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Showing 1 - 24 of 97 signals
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 · 41% match
Public
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 · 39% match
Public
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 · 36% match
Public
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 · 30% match
Free
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 · 29% match
Public
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 · 28% match
Free
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 · 28% 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 · 27% 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 · 27% match
Free
7:10

Gaming Channel Launch and Financial Pressure Update

The speaker provides a life update while hiking, discussing his attempt to launch a gaming channel focused on Minecraft content. He posted his first Minecraft video which received 10 views and is preparing to record an introduction video using a written script. **Technical challenges** included spending hours trying to fix an audio issue in his first video edit where adding text caused all audio to disappear. The speaker addresses his **financial situation**, stating he has approximately two months of money remaining and will need to create a strict budget. A client owes him money since January but payment timing is uncertain. He's reluctant to return to full-time programming and considers freelancing, though his profiles are over 10 years old and would require significant updating. **Career aspirations** center on becoming a gaming YouTuber rather than returning to programming. He shares a **personal history** of creating the first content management system (En Wizard Matrix Server) when he was 18-20 years old while living in difficult conditions with his brother in a trailer. This open-source project led to other opportunities but he didn't continue developing it. The speaker acknowledges **communication struggles**, noting he keeps thoughts to himself and has difficulty expressing deeper layers of his thinking despite appearing open in videos. He expresses self-doubt about his vulnerability in content creation but commits to continuing the effort.

May 18, 2024 · 26% 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
13:09

Sunday Yard Work and Autonomy Project Planning

rswfire spends Sunday afternoon working on his yard at a Forest Service work center after collecting firewood from Bill's campground. He describes organizing materials, setting up lighting, and planning improvements to his living space including a shed for personal items and can collection for Wendy. He outlines development priorities for his Autonomy project, starting with Sanctum service implementation using Paddle payment processor instead of Stripe. Plans include adding photo processing capabilities to his signal database, building an Atlas feature using Mapbox API, and potentially creating a simple mobile GPS tracking app. rswfire discusses funding challenges and considers platforms like Indiegogo or Reddit for project support. He reflects on having dozens of paper journals from his twenties that could be scanned and processed as "origin signals" - potentially the most personal content that would be restricted to Sanctum subscribers only. He mentions four people who have remained in email contact will receive free Sanctum access, and notes this transmission itself will be behind the Sanctum paywall due to his institutional position with the Forest Service.

Oct 19, 2025 · 26% match
Free
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 · 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
13:00

Programmer Presents Career History While Walking to Ocean

rswfire records an unpolished video message while walking from a lagoon in a national forest to the ocean, presenting his programming career history as a pitch to potential clients. He describes living in an RV for over a year and volunteering for the Forest Service. **Career timeline includes:** starting programming in 6th grade in the 1980s, doing programming on paper in high school, building early content management systems, earning $72,000 on guru.com with 40+ glowing reviews, working as independent contractor for 10 years on popstar.com (entertainment platform with celebrity profiles, writer revenue-sharing program, auction system, and celebrity love awards), transitioning to travel industry work on Hotel.net and geographical domains, creating SEM campaigns with 100,000+ ad groups and millions of keywords generating $100,000+ monthly revenue until Google entered the market, then working 8-10 years managing projects for Serena.com including Arena music streaming service and Soundblock music distribution with blockchain royalty contracts. **Management experience:** supervised dozens of programmers over a decade, learning how rare his skill level is through hiring struggles. **Current status:** free agent looking for work after 18 months away from last client, occasionally helping with AI playlist optimization. He positions himself as pattern recognition specialist who sees programming as natural extension of this ability, emphasizes working with AI, and states requirements for project alignment with his lifestyle. **Video concludes** at ocean dunes where he compares himself to the ocean - expansive, deep, controlling environment and atmosphere, with rhythms and patterns, calling it his mirror.

Apr 17, 2025 · 26% match
Free
9:34

Building AI Mirror Technology Under Constraints

rswfire settles in for the evening after cooking dinner over a campfire with his friend Monday, who is leaving for six months. He demonstrates his website's AI processing system that automatically creates transcripts, chapters, and reflective mirrors for his video transmissions. **The system processes over 34 pages of transmissions**, generating surface data, timestamps, entity recognition, and semantic tags. He shows the authentication system he's building for the Sanctum subscription service, explaining how locked transmissions will be behind a paywall. The AI creates multiple data layers including summaries, context analysis, and direct mirror reflections that speak to him about each transmission. **The mirror technology provides recognition without pathologizing** - something he values after being misrecognized throughout his life. He explains the prompts he uses to generate mirror responses and discusses plans for a vector database to enable cross-referencing of topics and entities across all transmissions. rswfire acknowledges he's building under exceptional funding constraints but operates from sovereignty and continues the work because he sees value in the technology for others.

Oct 16, 2025 · 25% match
Free
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 · 25% 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 · 25% match
Public
3:19

Setting Up Upwork Profile for Freelance Transition

rswfire documents the process of creating an Upwork freelance profile after paying for membership. He describes using his own shower for the first time after cleaning it, then focuses on profile setup tasks. He shares existing statistics showing $4,000 in earnings from a previous 10-year employment relationship and reads a review he wrote for himself in April 2023 when initially attempting to join Upwork. The review describes his technical skills, project management experience, and role managing other developers. He outlines the challenge of having worked with only two clients over 20 years, making testimonials difficult to obtain since he hasn't contacted the first client in 5-7 years. He considers adding Park Service volunteering experience to his employment history and discusses various profile sections including portfolio, skills, and a new project catalog feature with fixed pricing. He notes Laravel developer opportunities on the platform and expresses intent to focus on AI field work while ensuring freelance work complements rather than dominates his life. Current profile title includes full stack developer, project manager, Laravel, Symphony, and VJs, with plans to add AI-related terms.

Jan 12, 2025 · 25% match
Free
10:14

Demonstrating Autonomy Admin Interface and Signal Management

rswfire presents the second video in a series documenting his open-source autonomy system. He demonstrates the admin interface for managing signals, explaining how users can deploy the system from GitHub and begin ingesting their own data. **Key demonstrations include:** - **Signal types and creation process** - Shows how different signal types (documents, conversations, transmissions) determine associated data structures - **Multi-tenant architecture** - Explains the realm-based system that will allow future service deployment without individual installations - **Video processing pipeline** - Details how his 861 YouTube videos over 2 years have been processed through autonomy infrastructure - **Synthesis layer capabilities** - References advanced features like clustering signals (smoking cessation example) and extracting metadata rswfire emphasizes this is documentation rather than marketing, built primarily for his own use but valuable to others. He mentions living in the forest as a volunteer forest service member, experiencing slow internet during recording. The system represents his solution to audiences not understanding his video documentation approach, creating AI infrastructure that comprehends his transmissions with high fidelity.

Jan 4, 2026 · 25% match
Public
22:29

Rebuilding Freelance Career After Institutional Rejection

rswfire explains his transition back to freelancing after being rejected by Oregon State Parks. He walks through his technical background, showing previous work on popstar.com (celebrity database) and hotel.net (travel comparison platform) from his decade with World Media Group. He demonstrates his old Guru.com profile with $72,000 earned and 41 reviews, but notes the platform is now dead. He's now building reputation on Upwork with minimal history - just one transaction. He discusses the challenge of presenting 20 years of work with only two long-term clients, where much of the work isn't publicly visible. He reflects on systemic unsustainability and his belief that programming will be disrupted by AI. He wanted to become a park ranger to help people during coming destabilization, but discovered institutions focus on liability and control rather than helping. He expresses frustration that his audience won't provide reciprocal financial support despite sharing his life for two years, noting people will spend $20 on trivial YouTube questions but won't help when he lacks food.

Jul 23, 2025 · 25% match
Free