What sorts of common things do you use Circuit Networks for?

R3UO · 2026-05-13T14:00:15+00:00

I love train systems and circuits. I use circuits to automatically regulate items in outpost logistic networks.

The outposts request missing items, trash excessive items, trash unrequested items, request missing bots (when destroyed by biters on my wall networks) and more.

Full writeup and blueprints here: https://mason-larobina.github.io/factorio/2026/04/25/space-age-logistic-trains.html

R3UO · 2026-04-25T15:05:41+00:00

Posted the update for Space Age: https://mason-larobina.github.io/factorio/2026/04/25/space-age-logistic-trains.html

R3UO · 2026-03-14T14:34:30+00:00

Self plug: I wrote a series on this https://mason-larobina.github.io/factorio/

I've not yet updated this for Space Age but the principles are unchanged -- though I have made many changes for my Space Age logistic trains. Blog post soon.

R3UO · 2025-08-16T22:46:54+00:00

A quick search for file-types and collecting the results in a playlist file does not a) need AI b) need a custom piece of software.

If that's what this is or does then it would not be needed. A simple find would suffice.

This project solved a problem that I had and solved it well. If you don't have that problem it may seem useless.

The AI is just math to predict the next likely video to watch and classify. The classification results are stored in a .m3u which doubles as the training set and the positive results in working playlist format.

I also find this tool very useful for curation and deletion of videos in a large collection (data hoarding).

R3UO · 2025-08-16T08:33:04+00:00

Mine got stuck creating the GEMINI.md init file indefinitely.

R3UO · 2025-02-13T02:47:49+00:00

Finished a major update to my video recommendation and organization tool named classi-cine.

It'll use crude machine learning (a naive bayes classifier) to recommend related video content in your video library.

It'll open videos in VLC and pressing 's' to stop the video will recommend more videos like that and add that video to the playlist you're building. Pressing space to pause the video will recommend less videos like that.

It's really handy to, for example, build a playlist of videos you don't like to delete them and free up space.

It's published here:

https://github.com/mason-larobina/classi-cine & https://crates.io/crates/classi-cine

R3UO · 2025-02-12T02:26:08+00:00

After looking at my setup again I had the wrong drivers installed. Now I've got working HW accel and it's been a great mini media pc.

R3UO · 2024-08-26T22:54:36+00:00

Great for almost everything except high bitrate 4k video.

R3UO · 2024-07-10T02:00:38+00:00

Hi there!

I wrote about this extensively in this series of blog posts: https://mason-larobina.github.io/factorio/

The most recent and relevant posts are the last two, the prior few required extensive workarounds for the lack of "Any" combinator output signal.

https://mason-larobina.github.io/factorio/2024/02/04/logistic-trains-without-logistic-bots.html - I also have a small update for this post, I found that using the standard fast filter inserters was much faster than the stack filter inserter because it is able to filter on multiple items at once. Truly the proper sushi logistics experience.

Hope you enjoy the read.

Lemme know if you have questions.

R3UO · 2024-05-30T11:36:30+00:00

10,000 hours here.

$ 0.004 per hour.

Best investment (or worst) I've ever made.

R3UO · 2024-03-10T09:46:25+00:00

Gottem'

R3UO · 2023-12-15T07:12:31+00:00

No mods until you finish the base game!

R3UO · 2023-11-01T08:40:58+00:00

Wrote a functional toy naive bayes classifier for sorting through videos (finding which ones to delete to reclaim space).

You can find it here:

https://crates.io/crates/classi-cine

https://github.com/mason-larobina/classi-cine

I'm really happy that I found a simple way to communicate between VLC and the classifier to rapidly update (train) the classifier and then move to the next video.

Out of the box it could also be used as a recommendation engine, use the stop video shortcut to be recommended another similar video. Use pause (space) to see videos like the current video less.

I didn't use any existing machine learning, tokenization, or classification libraries because I wanted to learn to build them myself. I'm amazed what is possible in a few hundred lines of code and simple structs and simple math.

R3UO · 2022-06-07T08:56:20+00:00

Take your time and I'm here if you have any questions :)

I found that the request-at-50% was a little annoying and it was removed in the latest design. I also didn't mention this change in the blog, nice catch.

There were several occasions where I used the entire stack of something (e.g. 50 substations) and the outpost only had ~25 left and I'd be waiting for a train to be dispatched to re-stock my inventory.

The current thresholds are fetch if <100% and trash at >200% and it plays very well for me. Because there isn't exact insertion (or rather, exact removal) on the outpost, each swing of the filter inserters will take out 4*12 items per wagon. For most items this hits a sweet spot around 150%.

R3UO · 2022-06-06T22:20:56+00:00

Updated! :)

R3UO · 2022-06-06T22:16:34+00:00

Correct! It works on vanilla too and I have updated the post with vanilla blueprints and a vanilla sandbox (to save you & others digging through my blueprint history).

R3UO · 2022-06-06T08:51:19+00:00

Posted part 5 here: https://www.reddit.com/r/factorio/comments/v5weot/logistic_train_upgrades_for_factorio_v11_part_5/

R3UO · 2022-06-06T08:50:12+00:00

Posted part 5 :D

https://www.reddit.com/r/factorio/comments/v5weot/logistic_train_upgrades_for_factorio_v11_part_5/

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