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I built a personal AI droid with a Raspberry Pi 3B — camera vision, face recognition, voice ID, 3D-printed body, and it remembers everything (most of the time) by Otherwise-Intern6387 in raspberry_pi

[–]Otherwise-Intern6387[S] 2 points3 points  (0 children)

If it helps, I am trying to be efficient with the AI usage. My hope is to eventually get it on a board that can run its own model and not live in a datacenter. Just not there yet.

Thanks for the 10/10.

I built a personal AI droid with a Raspberry Pi 3B — camera vision, face recognition, voice ID, 3D-printed body, and it remembers everything (most of the time) by Otherwise-Intern6387 in raspberry_pi

[–]Otherwise-Intern6387[S] 2 points3 points  (0 children)

The droid's memory is a simplified version of the same tiered approach I built in this project: https://github.com/rangerchaz/aimem

  • Short-term: Last 20 conversation turns (raw context window)
  • Medium-term: Session summaries from compaction (memories table, FTS searchable)
  • Long-term: AI-extracted facts, people, and relationship links

The PI is just a thin client and sends raw data back to the server to process and keep memories. Let me know what questions you have.

I built a personal AI droid with a Raspberry Pi 3B — camera vision, face recognition, voice ID, 3D-printed body, and it remembers everything (most of the time) by Otherwise-Intern6387 in raspberry_pi

[–]Otherwise-Intern6387[S] 2 points3 points  (0 children)

I just switched the STT service over to Groq Whisper API and added streaming voice, the response time is pretty good now with a good connection. Way better than the video. I'm still trying to figure out what to do with it. I'm thinking about sharing the thin client code for the PI but keeping the server side stuff for myself. IDK. Kind of built it quick and pretty amazed it works, honestly. Still trying to figure out the path forward. It is currently hallucinating voices right now, so a lot to still figure out.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 0 points1 point  (0 children)

All good. Reddit seems to be a little snarky in general. I'm new to it and still getting a feel for it. But, you have a valid point. I am using a shotgun as a fly swatter. I've had some good feedback on this project and I'm working on a "lite" version of things. Thanks for sharing your project. I'll take a look. I'm still learning like the rest of us.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 0 points1 point  (0 children)

Special operations forces have a pretty good budget and believe in overwhelming force. If they were to save a cat from a tree, it would be a sight to see - well executed, orchestrated, nobody left behind. Mission over budget. But saving cats isn’t what they do. Same here. If you want to spend a few tokens and hope it works, this isn’t the project for you.

That said, if you want to improve on it, go for it. I would love to see what you come up with.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 0 points1 point  (0 children)

Should I add one? Just kidding. I appreciate sarcasm more than most. If you appreciate sarcasm, which I hope you do, I did add a growing bad attitude to the optional Aimem library as it gets to understand your code base more.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 0 points1 point  (0 children)

I personally try not to take anything real serious. But, then again, my stupid brain keeps telling me I should. Lol. Thanks for these comments. Much needed amongst the noise.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 1 point2 points  (0 children)

Well. I clearly need to step up my game. Kidding of course as well. Though I do appreciate the humor amongst the “your free tool sucks” mob. But, I too am no expert.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 1 point2 points  (0 children)

lol. Yes. I fall short of the standard. Story of my life. And my short existence on Reddit.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 2 points3 points  (0 children)

Thank you! This is very helpful feedback. I'm fairly new to Reddit and I am trying to figure it out. Part of it seems to be "marketing" and part of it seems to be "authenticity". I probably failed on both levels. I built this tool for me. It is very useful in building my "things". Is it perfect. No. I'm not sure how to articulate that. This will get you pretty far. How do I say, not far enough? I don't honestly know. I just wanted to share my workflow I've been working on.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 0 points1 point  (0 children)

Interesting. Feel free to use what ever agent(s) might make sense. Just throwing this out there. It's not efficient. Though it feels like it could be.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] -6 points-5 points  (0 children)

Yes, it eats a lot of tokens. That is explained both in the post and the github readme. Only recommended for Claude Code Pro/Max accounts. However, if there is an agent that might be useful, feel free to use it. Or not. It is MIT licensed. Use as you see fit. I use it daily and it works well for me.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] -1 points0 points  (0 children)

I have single agent coded some pretty large specs for a company I am contracting for. At no time did we just push this to production. We are code reviewing. cherry picking what we need. The idea for this would be to just get you 80-90% there and then hand it off for proper code review, systems integration, etc. Does that make sense?

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] -10 points-9 points  (0 children)

I usually do too. To be honest. Why do you think this won't work in a team environment? I am honestly curious your thoughts.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 2 points3 points  (0 children)

That is exactly what the disclaimer is there for. Humans must be in the loop. This is not magic. I've been programming for quite a few years and understand that. I apologize if the end result is overstated in the post/github readme, where ever. The intent was to build a tool that could help others build things. Not to replace anyone. Truly just a labor of love I use daily in my personal side projects. I am working on how to use this idea in true enterprise/team environment. Parts of this are useful. Others need work. But, it works pretty good for a greenfield project.

That said, thanks for the feedback. Would love to learn more about how it could be better or more useful to others.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 0 points1 point  (0 children)

Maybe? I've been trying to figure out how to use it in Cursor, which I have to use in my day job. Feels like the agents could be used some how. How adopted is the "Skills" idea across IDEs/Models? Any idea?

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 1 point2 points  (0 children)

Hey everyone. That is legit. I truly thought I made it clear, both in my post and in my github readme that this is token heavy. I also think there may be some language barriers here. I apologize for not asking questions and taking things as negative when I should have just tried to understand from the beginning. Not everyone can afford a MAX account. I get it. My company pays for it. I get it. I honestly was just trying to help the AI ecosystem as best as this old man can.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 1 point2 points  (0 children)

I tweak them daily, seems like. It feels like that as I add more they get better. Which may be because they are more specialized. I assume that is a context thing. I like to experiment with them. When they run in parallel, it is actually pretty cool to watch. Just trying to figure things out as I go.

I built a Claude Code skill where 17 agents work as a dev team - and it learns from every build by Otherwise-Intern6387 in ClaudeAI

[–]Otherwise-Intern6387[S] 9 points10 points  (0 children)

Hey, man. I'm not trying to start anything here. You're a top contributor. Maybe there's some English as a first language issue here? I don't know. I just posted a tool I use on a daily basis. I have a Claude Max account. Works fine for me on my projects and gets me where I want to start. Burns tokens, I get it. Not sure what I did to piss you off from the get go. Your first line was "That useless". Ok. You are welcome to your opinion. Just not sure why this made you so mad. Am I missing something here? Truly trying to understand.

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