r/NvidiaJetson

▲ 19 r/NvidiaJetson+3 crossposts

Testing Gemma 4 for edge application on Jetson Orin Nano

I wanted to test how good is the new Gemma 4 model for practical edge applications (including tool usage, image labelling and audio transcription)

I tested the tool usage through the ROS-MCP server. The LLM was able to publish to ROS topics to complete the intended goal.

I also made it transcribe a 6 minute audio file from one of my old videos and it performed amazingly in that as well.

What's more surprising is that it's just a 2.3 billion effective reasoning model, runs locally on a 8GB device and provides impressive 15-17 tokens/sec.

Would love to know your thoughts on this? Has anyone here tried using gemma 4 on their jetson Nano? If yes, what did you do and how was your experience?

youtu.be
▲ 2 r/NvidiaJetson+1 crossposts

Jetson Orin Nano Dev Kit SD card bootup issue

Hello everyone,
I bought jetson nano dev kit about 3 weeks ago with a lot of interest in starting with some projects. But, so far, I have had no success in setting it up. I am a beginner with these boards. Previously, I have only used Rpi 4 and 3 which seemed to be extremely easy to setup.

I have the following accessories:

  • 19V/2.37A and a 19V/6A Power adapter
  • 512GB NVMe SSD Gen3 M.2
  • 64GB SD card
  • DP to DP cable and monitor
  • Windows 10 PC
  • Jetson has > 36.4 UEFI firmware version

I am following the intructions to install JetPack 6.2.1. I am at the section “Boot with JetPack 6.x SD Card” step 4. (link to instructions - here) Note: I do not have a Ubuntu OS on any of my other PCs.

After flashing the image to SD card, I power-on the jetson board and see the following screen:

https://preview.redd.it/fjwyu43fq12h1.jpg?width=1052&format=pjpg&auto=webp&s=ca5e1ccc7fb153802378a0ba124a83d43fa2d434

Initially, after this screen, it would start logging a lot of lines on black screen starting with numbers or OK in square brackets.

While trying the same thing today, after this screen, the fan stops for a few seconds and then starts again. But, the screen is completely black now. I do not understand how to solve this issue.

I need help to solve this as soon as possible.

I tried to SSH via USB and Ethernet but no success. I think, during boot, it is not even able to reach the network setup stage.

reddit.com
u/Accomplished-Claim79 — 4 days ago
▲ 20 r/NvidiaJetson+5 crossposts

My Orange Pi 5 Plus just ran a full SEO campaign for a local business, $0 in hosting costs making $100/month for a pilot program!

The Orange Pi 5 Plus in my stack serves as the Ollama model server, running qwen3.5:4b at about 7GB RAM. This week it powered something I'm pretty proud of.

My AI crew ran a complete local SEO campaign for a tattoo shop in San Diego. Here's what it generated automatically:

→ 8 keyword-optimized landing pages targeting San Diego

tattoo searches

→ 3 blog posts with proper meta descriptions and local

keyword targeting

→ 4 weeks of Google Business Profile posts

→ Review request SMS templates for the artists to send

after every appointment

→ Competitor research logged to PostgreSQL

The Orange Pi handled all the inference. Total AI cost for the content generation: about 30 cents in Claude API calls for the final polish pass.

A traditional SEO agency charges $1,500-2,500/month for this. The whole pipeline runs automatically every Monday morning via cron job.

Just posted a full video walkthrough showing exactly how it works, the agent architecture, the PostgreSQL schema, the Squarespace implementation, everything.

https://www.youtube.com/watch?v=a0NXVsqu5jQ

What are you all running on your Orange Pi?

u/Weird_Night_2176 — 12 days ago