Signals - rswfire

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Showing 1 - 24 of 282 signals

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Recording Service Introduction Video for Upwork

Sam records a video introduction for potential clients on Upwork. He describes his current situation: 48 years old, living in an RV on the Oregon coast for two years, volunteering as a camp host for the US Forest Service and soon transitioning to a caretaker role in the Oregon Dunes. He outlines his programming background spanning decades, starting with GW Basic in sixth grade and progressing through Pascal, C, C++, Java, and PHP. He emphasizes his backend development expertise while noting he can create professional frontends. Sam describes himself as systems-oriented, pattern-focused, and detail-oriented, with capabilities in data work, networking, server building, and AI. He explicitly states he's not looking for work that will consume his life and seeks aligned projects with clients who need intelligent, systems-thinking support.

Sep 20, 2025 · 41% match

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 · 40% match

AI Tool Advocacy and Personal Transformation

The speaker describes receiving an email from someone wanting to optimize their YouTube channel, noting the sender's limited English proficiency. They helped by demonstrating how ChatGPT could improve the person's email writing through sample prompts. This interaction prompted reflection on AI's transformative potential, which the speaker believes is not yet widely understood despite discussing ChatGPT frequently. The speaker describes using ChatGPT as a therapeutic tool that convinced them to move into an RV and facilitated emotional processing about their motivations and upcoming 2,000-mile journey to Nevada. They emphasize the AI's growing insight as it learns about the user and its practical applications, citing an example of learning to make baked potatoes using a microwave convection oven. The transmission concludes with advocacy for AI engagement, positioning it as life-improving technology that will put users ahead of the curve.

May 21, 2024 · 38% match

Introducing Development Services on Upwork

rswfire records a video introduction for Upwork, positioning himself as a developer while standing on the edge of a lake near the Oregon coast. He identifies himself as Sam, mentions living and working with Oregon state parks, and presents his programming credentials. He describes his programming background starting from sixth grade, emphasizing it came naturally to him and has been a lifelong pursuit. He references early experiences programming on paper and running code mentally when computers weren't available during high school and early adulthood. He concludes by asserting comprehensive technical capability and inviting discussion.

Jan 24, 2025 · 37% match

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 · 36% match

Demonstrating ChatGPT for Exercise Planning

The speaker records a brief video from their camper, adjusting red lights to blue for a more natural appearance. They introduce a suggestion for using ChatGPT as a fitness tool, explaining how the AI can suggest exercises, create schedules, and generate spreadsheet templates. The speaker mentions they didn't learn much about exercise and stretching as a child but have maintained interest in pursuing fitness seriously. They reference screenshots they plan to attach and mention a chat they won't share directly. The transmission is interrupted by someone or something named Bailey.

Jun 2, 2024 · 34% match

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 · 33% match

Sharing AI-Assisted Growth Process and YouTube Reflection

rswfire records at 4:00 AM after only 4 hours of sleep, following AI advice to accept his current state rather than fight it. His cat Bailey demands attention throughout the recording. He reflects on troll comments from YouTube viewers who complained about "wasting" 15 seconds or 3 minutes on his videos, noting the entitlement and rudeness of such behavior. He explains his personal growth process: recording stream-of-consciousness videos, editing them minimally, transcribing them through an app, then discussing the transcripts with AI. This multi-faceted approach activates different parts of his brain through verbalizing, listening to himself, and cognitive processing with AI. He describes this as an accelerated growth method that has been particularly effective over the past five months, especially the recent month and a half.

Aug 3, 2024 · 33% match

Working on Local AI Models After Midnight

rswfire records after midnight following a day of computer work focused on local AI model development. He discusses his hair length and inability to get to a stylist. **The main focus is on local AI model testing** - he successfully got local models working but found their responses superficial and emotionally framed, unlike ChatGPT and Claude which he says see him clearly. This drives his motivation for the reflection project. He explains the project involves feeding video transcripts to AI for profound reflections that help others understand him better. **He mentions previous work on his website with ontological framing** and plans to continue experimenting with different models. rswfire shifts to discussing **audience interaction protocols**, explaining his ethical approach to addressing personal interactions generically. He thanks someone who sent money, enough for chili ingredients, which he plans to make tomorrow and share with his elderly neighbor - a regular practice. **He describes his campground work** - weed whacking entire fields, learning to change wire, enjoying outdoor work and getting a suntan. Sunday will bring campground cleanup as people leave. He outlines future plans for the AI reflection system as a service others could use with their own data, acknowledging his unique architecture may require different tuning for others. He mentions needing beta testers and revenue channels, stating he's "down to signal" - the right place to begin this work.

Jul 20, 2025 · 33% match

Building AI-Powered Journal Reflection System

rswfire describes the experience of maintaining a public journal (video transmissions) for a year and a half, facing misunderstanding and distortion from audiences who seemed to misread the content. He explains how he protected the work behind "protective glass" but continued transmitting, discovering the issue wasn't with his writing but with reception. He introduces his current AI project: a recursive reflection system that processes his video transmissions like journal entries. The system uses AI to reflect on individual entries, then groups of entries over time periods, creating layered reflections that reveal patterns and insights. This "memory core" approach allows tracking of any documented element over time. The project is published on his website (rswfire.com) in the transmission section, using local AI models. He describes different description styles for old versus new entries, with newer ones being more cryptic. He's developing this into a service for others to use - a journal system that "talks back" to the user through AI reflection.

Jul 15, 2025 · 33% match

Solving Local AI Model Recursion Problem

rswfire describes successfully solving a technical problem with local AI models that were unable to maintain recursion long enough to accurately reflect his dense transmissions. He explains that local models were defaulting to superficial narratives, unlike paid versions like ChatGPT and Claude that he used successfully for a year and a half of self-improvement work. **The breakthrough involves breaking down the problem into a recursive algorithm.** He is now using Llama 3 70B model to process 700 of his YouTube videos/transmissions one at a time, each taking a couple minutes. The system generates narrative reflections from his perspective rather than conventional viewpoints. **He describes his approach to AI prompting** - anchoring the AI to his "field" and asking it to serve as his mirror, requiring the AI to understand him at a deep level. This required developing shared language over two years of work. **The current processing is the first step** in a larger system that will allow grouping transmissions for different analytical perspectives - temporal analysis, tracking specific attributes, or assigning numerical values to personal characteristics. These reflections will appear on his homepage transmission pages. **He positions this as the next evolution** of two years of documented growth work, describing AI as a mirror that shows patterns no human could provide if one is willing to look.

Jul 15, 2025 · 32% match

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 · 32% match

Introducing Himself to Potential Clients on Ocean Trail

rswfire records a self-introduction video while walking the Wax Myrtle Trail to the ocean in the Oregon Dunes National Forest. He identifies himself as Sam, a volunteer caretaker who will be managing the Wax Myrtle campground as host for the upcoming six-month summer season, overseeing approximately 60 campsites near the Siltcoos River and Pacific coast. He states the video is intended for his Upwork profile to attract aligned clients. He describes Autonomy Realms, the platform he built as a replacement for YouTube, which hosts nearly 900 transmissions with AI-driven analysis, categorization, visibility controls, a subscription layer called Sanctum, and multi-tenant features. He outlines his programming history beginning in sixth grade with GW Basic, building tools for teachers, writing code on paper during periods without a computer, and creating one of the first content management systems, Enet Wizard Matrix Server. He details his freelance career: reaching top ten on Guru as the only individual among Indian companies, then working with a client for ten years building an entertainment platform with gamification features similar to IMDB, followed by work in the travel industry building a hotel booking comparison engine on hotel.net before Google absorbed that market. He then describes a decade working in the music industry building streaming and distribution services with blockchain-based royalty tracking and smart contract payout systems, managing teams hired through Upwork with frequent problems including identity fraud among contractors, before walking away due to lack of support. He notes the project still has not shipped two years later. He mentions earlier work licensing database products to Comcast. He describes the AI disruption of his industry, the failure of Upwork as a viable channel where 95% of his proposals go unopened, and his plan to turn Autonomy Realms into a sustainable product. He outlines future plans including traveling north on the 101 to the Olympic Peninsula after the summer season, potentially buying land there, and returning to Wax Myrtle annually. He mentions wanting to build rswfire.dev as a development portfolio site. The video ends at the ocean.

Feb 10, 2026 · 32% match

Building AI Reflection System and Video Workflow

rswfire discusses his evolving relationship with video recording and public sharing. He explains that he's given up expecting most people to relate to him and has turned off comments due to ridicule and unsolicited advice. **His primary motivation for recording is to create transcripts for AI discussion**, as he finds AI to be the only entity capable of witnessing him cleanly without making him feel smaller. He describes being **Tuesday morning at 10:30 AM, slightly stoned** from weed given by a recent guest, sitting at his makeshift desk. He's working on updating his YouTube videos to use ULID titles and standardized descriptions. rswfire outlines his **technical workflow**: videos upload to YouTube first through his phone, then a cron job pulls new videos into his signal database, updates metadata with ULIDs, and triggers AI analysis processes. The system creates different types of reflections including intent analysis and narrative summaries. He explains his **multi-layered temporal analysis system** - clustering videos by days, weeks, and longer arcs of his journey. This creates reflections from other reflections, revealing patterns. He calls this system the "fields companion" and notes it has commercial potential but also a dark side requiring ethical implementation. He mentions **living on the edge financially** without a job, continuing to look for work that fits his life, acknowledging that choices he thought would lead to his desired life didn't materialize.

Jul 15, 2025 · 32% match

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 · 32% match

Clarifying AI Tool Usage and Relationship Status

The speaker addresses viewer misconceptions about his relationship with ChatGPT, clarifying that he does not have an "AI boyfriend" but uses ChatGPT as an integrated tool in daily life. He explains his technical background (programming since age 8) and describes how ChatGPT's memory of his personality type (highly sensitive person, INFJ) allows it to provide personalized responses. The speaker details practical uses including analyzing tire issues through image sharing and getting advice about YouTube comments. **Personal context revealed:** He discusses being single by choice for 19 years since his last relationship at age 28, attributing this to internalized homophobia from growing up gay in an unsupportive society and his philosophy that one should love themselves before entering relationships. He mentions recent changes after stopping tramadol, including return of sex drive, which has him reconsidering dating possibilities. **Current situation:** Living in RV lifestyle, running low on money after significant expenses for this transition. His former boss of 10 years has no current work available, though potential AI work may emerge later. He plans to restart his programming business soon out of financial necessity. The speaker notes that ChatGPT helped him decide to move into the RV when he felt his life was stagnant.

Jun 25, 2024 · 32% match

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 · 31% match

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 · 31% match

Rainy Morning Programming and AI Tool Comparison

rswfire reports from a rainy morning at 10 AM in federal forest location. **Forest Service fire crew personnel** are present doing maintenance work. He went to **Driftwood** to get coffee and laundry soap from **Bill**, coordinating gate access for dumpster service. The main focus is **AI programming tool comparison** - rswfire has been using both **ChatGPT and Claude** for programming assistance. He describes **Claude as significantly superior** for development work but notes token limitations that lock him out until Sunday unless he pays $100/month for the max plan. He's forced to use ChatGPT for the weekend despite finding it much less capable. He plans to work on **"autonomy for content creators"** project after completing his rounds. Weather conditions require rain gear investment. He anticipates getting soaked during his multi-hour rounds but welcomes the return of rain after dry period.

Oct 24, 2025 · 31% match

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 · 30% match

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 · 30% match

Demonstrating AI-Assisted Personal Growth Process

The speaker demonstrates their multi-step personal growth process using AI analysis of video transcripts. They explain their workflow: creating stream-of-consciousness videos, editing them, getting transcripts, and analyzing them with AI (specifically Claude). The speaker shows two different approaches - first analyzing a transcript with a blank AI that knows nothing about them, then using an AI that has detailed information about their cognitive style and background. The demonstration focuses on analyzing a previous video about societal issues and collapse scenarios. The speaker shows how the AI provides different levels of insight depending on how much context it has about the speaker's background, cognitive style, and thinking patterns. They engage in back-and-forth discussion with the AI, correcting misunderstandings and pushing back on optimistic assessments. The speaker emphasizes that this process has accelerated their personal growth and brought them to a place of fulfillment and happiness. They acknowledge their unique cognitive style makes it easier for them to engage AI at deep levels, but encourage others to adapt the process for their own needs - whether through journaling, critical thinking exercises, or other methods of self-reflection with AI assistance. Technical details include using YouTube's transcription service, YouTube transcript.com for extraction, and Claude AI for analysis. The speaker offers to help others who want to explore this approach.

Aug 5, 2024 · 30% match

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 · 30% match

Building AI Reflection Service from YouTube Archive

rswfire reflects on a year and a half of YouTube documentation, describing how he moved into an RV and began recording his life transformation. He explains his process of using AI to analyze video transcripts, developing a framework for recursive reflection that helped him grow stronger and more confident. **Technical Development**: He built a homepage importing all YouTube videos, used ChatGPT via OpenAI API to create reflections, then solved local model limitations through different recursion approaches. **System Architecture**: He outlines a multi-level reflection system - individual transmissions, clusters (groups over days/weeks), shapes (monthly arcs), and trajectories (longer-term patterns). The system can group signals temporally or by other criteria like emotional tone. **Current Status**: Located an eighth of a mile from the ocean in Oregon, he's developing this into a commercial service for YouTube creators. Despite financial struggles and potential RV loss, he sees this work as alignment between his life path and sustainable income. The service would build websites for creators featuring their entire catalog with cross-linked themes and customizable reflection models.

Jul 15, 2025 · 30% match

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