πŸ† SJSU CyberAI 2026 Hackathon

Build something amazing with AI β€” in one week

San Jose State University Β· Summer Camp

Teams of up to 4 Β· pick a track Β· present your project on Friday.

🌟 Highlights from 2025 CyberAI Challenge

Relive the excitement from last year's cohort! Teams built LLM, Cyber, and Edge AI solutions.


2025 CyberAI Camp Cohort Group Photo


Final Demos & Project Presentations

πŸ† 2025 Student Winner Teams (1/4)


2025 Student Winner Team 1


2025 Student Winner Team 2


2025 Student Winner Team 3


2025 Student Winner Team 4

πŸ† 2025 Student Winner Teams (2/4)


2025 Student Winner Team 5


2025 Student Winner Team 6


2025 Student Winner Team 7


2025 Student Winner Team 8

πŸ† 2025 Student Winner Teams (3/4)


2025 Student Winner Team 9


2025 Student Winner Team 10


2025 Student Winner Team 11


2025 Student Winner Team 12

πŸ† 2025 Student Winner Teams (4/4)


2025 Student Winner Team 13


2025 Student Winner Team 14


2025 Student Winner Team 15


2025 Student Winner Team 16

1 How the week works

  • πŸ§‘β€πŸ€β€πŸ§‘ Form a team β€” up to 4 students.
  • 🎯 Pick one track β€” LLM, Cyber‑AI, or Edge AI.
  • πŸ› οΈ Build with our tutorials + mentors all week.
  • πŸ“Š Present Friday β€” 10 minutes, demo + story.

Start here (everyone):

No experience needed β€” the tutorials walk you through everything.

🌐 Remote Access to Your Jetson from Home

You can remote access your Jetson board from home using our Headscale VPN bridge.

SSH Command

Every Jetson has an assigned port mapped to its ID (xx matches host sjsujetson-xx):

ssh student@headscale.forgengi.org -p 200xx

Example for device sjsujetson-03:

ssh student@headscale.forgengi.org -p 20003

SSH Config Shortcut

Add this block to your computer's ~/.ssh/config to simplify connection and prevent timeouts:

Host jetson-home-03
    HostName headscale.forgengi.org
    User student
    Port 20003
    ServerAliveInterval 30
    StrictHostKeyChecking no
    UserKnownHostsFile /dev/null

Then log in directly from your terminal:

ssh jetson-home-03

πŸ’» Setting up VS Code Remote‑SSH

You can edit files and run code directly on the Jetson using your laptop's VS Code.

1. Install VS Code & Extension

  • Download: Install VS Code for macOS or Windows from code.visualstudio.com.
  • Extension: Open VS Code, go to the Extensions tab (Cmd+Shift+X or Ctrl+Shift+X), search for Remote - SSH (by Microsoft), and click Install.

2. Connect in One Click

  • Press Cmd+Shift+P (Mac) or Ctrl+Shift+P (Windows) to open the Command Palette.
  • Type Remote-SSH: Connect to Host... and press Enter.
  • Select your configured host (e.g., jetson-home-03).
  • VS Code will launch a new window connected to the Jetson!

See the official guide: code.visualstudio.com/docs/remote/ssh

2 Choose your track

πŸ€– 1 Β· LLM

Build an AI app β€” propose your own idea.
Runs anywhere (laptop or Jetson).

πŸ›‘οΈ 2 Β· Cyber‑AI

Use AI for security β€” find & triage bugs.
Runs anywhere (laptop or Jetson).

⚑ 3 · Edge AI

Vision / robotics on the Jetson, accelerated.
Must demo on the Jetson device.


Tracks 1 & 2 can be done on any computer. Track 3 requires running on the Jetson with AI acceleration (CUDA / TensorRT).

3 πŸ€– Track 1 β€” LLM: build an AI app

Propose your own application! A chatbot, a study buddy, a story generator, a
code helper, a Q&A bot over your own documents β€” your idea.

Ideas to spark you

  • A web chat app with your own personality/system prompt
  • "Chat with a document" (RAG) β€” notes, a rulebook, a syllabus
  • An agent that uses tools to get things done

Start here

Use a cloud model (NVIDIA Build / OpenAI / Anthropic) or a local model β€” your choice.

4 πŸ›‘οΈ Track 2 β€” Cyber‑AI: AI for security

Teach an AI to think like a security analyst: scan network/code/dependencies, then decide which findings are not secure.

Challenge ideas

  • Triage CVEs in a Python project (our sample, or your own)
  • πŸ§ƒ Hunt bugs in OWASP Juice Shop β€” a deliberately vulnerable web app
  • Build an agent that explains a vulnerability and suggests a fix

βš–οΈ Only test systems you are allowed to (our sample app, Juice Shop). Never attack real sites.

5 ⚑ Track 3 β€” Edge AI: vision & robotics on Jetson

Run real AI on the Jetson Orin Nano and make it fast with GPU acceleration. This track must be demonstrated on the device.

Project ideas

  • πŸ›‘οΈ Security monitoring & scene understanding
  • πŸš— An autonomous car
  • πŸ—£οΈ A voice assistant
  • 🦾 Perception & AI device for robots

πŸ”Œ Feel free to bring your own devices/components β€” a USB camera, USB microphone/speaker, or any robotic base.

⚑ Acceleration counts. CUDA runs thousands of operations in parallel; TensorRT makes a trained model run faster and cooler on the Jetson. Measure it β€” report FPS / latency before vs. after. 🏎️ "8 FPS on CPU β†’ 31 FPS on the Jetson GPU with TensorRT" earns bonus points.

6 🏁 How you'll be judged

Your project is evaluated on five things:

Criterion
🧠 Clarity & creativity of your chosen idea/object(s)
πŸ—£οΈ Teamwork & presentation β€” up to 4 students per team
πŸ§ͺ Performance β€” leveraging the Jetson (e.g. CUDA & TensorRT acceleration)
🧡 Workflow understanding β€” explain your solution & process clearly
🎯 Impact & application β€” how does your idea help the community?

You don't need a perfect product β€” you need a clear story and a working demo.

πŸ† Track Prizes & Recognition

Each of the three tracks (LLM, Cyber-AI, and Edge AI) will award first, second, and third place teams!

🎁 Team Member Awards

  • πŸ₯‡ First Place Team
    $100 Amazon Gift Card for each member.
  • πŸ₯ˆ Second Place Team
    $50 Amazon Gift Card for each member.
  • πŸ₯‰ Third Place Team
    $30 Amazon Gift Card for each member.

πŸŽ“ All winning team members will also receive a physical Certificate of Achievement.

πŸ“œ Sample Certificate

7 🎀 Friday presentation (required)

Challenge presentation session β€” 10 minutes max per team. Include:

  • πŸ‘¨β€πŸ’» Team & school introduction
  • πŸ“Έ Demo β€” images / screenshots / video of your results
  • πŸ› οΈ Solution & steps β€” what you built and how
  • 🧩 Challenges β€” what was hard, how you solved it
  • βš™οΈ Future improvements β€” what's next
  • 🌍 Community impact β€” how this helps real life

πŸŽ₯ Record a short demo video as backup β€” live demos can be unpredictable!

8 🧭 Tips to win

  • Start small, then improve. Get the simplest version working on Day 1.
  • Save your results early β€” screenshots/videos as you go (great for slides).
  • Divide & conquer β€” split coding, testing, slides across the team.
  • Ask mentors β€” and lean on the Handbook and slides.
  • Tell a story β€” problem β†’ your solution β†’ demo β†’ impact.

πŸš€ Pick a track. Build. Demo Friday.

Get‑Started β–Ά Β· LLM Β· Cyber‑AI Β· Agents Β· Handbook

Have fun β€” and make something you're proud to show.