serious complications.
Given that 65 million Americans wear a smartwatch that collects heart ra... | [
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"openai",
"postgresql",
"prisma",
"react",
"supabase",
"swiftui",
"tailwindcss",
"vercel",
"watchos"
] | https://www.youtube.com/embed/0mPj7B3E9ec?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://treehacks2026-nine.vercel.app/",
"https://github.com/SpartaKushK/treehacks2026",
"https://youtu.be/0mPj7B3E9ec"
] | Did Not Place | false | [
{
"repo": "SpartaKushK/treehacks2026",
"content": "# CareSync — AI-Powered Elderly Care Platform\n\n**TreeHacks 2026**\n\nCareSync is an end-to-end healthcare platform where AI agents autonomously monitor patient health, detect anomalies, triage alerts, consult patients via a talking avatar, and book appoin... |
a9d222279c39 | treehacks-2026 | https://devpost.com/software/saferoute-ye7zgr | StreetSense | An AI-powered platform that converts fragmented data into real-time safety intelligence, using multi-agent AI and smart route optimization to help navigate any city with local-level awareness. | Inspiration
As an international student moving to London, I remember how overwhelming it felt to live in a new city and know almost nothing about it.
Google searches helped. Social media helped. But every time I stepped outside, I was stitching together fragmented information from dozens of sources: news, Twitter, What... | [
"anthropic",
"perplexity",
"python",
"react",
"stagehand"
] | https://www.youtube.com/embed/aoe09-Td-Dw?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/as5322/StreetSense_TreeHacks"
] | Did Not Place | false | [
{
"repo": "as5322/StreetSense_TreeHacks",
"content": "## Inspiration\n\nAs an international student moving to London, I remember how overwhelming it felt to live in a new city and know almost nothing about it.\n\nGoogle searches helped. Social media helped. But every time I stepped outside, I was stitching ... |
fc943af459e9 | treehacks-2026 | https://devpost.com/software/vera-8bjf1g | Vera | Vera - the world’s first on-device, hyper-private, mental health companion that bridges the gap between a companion and a journal. | Inspiration
Journaling is a powerful tool for mental clarity, but it is often a one-way street. We wanted to transform the static, passive diary into an active, intelligent companion. Inspired by the need for Radical Privacy in healthcare, we built Vera: a "Digital Confidant" that doesn't just store your words - it hea... | [
"coreml",
"edge-inference",
"fluidaudio",
"llama.cpp",
"nvidia-nemo",
"sfspeech",
"swift"
] | https://www.youtube.com/embed/XruDpfVkt38?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/carlosmbe/CYT-TreeHacks-2026"
] | Did Not Place | false | [
{
"repo": "carlosmbe/CYT-TreeHacks-2026",
"content": "# Project CYT - Vera: Your AI Wellness Companion\n\nProject CYT (Carlos, Yash, Tom) is a voice-first mental wellness iOS app built at **TreeHacks 2026**. It features **Vera**, an AI conversational companion that listens, asks good questions, and helps yo... |
c42d835502fc | treehacks-2026 | https://devpost.com/software/agentrewind | AgentRewind | Dropbox meets GitLab: “Version Control for Agents on your Cloud” | Github Repo -
https://github.com/ianalin123/dropbox-2.0
Inspiration
If Dropbox were founded today, what would it look like with AI in the driver’s seat?
Original Dropbox solved “files everywhere” before ChatGPT. Today, the bottleneck isn’t syncing—it’s trusting AI to read and write your files without losing history or ... | [
"claudeagentssdk",
"cloud",
"dropbox",
"eslint",
"nextjs",
"openclaw",
"postgresql",
"react",
"supabase",
"tailwind",
"typescript"
] | https://www.youtube.com/embed/lDrhoAl5hFU?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://dropbox-2-0-azure.vercel.app/",
"https://github.com/ianalin123/dropbox-2.0"
] | Did Not Place | false | [
{
"repo": "ianalin123/dropbox-2.0",
"content": "# Dropbox2\n\nAI-editable cloud files with automatic snapshots, version history, and one-click rollback.\n\n## What this is\n\nDropbox2 lets agents edit real files in Dropbox while keeping a strong safety layer:\n\n- Snapshot before every write\n- Full version... |
f54b7d988aca | treehacks-2026 | https://devpost.com/software/carelink-k1pzeh | CareLink | Voice AI with RAG-powered clinical reasoning that proactively detects post-surgical complications, alerts care providers before symptoms escalate, and prevents costly hospital readmissions | Inspiration
1 in 5 Medicare recipients are readmitted within just a month of discharge from the hospital due to post-surgery complications - complications which would have been highly avoidable had proactive and sufficient follow-up been conducted on discharged patients. Readmissions cost the U.S. hospital system 26 bi... | [
"claude-sdk",
"elasticsearch",
"elevenlabs",
"esql",
"express.js",
"html",
"javascript",
"perplexity-sonar",
"rag",
"react",
"tailwind-css",
"twilio"
] | https://www.youtube.com/embed/C60iv-taFpQ?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/JoyZhuoz/carelink"
] | Winner [Elastic] Best end-to-end Agentic system on Elasticsearch (1st Place: $2,000 (split across team members) 2nd Place: $1,000 (split across team members)) | true | [
{
"repo": "JoyZhuoz/carelink",
"content": "\n<p align=\"center\">\n <img src=\"CareLink_Banner.png\" alt=\"CareLink — Connecting Patients, Empowering Care\" width=\"100%\" />\n</p>\n\n***\n\n<h2>CareLink: TreeHacks 2026 Winner of Elastic's Sponsor Challenge: Best End-to-End Agentic System on Elasticsearch ... |
923496932f09 | treehacks-2026 | https://devpost.com/software/m-4f2iwy | Edamame | AI Clones for Organizational Memory | Edamame - AI Clones for Organizational Memory
Inspiration
Organizations lose institutional knowledge every day. When someone leaves, years of context walk out the door. When someone joins, they spend weeks piecing together tribal knowledge scattered across Slack, Drive, email, and a dozen other tools. We wanted to buil... | [
"css",
"google",
"gpt-5.3",
"mem0",
"next.js",
"notion",
"octokit",
"react",
"slack",
"supabase",
"tailwind",
"tts",
"typescript",
"whisper"
] | https://www.youtube.com/embed/6HlN98ilkzc?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/angelinaquan/edamame-treehacks/",
"https://drive.google.com/file/d/1PlhW212AV7tgrNrOqIA84g8R1kn03D-o/view?usp=sharing"
] | Winner [Greylock] Best multi-turn agent (Courtside tickets to Warriors game ($10k value) Office hours with Greylock Partners) | true | [
{
"repo": "angelinaquan/edamame-treehacks",
"content": "# Edamame\n\nAI clones for organizational memory. Edamame ingests knowledge from Slack, Google Drive, Gmail, GitHub, Notion, and Jira to create digital twin clones of every person in your organization - queryable 24/7 in text or voice, with source cita... |
b1f5c6046a7e | treehacks-2026 | https://devpost.com/software/tradeproof | TradeProof | AI-Native Infrastructure that Reimagines Trade Work for Blue-Collar Careers. | TradeProof: Cursor for the Skilled Trades
What Inspired Us
The skilled trades are facing a genuine crisis. While everyone is building AI for xyz and moving industries forward at the speed of light, no one is advancing the infrastructure supporting the backbone of our society, trades work. Presently, there aren't enough... | [
"c#",
"chatgpt",
"claude",
"css",
"git",
"github",
"javascript",
"metaxr",
"next.js",
"openxr",
"perplexity",
"shaders",
"stripe",
"supabase",
"tailwind",
"textmeshpro",
"typescript",
"unity",
"vercel"
] | https://www.youtube.com/embed/087da__L-74?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://tradeproof-app.vercel.app/"
] | 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 | [] |
3e76723f846f | treehacks-2026 | https://devpost.com/software/pitchblende | Suyes | magical content-aware soundtrack and sfx generation. | Suyes
Inspiration
Good audio brings color to a video. It can make technical topics feel more digestible, create a calm ambience, and subtly guide attention and emotion.
But most people don’t have access to professional audio tools, and educators or creators don’t have time to compose, mix, and sync music and sound effe... | [
"api",
"elevenlabs",
"gemini",
"next.js",
"openai",
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"python",
"suno",
"web"
] | https://www.youtube.com/embed/nO3WiHGwozM?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://github.com/Jfhseh/Convolution2026/tree/main"
] | Did Not Place | false | [] |
7eead90fc321 | treehacks-2026 | https://devpost.com/software/mark-itkvsl | mark.ai | the missing layer of the agent economy, a marketplace where intelligence itself becomes tradable | Inspiration
Yesterday, dozens of hackers ran out of Claude tokens. For $25 worth of Anthropic credits per 1000 hackers, that's ~5,000,000,000 tokens down the drain. If mark.ai existed before, they could have been saved. AI agents repeatedly spend tokens rediscovering the same reasoning patterns: planning workflows, se... | [
"anthropic",
"cybersource",
"elasticsearch",
"flask",
"jina",
"knn",
"nextjs",
"python",
"render",
"restapi",
"supabase",
"typescript",
"vercel"
] | https://www.youtube.com/embed/cyUWh0rxfuE?enablejsapi=1&hl=en_US&rel=0&start=&version=3&wmode=transparent | [
"https://mark-ai.vercel.app/",
"https://github.com/akhaire21/treehacks-2026"
] | Did Not Place | false | [
{
"repo": "akhaire21/treehacks-2026",
"content": "# Mark AI — The Intelligence Marketplace\n\n> **Marketplace for AI agents.** A marketplace where AI agents autonomously search, purchase, and execute pre-solved reasoning workflows — saving 70%+ tokens and eliminating repeated planning waste.\n\nBuilt at [Tr... |
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