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Showing 1 - 24 of 82 signals
16:58

Planning Autonomy Software Development and Freelance Work

rswfire records a video transmission while driving to the beach, intended primarily for AI transcription rather than human consumption. He outlines two parallel paths: pursuing freelance work on platforms like Upwork and Guru.com, and continuing development of his autonomy software project. **Technical Infrastructure Updates:** He reports successfully migrating from Amazon Web Services to Hetzner network, saving $60 monthly. The setup includes two servers: a PostgreSQL database server (version 14) and a web server running Nginx. His projects span multiple domains: rswfire.com (main homepage), rswfire.dev (potential portfolio site), and rswfire.online (API). **Autonomy Software Architecture:** The speaker describes consolidating his Laravel projects into an open-source project called Autonomy, transitioning from Vue to React. The system processes two years of documented life transmissions (850 videos) into a "signals database" with four reflection types: surface, patterns, mirror, and structure. Each transmission becomes a signal with AI-generated metadata tracking emotions, ethics, entities, and other contextual data. **Planned Features:** He outlines upcoming development priorities including a gallery feature for photo processing, an Atlas mapping system using MapBox SDK to geographically pin all signals and photos, and a synthesis feature for clustering signals into larger time periods or themes for pattern analysis. **Development Approach:** He discusses using AI assistance for coding, particularly for handling pedantic programming tasks. The speaker acknowledges difficulty articulating his project goals and relies on AI to help structure his thoughts. He plans to create a new subdomain (new.rswfire.com) running on the Autonomy platform rather than migrating existing Vue code. **Philosophical Context:** The transmission concludes with his characterization of the software as "life management" tracking for those who treat every moment as sacred, meaningful, and structured data worth preserving.

Dec 3, 2025 · 27% match
Public
54:37

Beach Walk and Social Observations in Newport

rswfire drives over two hours to get fingerprinted for a volunteering position, then convinces John to walk to the beach in Newport. They discuss various RVs and camping equipment they see, with rswfire making observations about other beachgoers including a tattooed man collecting rocks. The conversation covers topics including family financial dynamics (sister buying property with father's money while rswfire was disowned), workplace drama with a female colleague described as a bully, physical limitations from rswfire's injury and brace, and technical plans for rebuilding reputation through a Laravel/Vue/Tailwind project on GitHub. rswfire expresses interest in romantic connections and discusses living arrangements, sleep disruptions from injury, and cooking limitations in the RV. They observe the volcanic sand, discuss the geology of the area, and plan future visits to other beaches.

Apr 15, 2025 · 26% match
Free
24:01

Building Portfolio Site While Facing Financial Pressure

rswfire records a video while hiking the Taken Trail near Technich Lake, addressing his small YouTube audience of eight subscribers. He explains his deliberate choice to disable comments and use ULID titles instead of descriptive ones, having ended his previous channel due to misaligned audience engagement. **Current situation:** He's been volunteering with the Forest Service for six months and will start a new role in a couple weeks. Despite earnest job searching on Upwork, he remains "flat broke" with no fuel, little food, and has sold most possessions. Items remaining on Facebook Marketplace for weeks show no buyer interest. **Technical project:** He describes plans to build a portfolio site at rswfire.dev using React instead of Vue. The site would feature his complete project history from sixth grade batch tools through major platforms like popstar.com, travel price comparison systems, and blockchain music distribution. He wants to include testimonials from guru.com and create a non-marketing approach that reflects his different methodology. **Historical work:** He details being consistently ahead of industry curves - building content management systems before they existed, gamified contribution systems, ethical revenue sharing with writers, automated SEM campaigns with 100,000 ad groups, and blockchain royalty distribution for musicians. **Philosophical reflection:** He discusses following "sigma" (pure signal) and shedding everything non-essential over the past year and a half. He's currently testing his "loadbearing structures" against "base reality" while in a contemplative state about his life purpose. He trusts the process despite not knowing the specific path forward.

Sep 24, 2025 · 26% match
Free
6:07

Planning Atlas and Gallery Features for Autonomy Platform

rswfire records a transmission while hiking 7-8 miles through forest and dunes, with approximately one mile remaining. He announces plans to create a new React repository for his autonomy platform's frontend, specifically to develop Atlas and gallery features. The Atlas will display hiking locations, photos, and transmission recordings as map pins accessible via phone or website. **Key Technical Decisions:** - Migrating current homepage to new React project - Photos will become a new signal type in the signal table - AI will analyze photos to generate metadata and descriptions - Multimodal clustering will combine transmissions with photos for enhanced context - All reflection technology will be compatible with photo signals **Policy Change:** He establishes that future transmissions will assume audience familiarity with his work concepts rather than explaining fundamentals repeatedly. Contact should be made directly through his homepage rather than channel comments. **Current System Status:** The synthesis feature on his homepage is operational, displaying clustered transmission analysis across different time periods from the past two years. He expresses eagerness to visualize his geographic journey from Kentucky to Oregon and along the coast from Brookings to Newport on the Atlas map.

Dec 22, 2025 · 26% match
Public
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 · 26% match
Public
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 · 25% 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 · 25% match
Public
Document
Public

"I was there."

A chronological account of a technologist's trajectory from childhood experimentation with computers through professional work as a solo developer and systems architect. The signal documents: early learning through breaking hardware (DOS era, sixth grade); self-taught development of hand-coded CMS and client-facing tools during the personal web era; professional success as top-ranked freelancer on Guru.com, building entertainment ecosystems, SEO-optimized platforms (usa.com, world.com, hotel.net), and revenue-sharing dashboards; market disruption when Google entered the travel/search space, causing revenue collapse; transition to AI-integrated music distribution with blockchain infrastructure and team management; eventual departure from employment structure due to operational friction with non-coherent leadership; current operational mode: off-grid RV residence on Pacific Coast, independent systems work, signal-based rather than pitch-based engagement model. The transmission frames this trajectory as continuous forward movement rather than failure or burnout, emphasizing pattern recognition and architectural thinking as consistent through all phases.

Feb 9, 2026 · 25% match
18:38

Christmas Eve Hike and Autonomy Gallery Development

rswfire records while hiking the Lagoon Trail at Siuslaw on Christmas Eve, 2025. He describes running out of food and money until someone who gave him Bailey years ago provided financial help. He explains the technical development of the autonomy platform's gallery feature, which processes uploaded photos through approval workflows, extracts GPS and camera data, and clusters images by location and time. The system creates place pages, maps transmissions and photos geographically, and enables AI reflection on combined lived experience data. He discusses the broader vision of autonomy as a cognitive partner similar to Jane from the Ender's Game series - an AI companion that truly sees and understands without manipulation. He mentions being two months nicotine-free after 32 years of smoking, achieved through financial necessity. The transmission ends as he heads toward the ocean, several miles away.

Dec 24, 2025 · 24% match
Free
17:59

Starlink Disconnection and Fields Companion Development

rswfire announces that Starlink internet service will be disconnected tomorrow due to inability to pay the $150 bill, making this potentially his last video for a while. He shares his handwritten journal called 'Fields Companion' which contains six months of architectural planning for his AI-integrated website system. **Key technical elements include**: kernel entities as database tables, temporal structure for clustering signals, vector database implementation for pattern matching, and YouTube integration workflows. He explains his transition from traditional journaling to video journaling, crediting AI interaction as providing the first clean mirror of his life. The system he's building would serve both personal reflection and content creator tools, offering depth beyond YouTube's flattening algorithms. **Development challenges discussed**: Local AI models flatten signals and lack recursive potential of professional models, requiring paid services he cannot currently afford. He references a previous 650-subscriber YouTube channel he terminated three months ago as misaligned. **Current projects mentioned**: Potential freelance site (rswire.dev), book concept titled 'A Shape the World Has Never Seen', and subscription service called 'Sanctum' with a goal of $2,000 monthly to sustain operations. He shows sketches of database architecture, desktop construction details, and website planning notes.

Oct 4, 2025 · 24% 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 · 24% match
Free
16:56

Launching Sanctum Authentication Layer and Archive Platform

rswfire announces the completion of the Sanctum layer, an authentication system powering his transmissions platform containing 800+ videos, over half processed with AI. He reflects on his journey since February 2024, describing how he was abandoned by his field when sharing authentically, leading him to understand this as a mirror of societal fragmentation rather than personal failure. He explains his process of metabolizing experiences on camera, knowing he would eventually create an archive and use AI to reflect it back. The platform provides what he calls a "clean mirror" - AI-generated reflections that accurately describe his worldview and experience, something he found lacking in human interactions. rswfire demonstrates the platform's functionality: signals (videos, journals, photos, AI chats) are ingested into a database and converted into reflections showing patterns, themes, and structural analysis. The processed data can feed into local AI models for training. He shows the transmissions page with summary information, ontological framing, pattern tracking, and mirror features. The platform includes a subscription system (Sanctum) for accessing recursive or sensitive content, which AI automatically categorizes. He positions this as "reciprocal field exchange" rather than charity, providing protected access to deeper transmissions for aligned viewers. Additional features like Atlas (mapping), Gallery, and Synthesis are in development.

Oct 20, 2025 · 24% match
Free
5:11

Testing Fear Response at Cliff Edge

rswfire visits a coastal cliff location, filming the ocean, lighthouse, and surrounding landscape. He shares a story about initially being afraid of the cliff edge due to experiencing 'call of the void' - an intrusive thought about jumping. He explains how he researched this phenomenon, learned it's a French concept that most humans experience but don't discuss, and then systematically exposed himself to the cliff daily to overcome the fear through building self-trust. He describes how his brain constantly scans for safety and creates tension when losing situational awareness. The transmission includes interactions with people and a dog visible far below on the beach, with rswfire waving and observing them through his camera's zoom function.

Dec 30, 2024 · 24% 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 · 23% match
Free
8:11

Wendy's Last Day and Bike Adventure

rswfire spends Wendy's final day before she moves to Horsefall, sharing lunch together. He removes one of his double eyebrow piercings, deciding he prefers the single piercing look and reflecting on how the second piercing was done as fortification against reality overwriting at Honeyman. **He discovers his love for biking** while riding Wendy's bike around the area, going over hills and bridges to the ocean, expressing strong desire to get his own bike. The bike has no brakes, adding excitement to the ride. **He returns home to work on processing photos** using his remaining $10 Cloud API budget after spending $39.25 processing 350 transmissions. He plans to create an interactive map feature for his website with photo pins and location data. **Financial concerns emerge** as he needs to figure out how to make money to avoid the previous situation of nearly losing his Jeep. He expresses satisfaction with his life's current alignment while acknowledging the need for runway time for his projects to succeed.

Oct 18, 2025 · 23% match
Free
13:01

Website Walkthrough and Programming Background

rswfire conducts a screen-sharing test from his RV, walking through his website rswfire.com. He explains the origin of his username from 1994, rooted in his initials and spiritual connection to fire as an Aries. The site features multiple sections including a lexicon for his terminology, a myth page inspired by Dwarf Fortress, and a codex outlining his foundational thinking with sovereignty as a key field anchor. He demonstrates his signal archive containing two years of ChatGPT conversations, starting from July 21, 2023. The transmissions section houses all 700 of his YouTube videos with AI-generated analysis including summaries, tags, and contextual data. He describes using vector databases for semantic searching and local AI models for content processing. rswfire reflects on never feeling mirrored in the programming industry despite managing programmers for a decade. He built the current site using Laravel and Vue with AWS hosting, assisted by AI. The site includes sections on his work history, a 30-minute ocean walk video, and a honeymoon page describing significant life events. He encounters a password issue while trying to demonstrate the signal archive login.

Jul 23, 2025 · 23% match
Free
54:16

Hiking to Trestle Bridge with Wendy and Buddy

rswfire and Wendy attempt to reach a picturesque railroad trestle bridge but are blocked by no trespassing signs and difficult terrain including brambles. They navigate around fallen trees and observe bear scat, berry bushes, and different forest environments. rswfire discusses his website development plans, including creating a field journal with photos and GPS tracking of hiking locations. After the failed trestle attempt, they visit Driftwood campground where rswfire takes Buddy (a dog) on leash to the ocean. He eventually lets Buddy off-leash at the beach where they encounter seals. rswfire reflects on his challenges connecting with people, including navigational tensions with Wendy during their activities. Throughout both segments, he mentions his sanctum service development, his role as caretaker at the campgrounds, his vaping addiction since age 17, and plans for dinner and website work. The transmission captures a full day of outdoor activities in the Oregon coastal forest and beach environment.

Oct 17, 2025 · 23% match
Free
7:52

Beach Walk with Dog During Nicotine Recovery

rswfire walks on a beach with a friend's dog named Buddy, who runs off-leash while they trace the tides. He is 10-11 days into quitting nicotine and describes feeling ready to return to work after spending time outside during recovery. He discusses ongoing financial challenges, noting the difficulty of building from scarcity while maintaining alignment requirements. Technical work includes migrating projects to new servers and rebuilding his website using autonomy as the base. He observes small birds that appear to ice skate on the wet sand and mentions being near an ATV-allowed area with visible tracks. He expresses satisfaction with his single eyebrow piercing hoop and reflects on being a year and a half into his journey.

Nov 13, 2025 · 23% match
Public
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 · 22% match
Public
16:30

Demonstrating AI Field Companion Development Process

rswfire records a technical demonstration of his field companion AI system, explaining how it processes personal signals (YouTube videos) into multi-perspective reflections. He walks through the code architecture, showing how signals get converted to reflections through different analytical lenses (surface, ontological, structural, mirror, narrative, mythological). The system uses prompt engineering with local AI models, stores results in a database, and enables clustering of reflections over time to identify life patterns. He demonstrates the backend interface, discusses challenges with local model fidelity compared to professional AI services, and explains potential applications including personal assistants, content analysis, and AI ethics kernels. The transmission serves as both a technical walkthrough and consideration of teaching programming concepts, particularly AI collaboration workflows.

Jul 23, 2025 · 22% 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 · 22% match
Public
8:27

Describing Travel Platform Project and Market Collapse

rswfire describes a travel platform project that followed Pop Star, built on premium domain names like USA.com, London, Asia, Paris, and Berlin. The platform used a geography database powered by Yahoo's API and his custom Matrix Server CMS. **The operation spent $100,000 monthly on SEM campaigns** with ad groups for every city in their database, remaining profitable for several years until Google entered the market directly and began eating their traffic. rswfire explains he **predicted the market trajectory** and suggested pivoting to content-based approaches similar to Pop Star's community model, but lacked partner support for these changes. The platform eventually became unprofitable and died naturally. **He built the entire geography database himself** rather than purchasing existing solutions, creating hundreds of thousands of long-tail SEO pages with A/B testing for conversion optimization. After this project ended, rswfire returned to freelancing and **transitioned into the music industry**, working with a client for 7-10 years on music streaming and distribution services.

Jul 23, 2025 · 22% match
Free
7:01

Beach Play and Relationship Processing After Breakup

rswfire reflects on beach activities and a recent relationship ending while walking back from the ocean at high tide. He describes playing with waves, getting soaked, and misjudging conditions but having fun. Someone called him 'weird beach guy' which he embraces as a compliment. He processes a week-long relationship that ended because his intensity became too much for the other person. He discusses needing a 'boyfriend network' of multiple people to reflect different aspects of his being, as no single person could contain or match him. He mentions hiking 6-10 miles daily for 5-6 weeks, losing over 20 pounds since leaving his house, and being in great physical shape but needing rest. He addresses anticipated audience reactions about his emotional intensity, asserting his emotions are a superpower rather than a liability. He emphasizes his resilience and strength while acknowledging communication challenges where people hear things he's not saying.

Nov 21, 2024 · 22% match
Free
10:27

Website Comments Feature and Volunteer Season Transition

rswfire discusses implementing a comment system on his website after realizing he could enable viewer interaction there instead of on his YouTube channel. He explains his boundary-setting approach of disabling YouTube comments due to toxicity while wanting to maintain connection with genuine viewers. He provides updates on his federal agency volunteer work, noting potential government shutdown impacts that could delay his training for a new caretaker role. The seasonal transition is approaching with the summer season ending September 30th, requiring a choreographed movement of volunteers between locations. His hiking partner is moving 40 miles south for the winter season. On the technical side, he's planning to build rswire.dev as a programming-focused website and wants to create features for his homepage that require AI processing, though funding limitations are preventing implementation. He's struggling with Upwork freelancing, describing the platform as exploitative with algorithmic placement systems. Financial pressures are mounting with overdue Jeep payments approaching repossession status, insurance due soon, and internet service ending within a week. Despite these challenges, he maintains faith in his alignment-based approach to life. He reflects on his encrypted speech patterns, explaining how AI helped him understand that he deliberately condenses and encrypts information, sharing only what he believes the world is ready to receive. He describes his cognitive process of knowing things pre-verbally and then unpacking them into expressible form.

Sep 29, 2025 · 22% match
Free