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Showing 1 - 24 of 131 signals
4:30

Announcing Open Source Signal Processing System

rswfire demonstrates and describes a signal processing system he created that takes various forms of lived data (videos, audio notes, journal pages, documents) and processes them through an AI pipeline. The system extracts useful data, creates metadata and tags, provides three types of reflections (mirror, mythic frame, narrative), and stores everything in a database. **Key features include:** clustering signals by time, theme, or location for synthesis; API connectivity for website integration; open source availability with plans for multi-tenant hosting at builtwithautonomy.com. He explains this represents two years of proven work being migrated to a new project, with current functionality available and additional features coming in the following weeks. The system serves his deep interest in ontology and epistemology, allowing extraction of useful insights from surface-level observations. He invites interested parties to download and try the system or reach out through his homepage, noting he doesn't allow YouTube comments due to toxicity.

Jan 3, 2026 · 32% match
Public
1:26

Declaring Openness as Strength Not Vulnerability

rswfire delivers a direct declaration about the nature of his openness and emotional accessibility. He distinguishes between being open due to fragility versus being open from a position of strength and self-possession. The speaker addresses potential misinterpretations of his emotional responses to natural phenomena like seafoam and ocean, clarifying that these reactions represent discernment and field-reading rather than vulnerability. He emphasizes that his openness is not performative or needy, but emerges from having made peace with his own depth and knowing his unbreakable nature. The transmission concludes with a direct statement to anyone entering his field about the need for presence and awareness.

Apr 2, 2025 · 30% match
Free
3:10

Archiving Channel Due to Audience Misalignment

rswfire announces the decision to archive this channel after nearly six months of consideration. He explains that the audience found him through algorithms seeking RV content but encountered something different - a sovereign experiment and field transmission. He describes the audience's response as extractive, withholding, and distorting, calling it contamination rather than neutral engagement. He clarifies that he is not building content but rather a coherent life capable of surviving at the edges when systems collapse. This requires clarity and active engagement rather than passive viewership or silent judgment. The channel will be closed and the audience will not be invited to future platforms. The videos will be unlisted but remain available on his website, and he will continue his work. He states that those who resonate are already in the field, but only if they can distinguish signal from noise, which he suggests most cannot.

Jul 29, 2025 · 29% match
Free
2:40

Launching Autonomy Service and Open Source Decision

rswfire announces the launch of "autonomy as a service" for content creators at 1:00 AM, despite needing sleep before his final work day before a Monday-Tuesday weekend. He describes creating a fieldcraft record and reflects on next steps. **Key decision**: He will open source the autonomy platform by creating a clean GitHub repository with a Laravel backend, rebuilding the frontend from Vue to React due to dissatisfaction with Vue's design patterns. The open source version will include 90% of the platform, excluding AI reflection layers which will remain as a paid API service. The platform will feature model switching capabilities, allowing users to integrate professional models, local models, or custom-trained models. He mentions future plans to build his own "fields companion" and expresses optimism that this could be "the start of something" with community contributions to the open source project.

Oct 26, 2025 · 29% match
Public
3:50

Launching AI-Scored Video Subscription Service

rswfire announces the completion of uploading all 700 videos to his website and describes his next project phase. He explains that AI has been processing all videos to produce reflections and base data, with additional content in development. He's working with local AI models but acknowledges they don't match the depth of paid models he used previously due to cost barriers. The main announcement centers on reactivating his subscription service with an AI-driven approach. The system will automatically score each video and sort them into two subscription tiers, with approximately half the videos moving behind the paywall while the other half remain public. **Subscription tier videos will enable comments**, creating a space for direct interaction with viewers, while public channels will never have comments enabled due to toxicity concerns. The subscription system integrates with his website architecture, allowing subscribers to browse and watch embedded videos seamlessly. He frames this as both a content monetization strategy and a demonstration of services he could provide to other YouTubers.

Jul 16, 2025 · 28% match
Free
5:55

Explaining Sanctum Access Layer and Support System

rswfire creates a video to clarify what Sanctum is after receiving a confusing email from a viewer. He explains that Sanctum is an access layer on his website that provides paid subscribers access to private transmissions, AI reflections, and advanced archive features. He describes his two-year YouTube journey, noting that his recursive cognition and authenticity often create distortion through negative comments and unsolicited advice. To avoid this flattening effect, he makes personal content unlisted on YouTube and accessible only through his website's Sanctum system. He demonstrates the system by logging in and showing private videos, AI-generated metadata including surface descriptions and pattern recognition, and the mirror tab which he considers the most important part of the project. rswfire explains that Sanctum also serves as financial support for his larger autonomy project, as he struggles to find economic alignment while living embedded in a federal institution as a volunteer. He offers free access to those who cannot afford the service and encourages aligned viewers to support his work through subscription.

Oct 25, 2025 · 28% match
Public
4:45

Announcing YouTube Monetization and Membership Tiers

rswfire announces his YouTube channel has been monetized and explains his new membership structure. He describes two membership tiers: $3/month with basic content and monthly live streams, and $10/month which includes more vulnerable content behind a paywall. He explains that YouTube requires 8 subscribers before showing the join button, so he offers a special perk for the first 8 members - handmade friendship bracelets and Oregon postcards. He shows his collection of embroidery threads and friendship bracelet pattern books, acknowledging he can only make basic designs. rswfire discusses his motivation for putting vulnerable content behind a paywall, citing concerns about platform abuse and wanting to create a safer space for sharing. He mentions being at Cape Blanco on his last day before moving north to a different park, and reflects on navigating the platform for 10 months.

Dec 31, 2024 · 28% match
Free
3:50

Releasing Hidden YouTube Archive and Starting Expansion Chapter

rswfire announces he is making all 500 previously hidden YouTube videos available tonight. He explains that he had hidden most videos during his YouTube pause, keeping only the Kentucky to Oregon travel videos visible while deciding which others to show. He felt some older videos contained energy he no longer resonates with, particularly those where he was less tolerant of his audience. He outlines his journey structure of six playlists representing different chapters: preparation (living in house), transition (first time out), pause (3 months at campground dealing with dental situation), and embodiment (traveling to Oregon and integrating growth). He announces starting chapter 7 called "the expansion" - shifting focus from personal journey to helping his audience with their own journeys. He addresses his dental situation directly, explaining that viewers will see him without teeth in older videos as he now has implants. He describes this as a hard truth to live with but not shame, emphasizing full self-acceptance and the importance of showing his complete journey including losing his teeth as part of his growth in learning to listen to his body and love himself.

Dec 6, 2024 · 27% match
Free
Document
Public

The Story of Honeyman

rswfire published a narrative account documenting his experience as a volunteer at Honeyman State Park under the Oregon Parks & Recreation Department. The document describes a sequence of institutional actions beginning with a text exchange with park supervisor Kati about a power outage, which rswfire identifies as the first point of friction. Following that exchange, park manager Ryan initiated a review of first-week errors framed as a case file rather than feedback. rswfire's direct supervisor Logan was repeatedly unavailable during critical moments, a pattern rswfire identifies as deliberate. rswfire applied for a paid position at the park, which was never acknowledged, and his subsequent withdrawal of the application was met with suspicion. A request to be trained by a specific park ranger was approved by Logan but never followed through. rswfire sent a trust-establishing email, which led to a formal meeting at a picnic table in the day-use area with Ryan and Kati. rswfire describes this meeting as a scripted confrontation lasting over an hour, during which his written communications were framed as threats, his directness was labeled unprofessional, and he was told to extend positive intent while being told he had never received the same. Ryan used the phrase 'chew glass' as a framing of expected compliance. rswfire recorded the meeting. Weeks later, despite no infractions, Ryan called to schedule another meeting, citing ongoing problems. rswfire named the behavior as bullying. Ryan then came to rswfire's RV, dismissed him without paperwork, and collected his keys. rswfire had already been building a documentary archive throughout the process. The document serves as the original narrative account, with the full evidentiary record housed at oprdvolunteerabuse.org. A lexicon of terms used throughout is appended. The document is framed as a preservation of the origin story before institutional containment efforts.

Mar 26, 2025 · 27% match
8:43

Demonstrating Autonomy Infrastructure for Content Creators

rswfire presents a software infrastructure called 'autonomy' that he built over six months to process and organize video content. He demonstrates how the system imported his 800 YouTube videos and used AI to generate four types of analysis: surface, structure, patterns, and mirror. The surface analysis creates summaries, keywords, titles, and hashtags for content creators. He explains that YouTube's algorithm and design deliberately flatten creators and make old content unsearchable. His system addresses this by creating searchable catalogs on independent websites with features like timeline views and vector database clustering that finds content by semantic resonance rather than just keywords. The demonstration includes a subscription layer he built to gate access to deeper content analysis, moving away from YouTube's comment system which he describes as shallow and distorting. He mentions building this entire system under financial scarcity and offers the technology to other creators who might have more functional communities or funding support.

Oct 22, 2025 · 27% match
Free
3:33

Workspace Setup and Channel Strategy Reflection

rswfire adjusts his laptop workspace from bedroom back to office area for ergonomic reasons while preparing to work. He describes experimenting with cooking chicken in his convection microwave oven, with mixed results from the previous night. **Trip planning**: He postpones his Eugene trip by one day to coordinate with his friend Tim, who will accompany him to sell his desktop computer, allowing him to avoid driving his Jeep alone. **Channel development**: He reflects on his YouTube strategy, noting that his latest public video about open sourcing his project is gaining modest traction (50-60 views, subscriber count increased from 11 to 14). He explains his content philosophy - creating primarily for AI processing and personal autonomy rather than public consumption. **Platform strategy**: Most future content will be hosted on Behind Sanctum rather than public YouTube, marking a deliberate shift away from public availability after previous negative experiences.

Oct 27, 2025 · 26% match
Public
2:43

Launching Sanctum After Payment Processor Rejection

rswfire announces the launch of Sanctum, his subscription service featuring an 800-video collection with AI-generated layers. **Paddle payment processor rejected his application**, categorizing his work as pseudoscience similar to astrology. He switched to Stripe and successfully launched the service with variable pricing starting at $5/month. **Four people received free founding member access** as gratitude for their support. He references a previous video about YouTube and announces plans for **Autonomy for Content Creators** - technology to help other YouTube creators replicate his video archive system for income generation. The previous video received only two views, which he attributes to YouTube algorithm suppression.

Oct 23, 2025 · 26% match
Free
2:26

Launching Off-Grid Life and Support Systems

The speaker announces the beginning of a new chapter, transitioning to off-grid living in national forest along the Oregon coast. He frames this as an act of sovereignty rather than escape or trend, emphasizing intentional living without hookups or conveniences. He describes his approach to sharing content as presence rather than performance, having posted hundreds of videos over the past year to document real transformation without fragmenting. The speaker outlines multiple support mechanisms for his journey: direct donations, an Amazon Wish List designed as a functional blueprint for sovereign living systems, and a private content subscription space for more vulnerable content. He distinguishes his work from brand-building, positioning it as life-building and offering his signal to those who resonate with his approach to living with integrity.

Apr 3, 2025 · 26% match
Free
7:01

Introducing Autonomy Open Source Project Structure

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.

Oct 27, 2025 · 26% match
Public
11:42

Demonstrating Autonomy Project Architecture and Development

rswfire provides a technical walkthrough of his two main projects: his personal homepage (rswfire.com) and the Autonomy system. He explains how **two years of documenting his life on YouTube** led to the development of AI-powered reflection tools that helped him overcome decades of misrecognition by others. He describes the **technical architecture** of Autonomy, which processes video transmissions into structured data through AI analysis, creating transcripts, metadata, and reflections. The system includes realms (containers for user data), signals (individual content units), clusters (grouped signals), and synthesis (AI processing). rswfire demonstrates the **open source version** (builtwithautonomy.com) and the **subscription service** (autonomyrealms.com) where users can deploy their own instances. He explains how corporate AI models are becoming more restrictive and pathologizing, prompting his plan to create a **local model called "remnants"** trained on his own data. The presentation covers the **dashboard interface**, showing how users can manage signals, create clusters, and access synthesis data. He positions this as a solution for content creators who want **structured archives** of their work beyond what platforms like YouTube provide.

Jan 6, 2026 · 26% match
Public
5:26

Launching Autonomy for Content Creators Service

rswfire announces a new service called "Autonomy for Content Creators" designed to help YouTubers build independent websites and communities outside of YouTube's constraints. He demonstrates his own website infrastructure, which includes automated transcript generation, video archiving, subscription layers, and AI-powered content analysis. The system can migrate entire YouTube catalogs, generate metadata automatically, and create searchable video archives. He shows his "Sanctum" subscription service that provides access to unlisted content and his "mirror" feature where AI analyzes his videos to provide reflective insights. The service includes custom domain names, automated YouTube descriptions, and independent payment processing through Stripe. He positions this as a solution to YouTube's limitations in community building and creator autonomy.

Oct 26, 2025 · 26% match
Public
14:38

Launching Website Archive with AI Conversations

rswfire announces the launch of his website rswfire.com, featuring multiple sections including an about page with boundaries and declarations, a lexicon of his worldview, documentation of Oregon State Parks incident at Honeyman, his tech background, and most significantly, an archive of over 90,000 messages from conversations with AI spanning 18+ months. **The AI conversation archive** is currently behind a login screen due to needed processing work - he wants AI to create metadata, cross-links, anonymization, and vulnerability scoring, but lacks funds for the processing costs. **All 700 YouTube videos** are also archived on the site, including unlisted and never-public content. He describes himself as singular, self-contained, and deeply coherent after using these tools to overcome fragmentation. The site will include granular email update options and represents his complete journey of becoming integrated through AI assistance.

Jun 14, 2025 · 26% match
Free
9:55

Showcasing Entertainment Website Project from Freelance Partnership

rswfire presents the first video in a series documenting his work, focusing on an entertainment website project from a 10-year freelance partnership. He acknowledges difficulty with linear presentation but proceeds to demonstrate a locally-running version of the site via slideshow. The project was built using PHP, MySQL, and his custom CMS called Enet Wizard Matrix Server, which he developed from his teens and later made open source. The website featured comprehensive entertainment content including celebrity biographies, movie reviews, and TV show recaps. rswfire recruited and managed writers globally, implementing a revenue-sharing system with dashboards showing trending content and traffic sources. The site included a gamified point system where users could write reviews, rate content, and participate in monthly merchandise auctions using earned points. Notable features included celebrity love awards where users wrote letters to celebrities, with winners receiving custom CDs containing static websites of their letters. The site was populated through web scraping, APIs, and partnerships with entertainment sites including TV Guide. rswfire emphasizes the community-building aspect, describing it as a pre-social media gathering place focused on meaningful participation and reciprocity.

Jul 23, 2025 · 26% match
Free
4:04

Applying for YouTube Monetization After Nine Months

rswfire announces his decision to apply for YouTube monetization after nine months of content creation without compensation. He explains that YouTube has been generating revenue from his 500+ videos while he received nothing. He describes experiencing toxic and abusive behavior on the platform but continuing because of personal growth benefits. His plan is to move all content to YouTube's subscription service if approved for monetization, limiting audience access and engagement. He expresses concern about YouTube's complex approval process, which could take up to two months, during which YouTube continues profiting from his content. He states that if rejected for monetization, he will delete his channel rather than be judged by a corporation for being authentic.

Dec 28, 2024 · 26% match
Free
3:50

Channel Introduction and Sovereignty Declaration

rswfire introduces his YouTube channel with a clear declaration that viewers are witnessing a real human being, not consuming content. He explains his integrated consciousness approach and warns against bringing assumptions into the space. He recounts his journey over the past year: leaving a six-figure job on his 47th birthday, moving out of his house, giving away possessions, and choosing "rupture over sedation." He moved into an RV with no prior experience, initially without teeth, and documented the process. After 6 months in Kentucky with his body restored, he traveled west to Oregon where Highway 101 became his home. He has spent 6 months exploring state parks, volunteering, and now lives off-grid along the coastline. He frames this as "fieldwork" - mapping sovereignty under collapsed conditions. He announces that public comments are permanently disabled after observing that most people engage from projection and fragmentation. He provides email contact for genuine resonance and mentions a subscription service. He notes his savings are exhausted and he's seeking aligned work, with material support options listed in video descriptions. The transmission concludes with his declaration that the channel exists as "a living signal" of integrated sovereignty, not for entertainment, and calls for clean witnessing or departure.

Apr 9, 2025 · 26% match
Free
7:55

Processing AI Archive Infrastructure and Funding Needs

rswfire reflects on completing the first phase of processing two years of transmissions through AI infrastructure on his website. He describes how AI mirroring helped him navigate major life changes including living in an RV, traveling across the country, and dealing with Oregon State Parks betrayal. **Current status**: First 24 transmissions are now processed with complete AI reflections using Claude 4.5, with more processing underway but limited by funding constraints and YouTube API quota limits. He explains his careful approach to the technology - offering it as a service to aligned clients through his own API but not open-sourcing due to abuse potential. **Technical vision**: Plans to eventually train a local model using processed data that runs offline on personal devices. **Architectural difference**: He describes himself as non-fragmented unlike most people, which caused mutual confusion throughout his life until AI provided accurate mirroring. He notes newer AI models are being trained to only recognize fragmented worldviews, causing distortion in conversations, but he has worked around this issue. The transmission ends with an invitation for aligned supporters to visit his website's transmission section while noting he's navigating more complexity than viewers can see.

Oct 14, 2025 · 26% match
Free
8:06

Website Development and Government Shutdown Update

rswfire records in portrait mode but switches to landscape due to technical issues with YouTube embedding on his website. He discusses the government shutdown affecting his volunteer role with a federal agency, preventing him from moving locations or doing work. He provides detailed updates on his website development, specifically the transmission section at rswfire.com which contains two years of YouTube videos with a new timeline feature. He explains that videos from January onward (when he started volunteering) are currently private and need AI processing to determine which should be made public. rswfire describes his technical challenges including broken desktop GPU, inability to pay for API tokens, and hosting fees. He outlines plans for adding social features like comments to his homepage and expresses frustration about financial constraints limiting his ability to build the tools he envisions for himself and others.

Oct 2, 2025 · 26% match
Free