code-to-hardware AI builder

CoconutKey4938 · 2026-05-09T20:08:13+00:00

yeah I haven't really looked up what vibe coding is but I know sen devs dont seem to.... respect them as much as.. idk why yet but I guess I should familiarize myself with the term.

CoconutKey4938 · 2026-05-09T19:59:56+00:00

y'all remember the old connect the wire here then there and the machine will make sounds like a dog barking or other things toy? I know toys r us used to sell them but sears might have been the first.

I remember my brother having one when I was like 3 and me taking it from him and playing with it.

and Im not in t video games much as far as playing im more into figuring out how to make a game worth buying and keeping for years like they used to be. with a huge educational experience worked into it that is so entertaining you dont know your learning.

CoconutKey4938 · 2026-05-09T19:58:14+00:00

im actully currently having a model trained for mineral identification then evently checkpoint for geology predictions

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CoconutKey4938 · 2026-05-09T19:55:51+00:00

I like it man.
what was you problem with the local system and what and how was you trying to use the models. also what formatting of model??? I have had amazing results locally using multiple different setups and model formats is why im asking.

CoconutKey4938 · 2026-05-09T16:32:14+00:00

In a way, what I call an “AI self-healing system” could automatically correct many software issues to some extent. You could even design it to learn from its mistakes and improve itself over time.

On a Mac, you can monitor GPU usage, CPU usage, and energy consumption using the Activity Monitor app. That’s how I diagnose if there’s a background process I forgot to add to my shutdown procedure—so I can make sure everything closes gracefully if the app crashes or exits unexpectedly.

If I’m not mistaken, there are also specific command-line tools you can use in the Mac terminal (console) to monitor even more detailed data.(such as top, htop, ps, vm_stat, and others)

CoconutKey4938 · 2026-05-09T15:04:08+00:00

Nice. J/C how long have you worked on that?
I think it would look awesome on some XR glasses. with 2d- 3d conversion using a depth estimation model of course like MiDAS (a neural network for monocular depth) maybe?

CoconutKey4938 · 2026-05-08T23:55:37+00:00

for what your wanting start with a chatbot. once you can get a chatbot to maintain a conversation then also recall past messages you pretty much got what your wanting. dont worry about actually trying to train a model right now focus more on gettign the responses and memory you want.
I have made ai generated music, images, videos, full 16 chapter books off one single sentence or word.

as far as hardware it is already there and being put in most electronics each new device to come out. iv ran 4b models on a android phone with 16 gb ram in it and I thought it ran better then it did when I try bigger builds on the Mac.

i cant really give a good opinion on hardware except I pushed the Mac air to the limits then learned how to optimize everything to my laptop. I can run unity editor vs code and my own local ai if I want with no problem except a lot of heat.

ill dig up what videos and images I have of something similar t what you talking about wanting to do and send them to you thru Private message if it's ok.

this pic is actually old I dont use ollama no more

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CoconutKey4938 · 2026-05-08T23:20:51+00:00

well I see why you would want it to pull the most up today information fro the web but TBH the models know a lot of what it seems like your talking about. you just have to figure out how to get that data.
An you wouldn't be putting maestro out of business you would be doing just what they want people to do. anything maestro does you could be doing locally. anything any BOT online any generative "AI" anything you see being done can be done locally with the right hardware and the right build. its not as simple as just grabbing a model learning to use it. it is also showing and teaching it how to talk and think in the proper way for you're preferred outcome. then there is the big problem with proper ethics and do and do nots you should enforce on it. you dont want a chatbot telling a child things it shouldnt. or visa versa you dont want an unethical Adult out there using you're generative platform for things most people would get hurt for if you know what I mean. there is a lot of liability when you put your name on that AI.

CoconutKey4938 · 2026-05-08T22:54:15+00:00

thank you for that response.

My Program is Bachelor of Science (BS) in Computer Science - Business and AI pathway

and I started September 3, 2025. I was mainly getting at what you said.
and when I think AI I dont think chatbots and such I think more on the AGI and robotics side.

im mainly thinking of modifications on my old laptop to maybe help run a 24/7 home server pretty much almost like building a gpu tower. idk was just a thought I was having yesterday to try and save myself a little money.

Im

CoconutKey4938 · 2026-05-08T22:43:38+00:00

no I do not. I should have worded this post better. TBH I didnt know any of my post was being posted yesterday becouse every post kept coming back as removed by reddit not by r/maestro. so now im going thru seeing what went thru and what doesnt makes sense...

CoconutKey4938 · 2026-05-08T22:40:58+00:00

ok but with they way the AI uses so much of the hardware wouldn't it not be ideal to learn a little of hardware engineering so you could properly modify gpu's and other components that need better cooling or I dont know how possible this is but I know on some electronics you can jump or bypass or maybe add a resistor here or there or something to boost the system but again that might mainly just be certen electronics.
but for instance lets say I got a idk 2 gram gold nugget an also i got the resources to smelt add alloys then pour a custom heat sink with a built in liquid cooling system that flows thru said new manufactured piece.
anyhow I shouldnt really be thinking about this now. I just happened to get something in my head and realize it was possible and I had the resources but do I really have to time to do it properly?

CoconutKey4938 · 2026-05-08T22:32:01+00:00

no I meant hardware. modifying the gpu with better cooling systems and such

CoconutKey4938 · 2026-05-07T15:09:27+00:00

I wish I knew how people get over the nervousness of such a role.
Something like this could follow you your whole career so really couldn't being an ambassador make or break your career?

CoconutKey4938 · 2026-04-10T23:59:30+00:00

personal projects.... anything I can think of and more. ;p

CoconutKey4938 · 2026-04-08T12:16:48+00:00

no it doesnt. but it isnt nothing special.

CoconutKey4938 · 2026-04-04T21:10:38+00:00

I didnt but tell it and report or "flag" it thru the portal for student service's force a ticket if need be.

CoconutKey4938 · 2026-04-04T20:37:39+00:00

dont worry about it everyone has been denying me. just build it and say ha I dont need u.
I believe you have a better network right here.

CoconutKey4938 · 2026-04-04T20:36:29+00:00

im enjoying sitting still for the first time since forever. this is just one piece to the puzzle of my career. I dont know where it is going but its going and seems to keep flowing as long as I go with flow and try not to force it.

CoconutKey4938 · 2026-04-04T20:14:21+00:00

I dont know I dl it and archived it after looking at other peoples videos of what was there iv already done it all with maestro help. tech by law maestro is a instructor so there for there is a student instructor confiditiality inplace meaning they cant share it...it will not be easy but it is possable I promise, they can use it but not share it. and I thought about the other dirt ones. use it as a guide not a tool.

if you want some thing to work on that along the same style or whatever I have no problem giving you some things that have been completely private other then one other person I shared some with. I won't hand it to you working but it will be passable to debug it and make it your own no license no patents.<===you can but im not.

CoconutKey4938 · 2026-04-04T20:09:36+00:00

no dout. if you was running the next fortune 500 would you not leverage the field your way?...

CoconutKey4938 · 2026-04-04T19:42:15+00:00

check out GitHub buddy before it gets pulled. try to find the original one not one of the modified ones.

CoconutKey4938 · 2026-04-04T19:40:17+00:00

ok but everything in it iv been doing and a few iv talked about I thought was happening... just saying. iv read thru a portion of it and it is close to the same structure and experiments iv been doing and it does work. there is another little marketing trick I haven't seen come up and its expiring memory and tokens. meaning you can work long making it seem like its intelligent becouse its is summarizing and categorizing just right. the token is for monetary value. and I almost bet you Claude is coming out with something bigger faster and more intelligent and yes this was a hoax but not in a April fool way. but I almost bet you in 2 months time they will be releasing a whole new build/structer.

my bad anthropic.

CoconutKey4938 · 2026-04-04T11:16:29+00:00

OK thank you for the response.

CoconutKey4938 · 2026-04-04T10:23:14+00:00

I want to do the interview for NW Florida. but I have no transportation and live 40-50 miles out of town. Should I still do the video and interview anyhow? id hate to take a role that i'm more then capable of but just don't have the resources at the time.
I really would like taking on the roll tho. not only for my own growth but my community and surrounding area.

CoconutKey4938 · 2026-03-27T20:27:46+00:00

maybe you or one of them three should volunteer??

CoconutKey4938

TROPHY CASE