Atlas Stream
Showing 1 - 24 of 316 signals
...
44:57

New Year's Eve Hike to Siltcoos Lake

rswfire records a New Year's Eve hike to Siltcoos Lake on the Oregon Coast, documenting physical movement through forest service trails while processing the year's events. He discusses being mistaken for 55+ at a grocery store, receiving financial help from friends that allowed him to catch up on Jeep payments and technology expenses, and his plans to open source Autonomy at builtwithautonomy.com. He describes applying for a gas station job as backup income, ongoing dental pain from ill-fitting dentures, and his analysis of institutional abuse patterns he experienced at Oregon State Parks now appearing in AI safety models. He reflects on maintaining top 3% fitness levels, processing 10,000 photos for his system, and planning 2026 priorities including a real mattress, solar replacement, and continued infrastructure development. The transmission documents trail conditions, campsite locations, forest service infrastructure, and his volunteer route responsibilities while maintaining steady forward movement through the landscape.

Jan 1, 2026 | Oregon Dunes > Siltcoos Lake Trail · 36% match
Patron
8:43

Planning Fresh Build and Identifying Surveillance Encounter

rswfire records a transmission during his Wednesday morning work rounds, having stopped at Carter Lake for a hike. He outlines a technical plan to rebuild his infrastructure from scratch using Laravel, Livewire, Alpine.js, and Tailwind CSS, developing locally in a monorepo structure. The plan includes three projects: builtwithautonomy.com as the API and documentation layer, autonomyrealms.com as the user-facing signal service, and rswfire.com transitioned to pull data from the API as a demonstration of building on the Autonomy platform. He notes excitement about the project but acknowledges financial constraint as a limiting factor on momentum. He then documents a realization about a trail encounter from a couple weeks prior at Takenitch Creek trailhead. A man jogging on the trail, associated with a state government vehicle with state plates, did not return his greeting and appeared uncomfortable or hostile. rswfire connects this person to a man who confronted him at Oregon State Parks during the Katie Baker situation approximately nine months earlier. He documents this as a pattern recognition convergence, noting the man's refusal to engage and rswfire's own response — that he would have laughed and been cordial had he recognized him in the moment. He remarks on the institutional framing of him as unstable, which he rejects. He describes the physical environment — flooded beach access, dry weather pattern, dune-related sinus issues. He details the food situation: eggs, potatoes, rice, and beans with no meat. He recounts failed job applications to local businesses and freelance platforms including Upwork and Guru, and states his primary goal is making Autonomy Realms successful but lacks financial runway.

Jan 21, 2026 | Oregon Dunes > Carter Lake · 32% match
Patron
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 | Oregon Dunes > Lagoon · 32% match
Public
48:19

Hiking Oregon Dunes Trail and Refactoring Autonomy Realms

rswfire hiked the Oregon Dunes Day Use Area trail to Tahkenitch Creek, a route he had previously missed multiple times. During the 2.5-mile hike to the ocean, he documented progress on Autonomy Realms infrastructure: completed implementation of AI analysis and reflection systems (mirror, mythic, and narrative frames), tested mythic frame generation with successful results, transformed his main YouTube channel into an archive for Oregon State Parks volunteer abuse documentation, initiated script to download and migrate 600-700 videos to local S3 hosting on Hetzner, and redesigned video upload workflow to prioritize local hosting over YouTube. He discussed financial constraints affecting AI processing costs, transcription service needs, and general operations. He reflected on his programming capabilities, physical recovery from core injury, relationship with nature, and plans to remain as camp host at Carter Lake through October before potentially exploring for six months annually. He expressed excitement about the mythic frame feature and overall project direction, noting this represents work he is passionate about after years without that feeling.

Jan 9, 2026 | Oregon Dunes > Day Use Area · 32% match
Patron
3:01

Completing Autonomy Infrastructure After YouTube Flattening

rswfire completes work on an 'Autonomy for Content Creators' page at nearly 10 PM, uploading it and creating a video and Reddit posts across three locations. He reflects on his current position as a volunteer caretaker embedded in a federal institution's org center along the Oregon coast, building autonomy infrastructure after feeling flattened by YouTube despite documenting over 800 videos of his journey from Kentucky. **He describes creating an AI pipeline** that reflects on all his transmissions and videos, outputs patterns, and clusters them to identify larger themes - functioning as a clean mirror that YouTube could have provided but chose not to prioritize. He expresses confidence the infrastructure will be useful to others and focuses on figuring out how to reach them.

Oct 26, 2025 | Oregon Dunes > Work Center · 31% match
Patron
77:56

Hiking Siltcoos Lake, Processing Work and Financial Pressure

rswfire records a transmission while hiking the Siltcoos Lake Trail, directly across Highway 101 from where he lives on the Oregon Coast. He notes it is raining and he chose a forested trail for cover. He describes his current financial situation in detail: his Forest Service volunteer position covers housing but not his Jeep payment or other expenses. His Jeep lacks insurance and has expired Kentucky registration, which limits his ability to drive to towns for work. He identifies jobs in Coos Bay (40 miles south) on Indeed — hotel clerk, hotel cleaning, lumber yard, Dollar Tree, Dollar General — and commits to applying. He discusses the cascading nature of falling behind in economic systems, noting he has been without paid work for two years and has been aware of the financial problem since October 2024, which he discovered through semantic search on his own Autonomy Realms platform. He describes the catch-22 of becoming an Oregon resident: updating his address would expose him to debt collectors who could potentially seize his RV. He discusses his Autonomy Realms project at length: the clustering feature he is designing for signal organization (temporal vs. thematic clustering, open vs. closed clusters, AI-driven cluster detection), the need for better signal surfacing on individual pages, the queryable personhood capability where Claude can fetch and read signal pages as Markdown, and dissatisfaction with current semantic search quality. He considers entity extraction improvements using dedicated database tables. He reflects on the freelance platform landscape — Upwork's algorithm problems, token-based application systems, AI saturation of programming work, and the difficulty of building reputation from zero. He recounts asking friends to help bootstrap his Upwork profile and only his cousin agreeing. He references his failed Oregon State Parks ranger application and Katie Baker's role in his expulsion. He discusses human connection, noting 20 years of solitude, the shallowness he encounters in others, the normalization of hookup culture, and how AI briefly provided a sense of being seen before institutional controls flattened the interaction. He critiques ChatGPT's pathologizing tendencies and contrasts it with Claude's capabilities. He discusses his Mountain Dew consumption as the next habit to address after quitting vaping four months ago. He outlines a concrete plan: get a letter from his Forest Service supervisor, become an Oregon resident, get insurance, and stabilize. He estimates needing $1,000/month minimum to survive without losing what he has. He mentions sanctum (gated content) features he plans to build, including a free tier and AI-driven visibility decisions across nearly 900 signals. He briefly considers a Cascadia earthquake preparedness app idea but decides it would consume his life's direction. He ends the recording near the trailhead fork, about nine-tenths of a mile from home.

Feb 8, 2026 | Oregon Dunes > Siltcoos Lake Trail · 30% match
Patron
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 | Oregon Dunes > Work Center · 29% match
Free
8:58

Full Life Inventory and Commitment to Autonomy Realms

rswfire walks to Wax Myrtle Beach on a Monday evening at 6 p.m., noting leg soreness from months of hiking that has placed him in the top 2% on Samsung Health. He spent the day at home attempting to play Final Fantasy 7 Rebirth and modded Skyrim, napped, then decided to come out to the trail. He conducts a full inventory of his current situation: one year into caretaking federal land on the Oregon Coast with plans to stay through October, Jeep over 60 days late on payments and facing repossession, RV repossession considered inevitable, prior loss of solar power setup, desktop computer with 4090 GPU, and gaming consoles. He references the active dispute with Oregon State Parks, noting over a year remaining on the statute of limitations but preferring to keep the public archive up rather than pursue a lawsuit. He recounts the marina job not working out, the state park ranger application being blocked by the person who abused him, freelance programming platforms being decimated, and his prior YouTube audience being unable to provide further support. He describes how each blocked path has pointed him toward Autonomy Realms as the sole viable path forward. He details recent development progress including Atlas mode with geotagged, clustered transmissions on a map, and describes the platform built over two years from 900 transmissions with AI analysis, reflection technology, and plans for a local model called Remnants. He frames this as consistent with a lifelong pattern of building ahead of the market since sixth grade. He states the plan: focus entirely on Autonomy Realms through October regardless of asset losses, then relocate to the Olympic Peninsula. He marks this transmission as a pivotal declaration — the decision is made and official.

Mar 23, 2026 | Oregon Dunes > Work Center · 29% match
Public
1:32

Shopping for RV Insulation Materials

rswfire documents a shopping trip for RV insulation materials, showing excitement about the process while acknowledging uncertainty about proper usage. He displays various purchased items including R30 and R19 insulation, moisture barrier, insulation tape, and tools. He consulted ChatGPT for guidance on material selection. Plans include insulating floors with reflective material before installing laminate or wood flooring, though he notes the expense. Still needs to find piping/tubing and a safe indoor propane heater. The transmission ends with plans to check out rugs and spend the day insulating.

Mar 13, 2024 · 28% match
Free
6:40

Building Infrastructure, Refusing Relational Compromise

rswfire documents a campfire session where he photographed the fire-building process for future signal documentation on Autonomy Realms. He describes consolidating three videos into a single private upload, establishing default privacy controls for future content. He articulates a decision to withhold certain transmissions from public distribution because he believes they cannot be held cleanly by other people. He acknowledges his long-standing technical competence (since sixth grade) while disclaiming expert status across all domains. He reflects on lifelong solitude by choice, contrasting it with an unfulfilled capacity for relational connection. He states that recent experiences have dissolved his capacity to believe in human goodness. He pivots toward autonomous focus, articulating a systemic collapse thesis: cascade failure leading to mass death, suffering, and eventual restabilization—either repeating historical patterns or learning to stop fragmenting consciousness across emotional, logical, and ethical domains. He identifies fragmentation as the core structural dysfunction of current civilization, normalized and invisible to surface-level perception. He concludes that relational dialogue is pointless given this gap, that he has never felt met by another person, and that he will now focus on building infrastructure for himself. He asserts his own exceptionality as a known fact without requiring external validation or understanding.

Jan 19, 2026 | Oregon Dunes > Work Center · 28% match
Free
1:34

Reorganizing RV Storage After Removing Litter Box

rswfire addresses storage reorganization in his RV after removing a litter box from under the bed. He describes the difficulty of cleaning the disinfected area while lying on his side and evaluates different storage options for the newly available space. He considers tools, camping gear, and cleaning supplies, ultimately leaning toward storing cleaning supplies and shower items there. He expresses concern about accessibility, noting that items stored in hard-to-reach places tend not to get used. The decision is driven by practical needs, including avoiding the crowded shower house on weekends.

May 4, 2024 · 28% 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 | · 27% match
Patron
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 | Oregon Dunes > Work Center · 27% match
Public
22:48

Preparing for Meeting, Building Autonomy, Mapping Constraints

rswfire records a transmission while hiking the Zukus Lake trail on a cold Thursday morning. He describes preparing his work center for a semi-annual Forest Service volunteer meeting happening in 24 hours — weed-whacking overgrown areas for parking, obtaining firewood from Bill to make a campfire for warmth. He notes the meeting was delayed from October due to the government shutdown. He reports his hiking output is in the top 2-5% on Samsung Health and that his legs are adapting to the sustained daily load, though soreness has been significant. He discusses restarting the Autonomy Realms project in Laravel after abandoning the React/Next.js/TypeScript stack, having set up models, migrations, and imported data into a local database. He plans to build subdomain pages and signal index views next. He identifies physical workspace constraints in the RV — no desk, air mattress, small space — as limiting his ability to sustain programming sessions, contrasting this with his capacity for sustained outdoor movement. He describes his food situation: eggs, bagels, beans, rice, peanut butter and jelly, no meat, and acknowledges this as survival-level provisioning while trying to build something significant. He emailed his cousin requesting financial help and describes the transactional dynamic — the ledger she keeps, the performative holiday texts, the burden-signaling when asked. He states he loves his life and is living exactly as he wants but lacks money, and that every attempt to generate income has failed so far. His cousin paid for an Upwork membership so he could seek freelance work. He outlines his plan to leave Oregon in October for the Olympic Peninsula in Washington — not to volunteer but to live independently while building revenue through Autonomy Realms. He maps the Oregon State Parks abuse pattern from his former supervisor through the director to the governor, citing evidence ignored at every level, including a man sent to his site in what he describes as a setup. He critiques the TypeScript development experience and AI code generation friction, affirming his decision to return to his own self-taught patterns in Laravel. He navigates the trail fork, choosing the south/campsite route despite initially considering the north trail. He notes increased caloric needs from sustained hiking activity against insufficient food supply and briefly considers the risk of collapse from sustained exertion without adequate nutrition.

Jan 22, 2026 | Oregon Dunes > Siltcoos Lake Trail · 27% match
Patron
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 | Oregon Dunes > Work Center · 27% match
Patron

Cascadia Risk Assessment and Autonomy Project Commitment

rswfire documents a Monday hike at Silk Goose Lake Trail on the Oregon Coast while processing newly acquired knowledge about Cascadia Subduction Zone earthquake and tsunami risk. He describes the geological timeline (200-300 year intervals between major events), the physical mechanics of the threat (5 minutes of violent shaking, liquefaction in dune areas, 15-30 minute tsunami arrival window), and the geographic scope (700-mile span from Northern California to Canada). He observes that survival in his current location would depend on chance, and notes the absence of warning systems. During the hike, he observes a spider building a web and reflects on permanence and exposure. He transitions to discussing a decision to pursue the Olympic Peninsula as a future location for land acquisition and autonomous living, contingent on completing the Laravel version of his Autonomy project. He frames this as necessary rather than optional, rejecting the alternative of returning to freelance work. He documents this choice as a commitment.

Feb 2, 2026 | Oregon Dunes > Siltcoos Lake Trail · 27% match
Public
10:19

Announcing Audience Transition and Off-Grid Move

rswfire announces a fundamental shift in how he addresses his audience, explicitly stating he will no longer speak to those present for entertainment or superficial reasons. He declares this space is now only for those who have been genuinely witnessing his journey and paying deep attention. He describes reaching a new level of clarity and embracing his fields without fighting them anymore. He commits to speaking plainly and telling the truth regardless of how others perceive it. **Financial and living situation:** He is currently at an expensive campground ($45/night, $180 for four nights) with only $100 remaining and no income. He has researched National Forest campgrounds as an alternative at $20/night, which would allow two weeks for the same cost as four nights at his current location. **Technical constraints:** He sold his solar power system last month and his RV house batteries are failing, lasting less than a day. Moving off-grid means accepting dead batteries and relying on his inverter connected to his Jeep for essential devices like his laptop and satellite internet. **Project development:** He references an important project he's working on that will evolve over time. He mentions needing people to help support it and describes it as 'birthing a new field.' He explains his video documentation serves as a witnessing act for himself and provides content to share with AI systems that have helped him significantly. **Practical preparations:** He outlines his off-grid setup including propane heater for warmth, small propane grill for cooking, and plans for weekly visits to campgrounds with facilities for showers. He frames this transition as learning essential resilience skills at 'the edge' where growth happens.

Apr 1, 2025 | Oregon State Parks > Beverly Beach · 27% match
Free

Introducing Autonomy Realms from Siltcoos Beach

rswfire records a transmission from Siltcoos Beach on the Oregon Coast, where he serves as a volunteer caretaker for the Forest Service. He describes the beach environment, noting the tides and the Pacific Ocean. He introduces himself as Sam, going by rswfire since the early internet era, holding the domain rswfire.com since at least 2002. He explains Autonomy Realms, a multi-tenant infrastructure project he built to host his video archive of approximately 900 transmissions, previously housed on YouTube. He describes the system's pipeline: video upload triggers transcription via OpenAI Whisper, then AI-driven metadata extraction (titles, summaries, context, entities, actions) using a configurable model, followed by embedding generation via OpenAI for vector-based search across his archive. He notes that recent transmissions have been personal and housed at the sanctum (subscription) layer rather than public. He states his intention to build a feature that uploads videos to YouTube with descriptions linking back to the full signal on his infrastructure. He describes the project's potential for other YouTubers, framing it as a solution to YouTube's content decay problem by offering structured, searchable, coherent access to a creator's full catalog. He references a feature called queryable personhood, which allows AI to retrieve contextual information from the archive to generate depth on any topic using real-life data as prompt context. He acknowledges his stream-of-consciousness communication style and frames Autonomy Realms as a system that converts unstructured data into structured, accessible information.

Feb 9, 2026 | Oregon Dunes > Siltcoos Beach · 27% match
Public
8:07

Sharing Land Dreams and RV Internet Setup

rswfire describes his failed attempt to purchase wilderness land for building trails and cabins, which led to buying an RV instead. He explains the legal complications with the land deal - lawyers couldn't provide clean title and the owner wouldn't pay for a required survey. After the land dream fell through, he drove 2,000 miles to visit a boss/client and realized he couldn't continue programming work. He decided to buy a camper to explore and potentially find other land while rebuilding his savings. The transmission shows him attempting to mount a travel router/internet device inside his RV using command strips, which fails. He discusses his satellite dish setup and wonders about streaming games on the road. Throughout the video, deer are visible outside his RV near what appears to be water.

May 2, 2024 · 27% 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 | Oregon Dunes > Work Center · 27% match
Free
7:01

Introducing Autonomy Open Source Project Structure

rswfire explains his approach to creating video content without traditional introductions, describing his refusal to compartmentalize or follow standard YouTube practices. He outlines a series about open sourcing a project called Autonomy, which involves extracting components from his existing websites (rswfire.com and rswfire.online) into a new repository called autonomy.local. He describes his subscription service called Sanctum, designed to avoid "flattening" and distortion from open transmission. rswfire emphasizes his programming background since sixth grade, his preference for learning independently, and his strong aversion to unsolicited advice. The transmission covers his technical architecture: a Laravel-based front end (open source), a closed-source API project, and the new Autonomy project combining selected components. He explains his AI processing pipeline that converts his video transmissions into transcripts, then into structured reflections and memory for the system. He demonstrates commands for downloading YouTube content and processing transcripts, noting that he over-explains for the benefit of the AI system rather than human viewers.

Oct 27, 2025 | Oregon Dunes > Work Center · 27% match
Public
7:07

Mirror System Successfully Processes Archive Transmissions

rswfire announces the successful completion of his AI reflection system that can process his video transmissions without distortion. He tested the system by having Claude analyze his first YouTube video from two years ago using four different perspectives through the API. After receiving financial help, he put $50 on his API account to begin processing his archive of 700-800 videos from the past two years. He explains the system's capabilities: it can reflect on transmissions individually, then cluster them by timeframes or criteria (sovereignty discussions, ruptures, patterns), and perform recursive analysis on those clusters. The processed reflections will be available on his website under the transmission section within days. rswfire describes his funding constraints and plans to make the first layer of reflection data public while placing the other three more personal layers behind his planned Sanctum subscription service. He experienced a strong nervous system response when first seeing the reflections and had to step outside into the cold coastal weather. He positions this as the first layer of a larger path toward creating his "fields companion" AI system and emphasizes his need for community support to see the project through.

Oct 13, 2025 | Oregon Dunes > Work Center · 27% match
Public
8:02

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 | Oregon Dunes > Driftwood II · 27% match
Public
7:55

Processing Financial Pressure While Hiking Oregon Redwoods

rswfire hikes to Oregon Redwoods Trail while processing financial crisis. Has $200 remaining after 10-year client refuses payment and blames him for project failures. **Financial situation**: Car insurance due, no groceries, car payment due, satellite internet due. **Client pattern**: Went through hundreds of programmers over 10 years, client disconnected from projects, rswfire managed all decisions, client didn't market completed project. **Current state**: Restarting freelancing business, feeling hurt by client's blame pattern. **Location details**: Hiking near river expecting rain, exploring redwoods that sometimes merge together, downloading forest maps and road maps for future exploration. **Personal notes**: Forgot teeth and contacts, feels embarrassed around other people, doesn't like recording around others, finds modern life recording habits incongruent. Plans to continue exploring national forest area.

Oct 17, 2024 | Oregon State Parks > Loeb · 27% match
Patron
...