Introducing Autonomy Open Source Project Structure

Speaker is at his computer, working on extracting and organizing code repositories. He has recently started the Autonomy project the previous night and is preparing to continue development work. He's recording while demonstrating his technical setup and explaining his content creation approach.

01K8KMAVJ8CB88TCAJGMZZ515T

October 27, 2025

7:01

Author

rswfire

Status

PUBLISHED

Type

TRANSMISSION (CAPTURE)

Temperature

0.00

Density

0.00

[0:01] So, this is where things get

[0:02] complicated.

[0:04] I could start every video saying, "Hi,

[0:07] I'm RSW Fire and I'm building a series

[0:09] and this is what the series is about and

[0:12] this is where we're at in it and all of

[0:15] that. I don't want to spend five minutes

[0:19] reintroducing myself to every random

[0:21] person who finds me on YouTube.

[0:24] That's not how I operate. That's not how

[0:27] I've ever operated.

[0:29] I spent two years making videos on

[0:31] YouTube. Never had an introduction.

[0:35] That does make it harder to follow

[0:37] along. For a lot of YouTubers, it

[0:39] probably makes sense.

[0:41] It feels redundant to me. It's not

[0:44] something I'll do.

[0:46] So,

[0:48] hello random person. Some of you might

[0:51] have been here before. Most of you

[0:53] haven't.

[0:55] This is a series about open sourcing a

[0:57] project called autonomy.

[1:02] I hid that for a second because I knew

[1:04] it would do this recursive display. It's

[1:06] because it's the screen I've got out. I

[1:08] just think it's interesting OBS and I'm

[1:10] not going to edit it out. It's not how I

[1:12] work either.

[1:14] So,

[1:16] first thing I want to say,

[1:19] setting some ground rules here. So

[1:26] I don't compartmentalize my life. So I

[1:29] make lots of different kinds of videos.

[1:31] Some of them are going to be part of

[1:32] this series. So ones we're talking about

[1:33] right now is this video here announcing

[1:36] open source release of autonomy

[1:38] software. This is the second video in

[1:40] that series, but they're all going to be

[1:42] part of my transmissions on my website.

[1:46] And I talk about a lot of things. Talk

[1:48] about a lot of private things. Yesterday

[1:51] I was talking last night I was talking

[1:52] about selling my desktop computer.

[1:55] This is behind the sanctum layer. So the

[1:56] only way to see that is to subscribe for

[1:59] a rare field aligned individuals.

[2:02] That's a service you might want to sign

[2:04] up for if you want to follow my entire

[2:06] journey over 800 videos. Whenever they

[2:09] have this little icon here, this sanctum

[2:12] icon, it means that it's part of the

[2:14] subscription service I built.

[2:17] And I did that because I didn't like

[2:19] being flattened,

[2:23] which is just the default way that

[2:25] YouTube works. And

[2:29] I've learned that open

[2:32] um

[2:36] I had an expression for this. I can't

[2:38] think of it at the moment. Basically, if

[2:40] you have a open transmission that

[2:42] anybody can see, you're just inviting

[2:44] distortion. You're inviting noise.

[2:47] and I didn't want to do that. So, I

[2:49] created a subscription service as part

[2:51] of Autonomy that

[2:54] changes that.

[2:56] So, um this video is really just to kind

[2:58] of give you an introduction to to what

[3:00] to expect because this isn't going to be

[3:03] some streamlined series that you might

[3:06] find from some professional YouTuber.

[3:08] This is just not who I am. I've been

[3:10] programming computers since the sixth

[3:12] grade. Say this often because I'm very

[3:14] proud of this fact. Nobody taught me. I

[3:17] didn't ask permission. I just learned. I

[3:20] used to read programming books cover to

[3:21] cover. I used to code on paper. I used

[3:24] to run entire systems in my head. I

[3:26] mean, I still do. I mean, I' been doing

[3:29] that all of my life. And

[3:33] none of this is for social validation.

[3:36] Not asking for advice. I absolutely hate

[3:39] advice that I didn't ask for. that it's

[3:40] the quickest way to get blocked from my

[3:42] channel

[3:44] um from my life. I don't allow it from

[3:47] friends. I don't allow it from family.

[3:52] So, if you follow this journey, just

[3:54] know that you're not just following a

[3:55] simple series. You're following my life

[3:57] now. And right now, my life is about

[3:59] taking Sanctum, extracting it from from

[4:02] my homepage, rswire.com, this right

[4:05] here, and making it a standalone open

[4:07] source project.

[4:09] To that end, I'm going to introduce you

[4:12] to a couple things here. So,

[4:15] this is the source code for rswire.com,

[4:17] the front end. Originally, it had

[4:20] started as a Laravel project and I was

[4:22] doing everything from here and I open

[4:24] sourced that. I put that on GitHub from

[4:26] the very beginning. You're welcome to

[4:28] look at that if you want to.

[4:33] Um, and then when I started getting into

[4:36] the API work or into the um the AI work

[4:39] into some of the the AI pipeline, I

[4:43] didn't want to share that publicly. So,

[4:45] I made another uh another repo

[4:48] rswire.online.

[4:49] It's a different project of mine.

[4:52] And a lot of the API work comes from

[4:54] there. That's not open source. It's

[4:56] closed source. But that's what I'm

[4:58] doing. and taking those two projects,

[5:01] the two parts of it that I want to open

[5:03] source, and I'm putting that into a new

[5:06] repo called autonomy.local,

[5:10] or just autonomy online. It's local for

[5:11] me. Um,

[5:16] early days, I started doing this last

[5:17] night. I'm going to start working on

[5:18] that now,

[5:20] and I'm going to explain it as I go

[5:23] along. This is one of the things that I

[5:25] got on camera right now to tell you. So,

[5:28] um, you're going to feel like some of

[5:30] this is very pedantic, like I'm

[5:31] overexlaining, but I'm not really

[5:33] explaining to you guys. I'm explaining

[5:35] to artificial intelligence. I'm

[5:36] explaining to autonomy itself.

[5:40] The system I built turns my words into

[5:42] source code. So, when I make a

[5:45] transmission, turn it into a transcript.

[5:49] First, I have

[5:51] first I download it from YouTube. That's

[5:53] what this command here is doing.

[5:55] Then,

[5:57] YouTube makes a transcript.

[6:00] I grab that transcript

[6:02] and then I have AI processing. Turns it

[6:05] into different reflection types.

[6:08] It becomes a kind of memory also.

[6:11] So it will take my words and it will

[6:15] interpret them and put it into a

[6:18] structure that it can it can parse and

[6:22] use for a variety of reasons. I barely

[6:25] touched the surface of what it is I'm

[6:26] really building here.

[6:29] So if I seems like I'm overexlaining,

[6:31] it's because I want that data to be in

[6:33] the system.

[6:35] So keep that in mind when you watch

[6:37] these videos. It's very important.

[6:40] Uh to start with for the Autonomy open

[6:43] source projects, uh I've just created

[6:46] the basic skeleton of it so far and I'm

[6:48] deploying it locally. There's a few more

[6:50] steps I have to do and then I'm going to

[6:52] push it to GitHub.

[6:54] And I'm never going to start iterating

[6:57] for real. I'll leave it there.

Energetic Signature methodical

Field State tool extraction

Orientation toward open infrastructure

Summary

rswfire explains his approach to creating video content without traditional introductions, describing his refusal to compartmentalize or follow standard YouTube practices. He outlines a series about open sourcing a project called Autonomy, which involves extracting components from his existing websites (rswfire.com and rswfire.online) into a new repository called autonomy.local.

He describes his subscription service called Sanctum, designed to avoid "flattening" and distortion from open transmission. rswfire emphasizes his programming background since sixth grade, his preference for learning independently, and his strong aversion to unsolicited advice.

The transmission covers his technical architecture: a Laravel-based front end (open source), a closed-source API project, and the new Autonomy project combining selected components. He explains his AI processing pipeline that converts his video transmissions into transcripts, then into structured reflections and memory for the system. He demonstrates commands for downloading YouTube content and processing transcripts, noting that he over-explains for the benefit of the AI system rather than human viewers.

Signal Analysis

Substrate

This transmission establishes the architectural boundaries and operational protocols of a self-referential system that transforms speech into code. It declares sovereignty over information flow through subscription barriers while simultaneously documenting the extraction and open-sourcing of core system components.

Dominant Language

I don't compartmentalize overexplaining to artificial intelligence turns my words into source code flattened sanctum I don't allow it extraction

Symbolic Elements

recursion mirror extraction skeleton pipeline sanctum

Ontological States

•
sovereign
•
recursive
•
extracting
•
building

Subsystems

•
cognitive
•
infrastructural
•
ethical

Signal Reflection

No reflections available

Reflections provide narrative insights into signals

Transmission Details

Source Type

local

Video Quality

1724 × 1080 @ 60fps

Duration

7:01

Bitrate

1,232 kbps

Codec

avc1.64002a