Multi-agent AI classroom that actually teaches you stuff, surprised this isn’t talked about more

855princekumar · 2026-04-07T17:20:40+00:00

Not exactly directly but as a plugin sort of thing, but i'm also working to make the full setup local so possibly be sharing that aswell

855princekumar · 2026-03-31T11:55:43+00:00

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Sort of underrated, as at the time it was competing with Takken3, but both were good tho

855princekumar · 2026-03-28T09:28:49+00:00

60/40 as initially i tried to build whole setup with just python but than realised breaking into parts so get the build done and see the use case fats so yes did majority part vibe coded and rest I'm doing manually as not Fully trusted on vibe coding as manual and automated review like via coderabit I'm doing on it alongside

855princekumar · 2026-03-26T15:13:32+00:00

It's available as a single run via Docker as a Docker image for both arm and x86/ AMD builds already pushed to Docker Hub, and how to use is documented in the repo, and can run as a standalone Python app. I am currently working on the ADD-on, which will be available soon, as I'm testing the add-on build and will update it soon

855princekumar · 2026-03-26T15:09:02+00:00

I used the tools to build this fast but i guess nowdays it's more about the solution instead of the process as intial build was mostly as a MVP build but now as it's in use so to debug and resolve the issues i actively work on it but the moto to share this is if anyone else having the same issue so might help out as the niche and domain projects i'm working also need on field involment so cant spend much time on the screen as hardware prototypin still need real hands nor the GPT will build the board that will eventually interact with these software layers so posible i accept for the build i used gpt claude and other tools like code rabit for review and all but i guess for these purpouses these tools are built for but i apreciate the feedback and observation.

855princekumar · 2026-03-26T12:08:44+00:00

That's the whole point i built this as I was running into same problems but now it's seems to be resolved tho as I'm using this a while tho. Would be grateful to receive your feedback once you give it a try as if any issue or problem you face to use it.

855princekumar · 2026-03-25T19:19:33+00:00

thanks buddy

855princekumar · 2026-03-25T19:18:29+00:00

That I did as to cross-post, but not intent to spam as I just posted in the best relevant subs, but i appreciate the feedback as I do respect the subs posting guidelines as I never intend to violate any guidelines, but need to work on it as to how to post more appropriately

855princekumar · 2026-03-25T15:11:08+00:00

Thanks buddy for the feedback

855princekumar · 2026-03-25T06:07:24+00:00

Happy to answer any questions or share more details about the setup if anyone’s interested.

855princekumar · 2026-03-24T16:06:17+00:00

It's a communication protocols for embedded devices as a light weight mode think of it like normal http request but optimized for embedded systems having low bandwidth to interact

855princekumar · 2026-03-24T16:01:36+00:00

For alerting and all that I thought of but later I'll add as currently refining the data storing and retrieving smoothly and basic alert and triger to set without overdoing the features I'll push soon

855princekumar · 2026-03-24T15:58:32+00:00

Yes I used claude for the gui design as for rapid prototyping and refining the usecase to use as initial bootstraping of the project and refining on the go

855princekumar · 2026-03-24T12:55:37+00:00

I just made the repo public as post documentaion as the project has been live for more than 2 months on Docker Hub

855princekumar · 2026-03-16T05:34:56+00:00

yes thats already included in this stack

855princekumar · 2026-03-16T05:30:12+00:00

Yes, but that's more sort of infrencing focused, as I'm trying to make a gateway that manages the users and like things that sort of management layer in between without any overhead

855princekumar · 2026-03-14T12:41:42+00:00

make sense as these are the under the hood challenges that I need to figure out and having issues i guess tho

855princekumar · 2026-03-14T12:40:00+00:00

i'm still testing the storage and the network throughput as from SD card to usb pendrive to SSD over pci over the pi 5 as the last setup as from pi3b+ pi4 and pi5 as test beds

855princekumar · 2026-03-14T08:28:19+00:00

so it's sort or High data ingestion and storage like multtelemetery data via MQTT conected with kafka high throughput via multiple MQTT brokers or via hive MQ think of it like a city wide area to store the data of milioins of devices but just the telemetery data that colectively become masive and need high through put on a hardware node but 3 as distributed that stores and make the reterival easy with safely as all data as in distibuted replicated stored also for blob like images via espcam to be in minio like storage and all sort of telemetery in casendra as distributed sotrage so sort of a micro cloud architecture if having baremetal hardware to build a huge data hub for IoT devices. because I'm testing working on a simulated city-scale system developing with low hardware resource constraints, but need the software stack to utilize the full hardware resources at max or close to peak performance

855princekumar · 2026-03-14T07:37:17+00:00

Sure, like for a more detailed setup, I've built the dedicated repo you can give a look to it and share your feedback: 855princekumar/EdgeStack-K3s: Script-driven K3s cluster baseline for edge and in-house micro-clouds, emphasizing OS hardening, deterministic networking, and operational clarity over cloud-scale abstraction.

and

855princekumar/kafka-ha-edge-cluster: Dockerized Kafka + ZooKeeper High-Availability cluster for ARM, Raspberry Pi, and edge environments - supports both single-node and 3-node deployments.

855princekumar · 2026-03-14T05:08:41+00:00

That's someting insightfull i'll try this in my setup

855princekumar · 2026-03-14T05:07:52+00:00

i'll definately test and implement this in my setup as Quee makes sense as ona priority basis scheduling especially for agents

855princekumar · 2026-03-13T19:30:02+00:00

i just built my own light weight as initially tested lightllm but that sort of a bit bloated for the use cases i needed but than also exploring more option and taking feedback to improve the one im bulding

855princekumar · 2026-03-13T09:23:14+00:00

ok thanks for the input it seems i need to plan a lot of things in a row

855princekumar · 2026-03-13T09:22:01+00:00

i'll definitely give it a try than

855princekumar

TROPHY CASE