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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": "![Bee Work Splash](frontend/src/assets/BeeWorkSplash.jpg)\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...
[ "anthropic", "claude", "clerk", "deepgram", "elevenlabs", "fastapi", "gpt", "healthkit", "heygren", "langgraph", "next.js", "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", "opencv", "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...