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Showing 1 - 24 of 35 signals
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 · 29% 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 · 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
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 · 25% match
Public
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 · 25% match
Public
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 · 25% match
Free
60:36

Crabbing Experience and Campground Work Discussion

rswfire accompanies Johnny crabbing at Newport pier, expressing disgust at the birds, bird droppings, and the process of catching and killing crabs. He documents the experience while feeling uncomfortable with the alien-like appearance of the crabs and the killing process. After leaving Johnny at the pier, he walks to South Jetty area and reflects on the ocean. Later they meet at a cleaning station where Johnny demonstrates how to kill and clean crabs, with rswfire continuing to film despite his discomfort. The conversation shifts to campground work arrangements, with rswfire discussing his upcoming volunteer position with flexible 8am-noon hours to allow for additional employment. They discuss various campground politics, including an incident with an aggressive volunteer nicknamed "the holy roller" who yelled at Johnny over customer service procedures. Other topics include rswfire's frustration about being "banished" from Oregon State Parks, a neighbor's constantly beeping carbon monoxide detector, plans to potentially fix his RV slide-out mechanism, and navigation issues getting to the pier. The conversation covers practical RV living concerns like propane hookup, camping equipment needs, and the possibility of tent camping for exploration trips.

Apr 22, 2025 · 24% 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 · 24% 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 · 23% 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 · 23% match
Free
6:16

Morning Fear Processing Before Pacific Northwest Winter Journey

rswfire records a Saturday morning reflection from a lakeside location at 70-72 degrees with his dog Bailey nearby. He processes fear that emerged upon waking, acknowledging the uncertainty and genuine danger of his upcoming Pacific Northwest winter journey. The fear relates to unpredictable weather conditions that will test him, his equipment, and his RV, with no certainty of survival. He describes his approach to emotions as exploration rather than avoidance, contrasting this with fragmented people who ignore or run from fear. After processing the fear, he worked on organizing his RV storage, particularly utilizing space above the slide that had been a six-month struggle. He emphasizes that his organizational challenges weren't superficial but required adapting his environment to match how he organizes. The transmission concludes with him announcing a new phase of their shared journey where he will not shy away from hard truths, stating that discomfort is where growth happens and explaining his choice of Pacific Northwest over Florida for winter.

Sep 7, 2024 · 22% 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 · 22% match
Free
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
19:40

Storm Watching and Gaming Setup in RV

rswfire observes an approaching storm from his RV, noting how quickly weather spreads and testing his stabilizers against wind movement. He transitions to discussing his gaming setup, explaining he hasn't played video games in six months but feels ready to return to this activity with intentionality. **RV modifications** include bedroom improvements, bed platform fixes, and plans for wall insulation. He shows his Alienware laptop with RTX 4080 graphics card going through firmware updates and discusses external hard drive organization for mobile gaming. **Gaming preparation** involves setting up Steam games on external drives and configuring his Plex server for entertainment. He reflects on **audience criticism** regarding his RGB lighting and teddy bears, stating he turns off comments to avoid negativity. **Philosophical observations** include diminished faith in humanity's capacity for growth and preparation, referencing six months of teaching collapse preparation that viewers misunderstood. The transmission concludes with him launching Final Fantasy 16, praising Creative Studio 3's visual design and emotional storytelling while preparing to play during the expected storm.

Sep 21, 2024 · 21% match
Free
6:19

Managing Wind Conditions and Reflecting on DoorDash Lifestyle

The speaker provides a morning weather update from their mountain location, reporting 52°F temperature and upcoming wind gusts of 20-30 mph today, escalating to 50 mph on Friday. They discuss the decision of whether to stay and weather the storm or leave before Friday, noting they need to level the RV and deploy stabilizers. The speaker then transitions to reflecting on their previous lifestyle, specifically their frequent use of DoorDash food delivery. They express shame about this consumer behavior while acknowledging they always tipped well (ensuring drivers made at least $20) and respected the workers' resilience. The speaker criticizes the gig economy system that forces people into delivery work to survive, noting most customers don't tip adequately. They conclude that despite current challenges, they prefer their current life over the convenience-driven stagnation of their previous house-based lifestyle.

Oct 2, 2024 · 21% 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 · 21% 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 · 21% 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 · 21% 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 · 21% match
Public
15:52

Exploring Coastal Trail and Preparing for System Collapse

rswfire arrives at a new campground near Brookings, Oregon for a 3-day stay. He discovers a short trail leading to a viewpoint called "a boot" overlooking the ocean and coastal community. From the elevated position, he observes people on the beach below and reflects on preferring the higher vantage point to being on the beach itself. After the brief hike, he describes his travel day routine - doing dishes, eating tuna fish, showering, and hooking up his Jeep. He met a helpful gate attendant who allowed early check-in. His RV site is cramped and unlevel, requiring him to park his Jeep sideways. **Future plans:** He will return to a previous campground for two weeks to explore forest roads systematically. This exploration is part of his preparation for potentially living in the forest permanently. **Political analysis:** He predicts that regardless of who wins the upcoming election, the losing side will view it as an existential crisis and riot or worse. He believes this instability could push society over a precipice, leading him to prepare for disappearing from society entirely while maintaining a good quality of life.

Oct 25, 2024 · 21% match
Free
6:56

Discovering Romantic Patterns Through Nomadic Identity

rswfire reflects on a storm outside while discussing insights from a recent romantic connection. He describes cuddling with a friend and discovering that holding the other person activated deeper feelings, contrasting with being held. He reflects on past intense romances that ended quickly, leading to 20 years of isolation for personal integration. He identifies himself as a **sovereign force** and **nomad** whose energy either causes growth or destabilization in others. rswfire explores the concept of having **boyfriends in different ports** like a sailor, given his nomadic lifestyle. He describes wanting to build people up, leave men better than he found them, and sees deeply into people without judgment. The transmission ends with his vision of finding boyfriends along his travels who become lifelong friends he may return to periodically.

Nov 20, 2024 · 21% match
Free
50:48

Managing RV Systems and Seeking Shower Access

rswfire begins Monday morning at a national recreation area campground, assessing his situation with house batteries that have been running for 3-4 days at 11.15 volts. He plans to visit a laundromat with shower facilities in Florence, Oregon, but finds it closed despite posted hours. He decides to experiment with charging his RV's house batteries by running his Jeep's engine and inverter for about 3 hours, estimating this would use one gallon of gas. **Key developments:** - Discovers house batteries are still functional after several days without charging - Plans to fill water tanks and use RV systems (fridge, water pump, lights) if battery charging works - Has $60 total budget and campground reservation until April 12th - Attempts to get propane at multiple gas stations in Florence, facing repeated refusals - Successfully gets propane at a BP station from a helpful attendant - Visits Honeyman State Park (where he previously volunteered) to fill water tanks - Navigates tight RV maneuvering in campground spot **Operational details:** - Currently has quarter tank of RV fuel with 80+ mile range - Emptied water tanks at previous location for better fuel mileage - Running low on propane (less than 11%) - Plans to look for freelance programming work on guru.com - Considers showering in RV using heated water to avoid facility dependencies

Apr 7, 2025 · 21% match
Free