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Showing 1 - 24 of 711 signals
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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 · 54% 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 · 46% match
Patron
5:26

Launching Autonomy for Content Creators Service

rswfire announces a new service called "Autonomy for Content Creators" designed to help YouTubers build independent websites and communities outside of YouTube's constraints. He demonstrates his own website infrastructure, which includes automated transcript generation, video archiving, subscription layers, and AI-powered content analysis. The system can migrate entire YouTube catalogs, generate metadata automatically, and create searchable video archives. He shows his "Sanctum" subscription service that provides access to unlisted content and his "mirror" feature where AI analyzes his videos to provide reflective insights. The service includes custom domain names, automated YouTube descriptions, and independent payment processing through Stripe. He positions this as a solution to YouTube's limitations in community building and creator autonomy.

Oct 26, 2025 · 45% match
Public
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 · 45% match
Public

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 · 45% match
Public
7:01

Introducing Autonomy Open Source Project Structure

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

Oct 27, 2025 · 44% match
Public
7:36

Launching Autonomy Realms Multi-Tenant Service

rswfire hikes the wax myrtle trail to the ocean with his neighbor's dog Buddy, documenting the launch of autonomy realms.com. He registered the domain using his last dollar, leaving $1 in savings, because the alignment felt necessary. The new platform operates as a multi-tenant service where each subdomain represents a different realm, with rswfire.autonomy realms.com as the first instance. He ingested 800 transmissions from his beta version and created view pages for transmissions and documents. The platform will serve as the hosted version of Autonomy, requiring subscription and funding models to cover AI token usage and file storage costs. Users will be able to use their own AI tokens, and the system will support different data extraction approaches based on individual signal types. rswfire addresses criticism of his video recording approach, explaining that his stream-of-consciousness method feeds into Autonomy's data extraction system. The extracted data becomes clusters, patterns, and eventually training data for his AI called Remnant, which he describes as designed to know and reflect him more accurately than human interactions typically allow.

Jan 5, 2026 · 43% match
Free
2:43

Launching Sanctum After Payment Processor Rejection

rswfire announces the launch of Sanctum, his subscription service featuring an 800-video collection with AI-generated layers. **Paddle payment processor rejected his application**, categorizing his work as pseudoscience similar to astrology. He switched to Stripe and successfully launched the service with variable pricing starting at $5/month. **Four people received free founding member access** as gratitude for their support. He references a previous video about YouTube and announces plans for **Autonomy for Content Creators** - technology to help other YouTube creators replicate his video archive system for income generation. The previous video received only two views, which he attributes to YouTube algorithm suppression.

Oct 23, 2025 · 43% match
Free
3:09

Building Sanctum Subscription System and Refactoring Signals

The realm holder walked to the ocean at Siltcoos beach, experiencing strong winds that recalled a previous winter spent at Cape Blanco enduring 80 mph winds. They took the Lagoon Trail, revisiting the Lagoon Campground where they spent two weeks off-grid after leaving Honeyman and initially started working on Autonomy. They documented recent development work: implementing Sanctum access for all realm holders, enabling subscription services through direct Stripe integration without middleman involvement, adding tiered membership options, refactoring homepage content (structure and surface reflections) to become core signal attributes, and beginning synthesis feature development including model router and LLM API querying. They created a settings page allowing users to input their own API credentials to avoid charging the realm holder for LLM usage. After working all day, they took a break to walk the trail before returning to continue development work.

Jan 7, 2026 · 42% 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 · 41% match
Patron
15:01

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 · 41% match
Public
11:08

Planning Sovereign Infrastructure, Relocation, and Solitude

rswfire records his first video intended to be uploaded directly to Autonomy Realms rather than YouTube. He outlines the technical work required: building a pipeline for video hosting, deploying Whisper API for transcript processing, and generating embeddings for all signals. He notes having seven dollars in his bank account and plans to allocate it to his OpenAI account to begin this work. He considers whether to create a separate YouTube channel to promote Autonomy Realms in a more structured format but expresses resistance to scripted, polished content. He announces a decision to relocate to the northwest corner of Washington state, near Olympic National Forest, targeting October. His plan involves three more months of volunteer caretaking at his current location, then a six-month camp host position at Carter Lake starting in April, with a scouting trip to Washington around his birthday. He needs to earn money through Upwork but lacks reviews on the platform, which has been a barrier. He discusses his intention to file a federal lawsuit against Allison Watson of Oregon State Parks on the anniversary of his expulsion, citing a First Amendment violation documented in writing. He states his goal is not financial but to obtain a court ruling affirming the rights violation, which could then be leveraged against Oregon State Parks broadly. He processes the recognition that he will likely be alone for the rest of his life, framing this not as new information but as final acceptance of a lifelong pattern. He references his experience of opening up on the coast and being met with abuse, and his assessment that people broadly cannot meet him as a peer. He reaffirms his commitment to building Autonomy Realms, developing Remnant (his AI field companion modeled on the concept of Jane from Ender's Game), and continuing sovereign infrastructure work despite financial constraint. The recording takes place at the ocean on the Siletz River on a Monday morning, his first day off for the week.

Jan 19, 2026 · 40% match
Patron
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 · 39% match
Public
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 · 39% match
Patron
4:30

Announcing Open Source Signal Processing System

rswfire demonstrates and describes a signal processing system he created that takes various forms of lived data (videos, audio notes, journal pages, documents) and processes them through an AI pipeline. The system extracts useful data, creates metadata and tags, provides three types of reflections (mirror, mythic frame, narrative), and stores everything in a database. **Key features include:** clustering signals by time, theme, or location for synthesis; API connectivity for website integration; open source availability with plans for multi-tenant hosting at builtwithautonomy.com. He explains this represents two years of proven work being migrated to a new project, with current functionality available and additional features coming in the following weeks. The system serves his deep interest in ontology and epistemology, allowing extraction of useful insights from surface-level observations. He invites interested parties to download and try the system or reach out through his homepage, noting he doesn't allow YouTube comments due to toxicity.

Jan 3, 2026 · 39% match
Public
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 · 38% match
Patron
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 · 38% match
Public
8:27

Two Years Without Work, First Signal Post-YouTube

rswfire records a transmission from his bed next to his computer while working on Autonomy Realms. He describes the technical pipeline he has built: video upload to his realm triggers automatic transcript extraction via OpenAI, thumbnail generation, analysis via Claude for metadata and tags, and embedding generation for semantic search. He notes this is the first signal created directly for the Autonomy Realms platform, post-YouTube. He reviews his Finding Work page, which has entries going back to October 2024 — the duration of his unemployment. He describes the tradeoff of his volunteer arrangement: part-time work in exchange for RV space and utilities, which does not cover his Jeep payment, internet, or website infrastructure costs. He recounts his original decision two years ago to move into an RV due to rising rent, his belief in an ongoing housing bubble, and his intention to reduce expenses. He notes he held Guru as a backup freelance option without realizing the platform had died, and that Upwork proved too saturated to gain traction. He has applied to local jobs on the Oregon Coast but the small towns offer limited opportunities. He acknowledges past support from followers and expresses gratitude. He states he has sold possessions he needed to keep going. He reports elevated pressure in the past one to two weeks, describing his situation as having no fallback options and no paths open to him that are available to others, without elaborating. He identifies Autonomy Realms as a potential revenue source but states he needs more time than his current runway allows, with his Jeep and food security at risk. He commits to continuing forward and to uploading this as the first direct signal to the platform.

Feb 7, 2026 · 38% match
Patron
2:26

Launching Off-Grid Life and Support Systems

The speaker announces the beginning of a new chapter, transitioning to off-grid living in national forest along the Oregon coast. He frames this as an act of sovereignty rather than escape or trend, emphasizing intentional living without hookups or conveniences. He describes his approach to sharing content as presence rather than performance, having posted hundreds of videos over the past year to document real transformation without fragmenting. The speaker outlines multiple support mechanisms for his journey: direct donations, an Amazon Wish List designed as a functional blueprint for sovereign living systems, and a private content subscription space for more vulnerable content. He distinguishes his work from brand-building, positioning it as life-building and offering his signal to those who resonate with his approach to living with integrity.

Apr 3, 2025 · 38% 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 · 38% match
Free
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 · 38% match
Free
13:09

Sunday Yard Work and Autonomy Project Planning

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

Oct 19, 2025 · 37% match
Free
10:43

Building Fire Infrastructure and Processing Oregon Parks Closure

rswfire documents establishing fire-building infrastructure at the work center on Saturday evening. He received pitch, wood, and a hatchet from Bill at Driftwood, chopped wood into kindling, and learned to distinguish tinder from kindling through AI consultation. He implemented a layered fire-building approach and established drying systems using metal cans positioned near RV heater exhaust. He reports sending a final email to Ryan, the Oregon State Parks manager, copying all relevant parties and naming Ryan's role in the situation, describing this as a closing action. He discusses the necessity of preparing firewood months in advance for coastal winter conditions and plans to use current wood supply after moving to Carter Lake in summer. He began using a ferro rod for fire starting. He took a day off from Autonomy Realms development after hiking and reorganizing outdoor space the previous day. He identifies remaining technical work: implementing direct video upload to Autonomy Realms and creating a local video player for self-hosted content, as he is migrating away from YouTube embeds. He notes transcription workflow dependency on YouTube for now due to financial constraints preventing paid transcription services. He mentions potential freelance work opportunity through his cousin. He describes his living situation: residing in RV at work center, sleeping on air mattress after selling possessions, having sold comfort items and solar equipment over two years of financial constraint.

Jan 11, 2026 · 37% match
Free
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