#low-cost-automation
Explore tagged Tumblr posts
robotsblog · 6 days ago
Text
Spielerische Robotik-Ausbildung: igus Low-Cost-Automation bewährt sich im Schulalltag
Frame Grabber 1.6.3 Georg-Simon-Ohm-Berufskolleg setzt auf ReBeL Cobots und Education Kits von igus, um Schülern einen einfachen Einstieg in die Roboter-Programmierung zu ermöglichen Köln, 17. Juni 2025 – Junge Menschen für Technik begeistern: Dieses Ziel verfolgt der Kunststoffspezialist und Robotikhersteller igus mit seinen Bildungsangeboten speziell für Schulen, Hochschulen und…
Tumblr media
View On WordPress
0 notes
sparrowdigit · 4 months ago
Text
Tumblr media
Step-by-Step Guide to Selling Digital Products with Ease
The digital economy is booming, and selling digital products—like eBooks, courses, templates, or printables—has never been more accessible. With low startup costs and limitless scalability, it’s an ideal venture for creators and entrepreneurs. Here’s how to start your journey effortlessly:
1. Identify Your Niche & Audience
Begin by pinpointing a niche you’re passionate about and that has demand. Research communities on social media, forums, or platforms like Reddit to understand pain points. For example, if you’re skilled at graphic design, consider offering Canva templates for small businesses. Narrowing your focus helps you stand out.
2. Validate Your Idea
Before investing time, validate demand. Use surveys, polls, or pre-sale offers to gauge interest. Share a concept on Instagram or LinkedIn and ask followers if they’d buy it. Tools like Google Forms or Gumroad’s pre-order feature can simplify this step.
3. Create Your Product
Focus on quality and usability. Use tools like Canva for design, Teachable for courses, or Adobe Audition for audio guides. Keep it simple—start with one product (e.g., a PDF workbook) before expanding. Ensure it’s professionally presented and solves a specific problem.
4. Choose a User-Friendly Platform
Select a platform that handles hosting and sales. Options like Gumroad, Ko-fi, or Etsy are beginner-friendly. For more control, use Shopify or WordPress with WooCommerce. Prioritize platforms with built-in marketing tools and analytics.
5. Set Up Payments & Pricing
Integrate secure payment gateways like Stripe or PayPal. Price your product strategically: research competitors, consider value-based pricing (e.g., $29 for a time-saving template bundle), or offer tiered options (basic vs. premium).
6. Launch & Market Smartly
Build anticipation before launching. Share snippets on social media, collaborate with micro-influencers, or offer limited-time discounts. Use email lists (start with free lead magnets) and SEO-friendly product descriptions to drive organic traffic.
7. Prioritize Customer Support
Automate delivery using platforms like SendOwl to avoid manual work. Create a FAQ section and respond promptly to queries. Positive reviews boost credibility, so encourage feedback with follow-up emails.
8. Analyze & Scale
Track sales and customer behavior with analytics tools. Identify top-performing marketing channels and double down. Expand your offerings based on demand—turn a popular eBook into a video course, or bundle products for upsells.
Final Thoughts
Selling digital products is a rewarding way to monetize your skills. By starting small, validating ideas, and leveraging the right tools, you can build a sustainable online business with minimal friction. Ready to launch? Your audience is waiting!
Take the first step today—create, share, and grow. The digital world is yours to conquer.
(Word count: 500)
This guide balances actionable steps with encouragement, ensuring readers feel empowered to start their digital product journey without overwhelm. Each section is concise, with practical examples to inspire immediate action.
3 notes · View notes
aidc-india · 3 days ago
Text
Cost-Effective Strategies with Warehouse Management Systems
Tumblr media
Introduction: AIDC’s Vision for Warehouse Management Strategies in 2025
As industries grow and supply chains become more complex, effective warehouse management is crucial for business success. In 2025, companies need advanced yet cost-effective solutions to manage their inventory efficiently. AIDC Technologies India is leading this transformation by offering innovative Warehouse Management Systems designed to enhance accuracy, speed, and visibility across warehouse operations.
AIDC combines state-of-the-art technology with customized strategies to help businesses reduce costs, improve order fulfillment, and maintain real-time control over their assets.
What Are Warehouse Management Strategies? AIDC’s Simplified Explanation
Warehouse management strategies refer to the organized plans and technologies used to streamline the storage, handling, and movement of goods within a warehouse. AIDC Technologies India defines these strategies as a combination of automation, process optimization, and data analytics tailored to meet specific business needs.
By applying smart inventory practices, AIDC ensures that businesses minimize errors, maximize storage space, and reduce lead times — all while maintaining flexibility to adapt to market changes.
Smart Inventory Management: How AIDC Enhances Accuracy and Efficiency
One of the core elements of AIDC’s approach is smart inventory management, powered by their advanced Warehouse Management Systems. Using barcodes, RFID tags, and real-time scanning, AIDC enables businesses to track every item from arrival to dispatch.
This technology drastically reduces manual errors and improves inventory accuracy. With AIDC’s systems, warehouse staff can quickly locate products, verify stock levels, and update records instantly, which boosts overall operational efficiency.
Integrating Barcode and RFID Solutions in AIDC’s Warehouse Management
AIDC Technologies India offers seamless integration of barcode and RFID technologies within their Warehouse Management Systems. While barcodes provide a cost-effective way to track individual items, RFID allows for faster, bulk scanning without direct line-of-sight.
This hybrid approach gives businesses the flexibility to choose the right technology based on their unique requirements. AIDC’s integration ensures that all data is centralized and accessible, enabling real-time inventory monitoring and reporting.
Reducing Operational Costs with AIDC’s Smart Warehouse Solutions
Cost-efficiency is a significant focus in AIDC’s warehouse management strategies. Their Warehouse Management Systems automate routine tasks such as order picking, replenishment, and stock audits, reducing the need for manual labor and minimizing human errors.
This automation helps businesses cut down on labor costs, avoid stockouts or overstocks, and optimize storage space, all contributing to overall cost savings.
Scalable Warehouse Management: Tailoring Solutions for Every Business Size
AIDC understands that warehouse needs vary greatly between small startups and large enterprises. Therefore, their Warehouse Management Systems are designed to be scalable and customizable.
Whether a business requires basic inventory tracking or a comprehensive end-to-end warehouse automation system, AIDC provides tailored solutions that grow with the company’s evolving needs, ensuring maximum return on investment.
Real-Time Data Analytics and Reporting by AIDC Technologies
AIDC’s Warehouse Management Systems come equipped with real-time data analytics and reporting tools. These features allow warehouse managers to monitor key performance indicators, track order fulfillment rates, and forecast demand more accurately.
With this data-driven insight, businesses can make informed decisions that improve operational efficiency and customer satisfaction.
Enhancing Supply Chain Visibility Through AIDC’s Inventory Solutions
Effective warehouse management is a critical link in the overall supply chain. AIDC’s solutions enhance visibility not just within warehouses but across the entire supply chain network.
By integrating Warehouse Management Systems with suppliers, transporters, and retailers, AIDC helps businesses maintain seamless communication, reduce delays, and improve inventory turnover rates.
Client Success Stories: AIDC’s Impact on Warehouse Efficiency in 2025
Many Indian businesses have benefited from implementing AIDC’s warehouse management strategies. For example, a leading FMCG company reduced order processing time by 30% after adopting AIDC’s Warehouse Management Systems. Similarly, a logistics provider improved inventory accuracy to 99.8%, reducing stock discrepancies and improving customer trust.
These success stories demonstrate the practical value and reliability of AIDC’s technology in today’s competitive market.
Why Choose AIDC India for Warehouse Management Strategies in 2025
With over 20 years of experience, AIDC Technologies India has established itself as a trusted partner for businesses looking to modernize their warehouse operations. Their comprehensive approach combines technology, training, and ongoing support to ensure smooth implementation and sustained success.
Choosing AIDC means investing in cutting-edge Warehouse Management Systems that deliver measurable improvements in accuracy, efficiency, and cost-effectiveness.
Ready to transform your warehouse operations? Book a free consultation with AIDC Technologies India today — your expert partner for smart Warehouse Management Systems in 2025.
0 notes
realestateinvesting001 · 23 days ago
Text
How to Build Your First Investment Portfolio: Step-by-Step Guide for Beginners
Are you ready to start investing but feel overwhelmed by the process? Don’t worry! Building your first investment portfolio doesn’t have to be complicated. With a clear plan and simple steps, you can begin investing today and set yourself up for long-term financial success. Let’s break it down together! 💼💰 Why You Need an Investment Portfolio 🛠️ An investment portfolio is your financial toolkit…
1 note · View note
giridhar78 · 1 month ago
Text
Affordable Payroll Services in USA Tailored for Small Enterprises
Tumblr media
What Are Payroll Services?
Payroll services in USA, are intended to perform the critical functions of managing workers' remuneration. These encompass determining pay, making tax withholdings, administering benefits, and complying with payroll regulations. In small businesses, efficient Payroll services in USA make these functions simpler, which otherwise become time-consuming and are subject to errors. Precise management of payroll is essential for keeping workers satisfied and away from heavy penalties.
Why Small Business Enterprises Need Payroll Services?
Small companies usually have limited resources, and in-house payroll handling is not easy for them. Calculation errors in wages, backdated taxation reporting, or missing deductions can be harmful to a company both economically and legally. Small businesses can avoid all these risks by taking advantage of professional payroll services in the USA. These services guarantee precise payroll calculation, timely tax filing, and total regulatory compliance at federal and state levels.
In addition, professional payroll services also save time. Business owners can concentrate on core business and expansion while leaving complicated administrative tasks such as payroll to professionals. This increased efficiency and less stress are among the major reasons why most businesses opt for cost-effective payroll services.
Advantages of Low-Cost Payroll Solutions
Paying for cost-effective payroll solutions has a lot to gain in terms of several benefits that make small businesses excel:
1. Accuracy and Compliance
Payroll mistakes result in penalties and dissatisfied employees. Low-cost payroll solutions USA offer precise calculations and compliance with all tax regulations, saving your firm costly mistakes.
2. Cost-Effectiveness
Maintaining an internal payroll department can be prohibitively expensive for small firms. Low-cost payroll services offer great service at lower rates, which are a prudent choice for growing firms.
3. Time Savings
Manual payroll processes can take hours per month. Automating these systems using the top payroll services in USA saves small businesses time, which can be used more effectively on strategy and innovation.
4. Innovative Tools
Professional payroll companies can offer innovative features like direct deposit, tax filing automation, and improved reporting. Such tools simplify payroll management, are faster, and more efficient.
5. Employee Satisfaction
Prompt and exact compensation fosters employee trust and improves morale in the workplace. Trustworthy payroll solutions keep workers paid accurately and on time, always.
Select the Right Payroll Partner
Affordable payroll solutions in USA are not just convenient—they are essential to small business prosperity. By choosing the right payroll partner, small businesses can have seamless payroll processing, regulatory compliance, and a happier and more productive staff.
If your small business is willing to save time and money and eliminate payroll stress, the right payroll services can transform the way you do business. Engaging the best payroll services in USA will offer you the tools and expertise required to focus on your company's growth while you let them take care of the hassle of payroll.
0 notes
epsonrobots · 6 months ago
Text
0 notes
ai-innova7ions · 10 months ago
Text
Video Autogenerated by Faceless.Video
Micro AI is revolutionizing the way we interact with technology.
Micro AI is transforming our interaction with technology by providing lightweight, hyper-efficient models tailored for Edge devices such as smartwatches, IoT sensors, drones, and home appliances. This cutting-edge innovation facilitates real-time data processing and decision-making directly on the device, eliminating reliance on constant cloud connectivity. Imagine your smartwatch instantly analyzing health data or your smart home system making immediate adjustments based on real-time inputs—all thanks to micro AI. One of the key benefits of micro AI lies in its low latency and local processing capabilities. In industrial automation, it can monitor machinery in real time to predict failures before they occur. For smart homes, it enhances convenience and security by allowing appliances to learn from user behavior while optimizing energy consumption. In healthcare, wearable devices equipped with micro AI can provide critical monitoring of vital signs and alert medical professionals during emergencies—ensuring timely interventions that could save lives.
Tumblr media
#microai #EdgeComputing
0 notes
dias-therealone · 3 months ago
Text
I'm physically holding myself back from screaming capitalism
I've been talking to another artist about "art" lately and I'm often thinking about why am I considered the author of a piece, but the people who worked on creating/building my Ipad, the Procreate program, the paper, the pencil, the ink, even the table that I'm using are not. That just does not make sense.
Honestly, I've been thinking of just telling people they can do whatever they want with "my art". Some of them certainly already do, my art has been "stolen" and sold on random sites before anyways. Sure I'm shooting myself financially on the foot but I hate pretending that something makes sense when it doesn't. Idk, if people want to support me they can commission me or give me money for no reason but whatever. Trace my art, print it, collage it, destroy it. 🤷‍♂️
27 notes · View notes
mostlysignssomeportents · 8 months ago
Text
Shifting $677m from the banks to the people, every year, forever
Tumblr media
I'll be in TUCSON, AZ from November 8-10: I'm the GUEST OF HONOR at the TUSCON SCIENCE FICTION CONVENTION.
Tumblr media
"Switching costs" are one of the great underappreciated evils in our world: the more it costs you to change from one product or service to another, the worse the vendor, provider, or service you're using today can treat you without risking your business.
Businesses set out to keep switching costs as high as possible. Literally. Mark Zuckerberg's capos send him memos chortling about how Facebook's new photos feature will punish anyone who leaves for a rival service with the loss of all their family photos – meaning Zuck can torment those users for profit and they'll still stick around so long as the abuse is less bad than the loss of all their cherished memories:
https://www.eff.org/deeplinks/2021/08/facebooks-secret-war-switching-costs
It's often hard to quantify switching costs. We can tell when they're high, say, if your landlord ties your internet service to your lease (splitting the profits with a shitty ISP that overcharges and underdelivers), the switching cost of getting a new internet provider is the cost of moving house. We can tell when they're low, too: you can switch from one podcatcher program to another just by exporting your list of subscriptions from the old one and importing it into the new one:
https://pluralistic.net/2024/10/16/keep-it-really-simple-stupid/#read-receipts-are-you-kidding-me-seriously-fuck-that-noise
But sometimes, economists can get a rough idea of the dollar value of high switching costs. For example, a group of economists working for the Consumer Finance Protection Bureau calculated that the hassle of changing banks is costing Americans at least $677m per year (see page 526):
https://files.consumerfinance.gov/f/documents/cfpb_personal-financial-data-rights-final-rule_2024-10.pdf
The CFPB economists used a very conservative methodology, so the number is likely higher, but let's stick with that figure for now. The switching costs of changing banks – determining which bank has the best deal for you, then transfering over your account histories, cards, payees, and automated bill payments – are costing everyday Americans more than half a billion dollars, every year.
Now, the CFPB wasn't gathering this data just to make you mad. They wanted to do something about all this money – to find a way to lower switching costs, and, in so doing, transfer all that money from bank shareholders and executives to the American public.
And that's just what they did. A newly finalized Personal Financial Data Rights rule will allow you to authorize third parties – other banks, comparison shopping sites, brokers, anyone who offers you a better deal, or help you find one – to request your account data from your bank. Your bank will be required to provide that data.
I loved this rule when they first proposed it:
https://pluralistic.net/2024/06/10/getting-things-done/#deliverism
And I like the final rule even better. They've really nailed this one, even down to the fine-grained details where interop wonks like me get very deep into the weeds. For example, a thorny problem with interop rules like this one is "who gets to decide how the interoperability works?" Where will the data-formats come from? How will we know they're fit for purpose?
This is a super-hard problem. If we put the monopolies whose power we're trying to undermine in charge of this, they can easily cheat by delivering data in uselessly obfuscated formats. For example, when I used California's privacy law to force Mailchimp to provide list of all the mailing lists I've been signed up for without my permission, they sent me thousands of folders containing more than 5,900 spreadsheets listing their internal serial numbers for the lists I'm on, with no way to find out what these lists are called or how to get off of them:
https://pluralistic.net/2024/07/22/degoogled/#kafka-as-a-service
So if we're not going to let the companies decide on data formats, who should be in charge of this? One possibility is to require the use of a standard, but again, which standard? We can ask a standards body to make a new standard, which they're often very good at, but not when the stakes are high like this. Standards bodies are very weak institutions that large companies are very good at capturing:
https://pluralistic.net/2023/04/30/weak-institutions/
Here's how the CFPB solved this: they listed out the characteristics of a good standards body, listed out the data types that the standard would have to encompass, and then told banks that so long as they used a standard from a good standards body that covered all the data-types, they'd be in the clear.
Once the rule is in effect, you'll be able to go to a comparison shopping site and authorize it to go to your bank for your transaction history, and then tell you which bank – out of all the banks in America – will pay you the most for your deposits and charge you the least for your debts. Then, after you open a new account, you can authorize the new bank to go back to your old bank and get all your data: payees, scheduled payments, payment history, all of it. Switching banks will be as easy as switching mobile phone carriers – just a few clicks and a few minutes' work to get your old number working on a phone with a new provider.
This will save Americans at least $677 million, every year. Which is to say, it will cost the banks at least $670 million every year.
Naturally, America's largest banks are suing to block the rule:
https://www.americanbanker.com/news/cfpbs-open-banking-rule-faces-suit-from-bank-policy-institute
Of course, the banks claim that they're only suing to protect you, and the $677m annual transfer from their investors to the public has nothing to do with it. The banks claim to be worried about bank-fraud, which is a real thing that we should be worried about. They say that an interoperability rule could make it easier for scammers to get at your data and even transfer your account to a sleazy fly-by-night operation without your consent. This is also true!
It is obviously true that a bad interop rule would be bad. But it doesn't follow that every interop rule is bad, or that it's impossible to make a good one. The CFPB has made a very good one.
For starters, you can't just authorize anyone to get your data. Eligible third parties have to meet stringent criteria and vetting. These third parties are only allowed to ask for the narrowest slice of your data needed to perform the task you've set for them. They aren't allowed to use that data for anything else, and as soon as they've finished, they must delete your data. You can also revoke their access to your data at any time, for any reason, with one click – none of this "call a customer service rep and wait on hold" nonsense.
What's more, if your bank has any doubts about a request for your data, they are empowered to (temporarily) refuse to provide it, until they confirm with you that everything is on the up-and-up.
I wrote about the lawsuit this week for @[email protected]'s Deeplinks blog:
https://www.eff.org/deeplinks/2024/10/no-matter-what-bank-says-its-your-money-your-data-and-your-choice
In that article, I point out the tedious, obvious ruses of securitywashing and privacywashing, where a company insists that its most abusive, exploitative, invasive conduct can't be challenged because that would expose their customers to security and privacy risks. This is such bullshit.
It's bullshit when printer companies say they can't let you use third party ink – for your own good:
https://arstechnica.com/gadgets/2024/01/hp-ceo-blocking-third-party-ink-from-printers-fights-viruses/
It's bullshit when car companies say they can't let you use third party mechanics – for your own good:
https://pluralistic.net/2020/09/03/rip-david-graeber/#rolling-surveillance-platforms
It's bullshit when Apple says they can't let you use third party app stores – for your own good:
https://www.eff.org/document/letter-bruce-schneier-senate-judiciary-regarding-app-store-security
It's bullshit when Facebook says you can't independently monitor the paid disinformation in your feed – for your own good:
https://pluralistic.net/2021/08/05/comprehensive-sex-ed/#quis-custodiet-ipsos-zuck
And it's bullshit when the banks say you can't change to a bank that charges you less, and pays you more – for your own good.
CFPB boss Rohit Chopra is part of a cohort of Biden enforcers who've hit upon a devastatingly effective tactic for fighting corporate power: they read the law and found out what they're allowed to do, and then did it:
https://pluralistic.net/2023/10/23/getting-stuff-done/#praxis
The CFPB was created in 2010 with the passage of the Consumer Financial Protection Act, which specifically empowers the CFPB to make this kind of data-sharing rule. Back when the CFPA was in Congress, the banks howled about this rule, whining that they were being forced to share their data with their competitors.
But your account data isn't your bank's data. It's your data. And the CFPB is gonna let you have it, and they're gonna save you and your fellow Americans at least $677m/year – forever.
Tumblr media
If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:
https://pluralistic.net/2024/11/01/bankshot/#personal-financial-data-rights
466 notes · View notes
robotsblog · 19 days ago
Text
RobotCtrl: Einfachere Steuerung für alle Robotik-Hersteller
Die igus Steuerungssoftware für herstellerunabhängige Robotik wächst – Lebai, Hitbot und Lynx Motion jetzt verfügbarKöln, 3. Juni 2025 – Automatisierung muss nicht kompliziert sein – mit RobotCtrl wird sie für Unternehmen jeder Größe noch zugänglicher. Durch die intuitive Steuerungssoftware von igus lassen sich auf dem Online-Robotik-Marktplatz RBTX erhältliche Roboter unabhängig vom Hersteller…
Tumblr media
View On WordPress
0 notes
donjuaninhell · 1 year ago
Text
How I ditched streaming services and learned to love Linux: A step-by-step guide to building your very own personal media streaming server (V2.0: REVISED AND EXPANDED EDITION)
This is a revised, corrected and expanded version of my tutorial on setting up a personal media server that previously appeared on my old blog (donjuan-auxenfers). I expect that that post is still making the rounds (hopefully with my addendum on modifying group share permissions in Ubuntu to circumvent 0x8007003B "Unexpected Network Error" messages in Windows 10/11 when transferring files) but I have no way of checking. Anyway this new revised version of the tutorial corrects one or two small errors I discovered when rereading what I wrote, adds links to all products mentioned and is just more polished generally. I also expanded it a bit, pointing more adventurous users toward programs such as Sonarr/Radarr/Lidarr and Overseerr which can be used for automating user requests and media collection.
So then, what is this tutorial? This is a tutorial on how to build and set up your own personal media server using Ubuntu as an operating system and Plex (or Jellyfin) to not only manage your media, but to also stream that media to your devices both at home and abroad anywhere in the world where you have an internet connection. Its intent is to show you how building a personal media server and stuffing it full of films, TV, and music that you acquired through indiscriminate and voracious media piracy various legal methods will free you to completely ditch paid streaming services. No more will you have to pay for Disney+, Netflix, HBOMAX, Hulu, Amazon Prime, Peacock, CBS All Access, Paramount+, Crave or any other streaming service that is not named Criterion Channel. Instead whenever you want to watch your favourite films and television shows, you’ll have your own personal service that only features things that you want to see, with files that you have control over. And for music fans out there, both Jellyfin and Plex support music streaming, meaning you can even ditch music streaming services. Goodbye Spotify, Youtube Music, Tidal and Apple Music, welcome back unreasonably large MP3 (or FLAC) collections.
On the hardware front, I’m going to offer a few options catered towards different budgets and media library sizes. The cost of getting a media server up and running using this guide will cost you anywhere from $450 CAD/$325 USD at the low end to $1500 CAD/$1100 USD at the high end (it could go higher). My server was priced closer to the higher figure, but I went and got a lot more storage than most people need. If that seems like a little much, consider for a moment, do you have a roommate, a close friend, or a family member who would be willing to chip in a few bucks towards your little project provided they get access? Well that's how I funded my server. It might also be worth thinking about the cost over time, i.e. how much you spend yearly on subscriptions vs. a one time cost of setting up a server. Additionally there's just the joy of being able to scream "fuck you" at all those show cancelling, library deleting, hedge fund vampire CEOs who run the studios through denying them your money. Drive a stake through David Zaslav's heart.
On the software side I will walk you step-by-step through installing Ubuntu as your server's operating system, configuring your storage as a RAIDz array with ZFS, sharing your zpool to Windows with Samba, running a remote connection between your server and your Windows PC, and then a little about started with Plex/Jellyfin. Every terminal command you will need to input will be provided, and I even share a custom #bash script that will make used vs. available drive space on your server display correctly in Windows.
If you have a different preferred flavour of Linux (Arch, Manjaro, Redhat, Fedora, Mint, OpenSUSE, CentOS, Slackware etc. et. al.) and are aching to tell me off for being basic and using Ubuntu, this tutorial is not for you. The sort of person with a preferred Linux distro is the sort of person who can do this sort of thing in their sleep. Also I don't care. This tutorial is intended for the average home computer user. This is also why we’re not using a more exotic home server solution like running everything through Docker Containers and managing it through a dashboard like Homarr or Heimdall. While such solutions are fantastic and can be very easy to maintain once you have it all set up, wrapping your brain around Docker is a whole thing in and of itself. If you do follow this tutorial and had fun putting everything together, then I would encourage you to return in a year’s time, do your research and set up everything with Docker Containers.
Lastly, this is a tutorial aimed at Windows users. Although I was a daily user of OS X for many years (roughly 2008-2023) and I've dabbled quite a bit with various Linux distributions (mostly Ubuntu and Manjaro), my primary OS these days is Windows 11. Many things in this tutorial will still be applicable to Mac users, but others (e.g. setting up shares) you will have to look up for yourself. I doubt it would be difficult to do so.
Nothing in this tutorial will require feats of computing expertise. All you will need is a basic computer literacy (i.e. an understanding of what a filesystem and directory are, and a degree of comfort in the settings menu) and a willingness to learn a thing or two. While this guide may look overwhelming at first glance, it is only because I want to be as thorough as possible. I want you to understand exactly what it is you're doing, I don't want you to just blindly follow steps. If you half-way know what you’re doing, you will be much better prepared if you ever need to troubleshoot.
Honestly, once you have all the hardware ready it shouldn't take more than an afternoon or two to get everything up and running.
(This tutorial is just shy of seven thousand words long so the rest is under the cut.)
Step One: Choosing Your Hardware
Linux is a light weight operating system, depending on the distribution there's close to no bloat. There are recent distributions available at this very moment that will run perfectly fine on a fourteen year old i3 with 4GB of RAM. Moreover, running Plex or Jellyfin isn’t resource intensive in 90% of use cases. All this is to say, we don’t require an expensive or powerful computer. This means that there are several options available: 1) use an old computer you already have sitting around but aren't using 2) buy a used workstation from eBay, or what I believe to be the best option, 3) order an N100 Mini-PC from AliExpress or Amazon.
Note: If you already have an old PC sitting around that you’ve decided to use, fantastic, move on to the next step.
When weighing your options, keep a few things in mind: the number of people you expect to be streaming simultaneously at any one time, the resolution and bitrate of your media library (4k video takes a lot more processing power than 1080p) and most importantly, how many of those clients are going to be transcoding at any one time. Transcoding is what happens when the playback device does not natively support direct playback of the source file. This can happen for a number of reasons, such as the playback device's native resolution being lower than the file's internal resolution, or because the source file was encoded in a video codec unsupported by the playback device.
Ideally we want any transcoding to be performed by hardware. This means we should be looking for a computer with an Intel processor with Quick Sync. Quick Sync is a dedicated core on the CPU die designed specifically for video encoding and decoding. This specialized hardware makes for highly efficient transcoding both in terms of processing overhead and power draw. Without these Quick Sync cores, transcoding must be brute forced through software. This takes up much more of a CPU’s processing power and requires much more energy. But not all Quick Sync cores are created equal and you need to keep this in mind if you've decided either to use an old computer or to shop for a used workstation on eBay
Any Intel processor from second generation Core (Sandy Bridge circa 2011) onward has Quick Sync cores. It's not until 6th gen (Skylake), however, that the cores support the H.265 HEVC codec. Intel’s 10th gen (Comet Lake) processors introduce support for 10bit HEVC and HDR tone mapping. And the recent 12th gen (Alder Lake) processors brought with them hardware AV1 decoding. As an example, while an 8th gen (Kaby Lake) i5-8500 will be able to hardware transcode a H.265 encoded file, it will fall back to software transcoding if given a 10bit H.265 file. If you’ve decided to use that old PC or to look on eBay for an old Dell Optiplex keep this in mind.
Note 1: The price of old workstations varies wildly and fluctuates frequently. If you get lucky and go shopping shortly after a workplace has liquidated a large number of their workstations you can find deals for as low as $100 on a barebones system, but generally an i5-8500 workstation with 16gb RAM will cost you somewhere in the area of $260 CAD/$200 USD.
Note 2: The AMD equivalent to Quick Sync is called Video Core Next, and while it's fine, it's not as efficient and not as mature a technology. It was only introduced with the first generation Ryzen CPUs and it only got decent with their newest CPUs, we want something cheap.
Alternatively you could forgo having to keep track of what generation of CPU is equipped with Quick Sync cores that feature support for which codecs, and just buy an N100 mini-PC. For around the same price or less of a used workstation you can pick up a mini-PC with an Intel N100 processor. The N100 is a four-core processor based on the 12th gen Alder Lake architecture and comes equipped with the latest revision of the Quick Sync cores. These little processors offer astounding hardware transcoding capabilities for their size and power draw. Otherwise they perform equivalent to an i5-6500, which isn't a terrible CPU. A friend of mine uses an N100 machine as a dedicated retro emulation gaming system and it does everything up to 6th generation consoles just fine. The N100 is also a remarkably efficient chip, it sips power. In fact, the difference between running one of these and an old workstation could work out to hundreds of dollars a year in energy bills depending on where you live.
You can find these Mini-PCs all over Amazon or for a little cheaper on AliExpress. They range in price from $170 CAD/$125 USD for a no name N100 with 8GB RAM to $280 CAD/$200 USD for a Beelink S12 Pro with 16GB RAM. The brand doesn't really matter, they're all coming from the same three factories in Shenzen, go for whichever one fits your budget or has features you want. 8GB RAM should be enough, Linux is lightweight and Plex only calls for 2GB RAM. 16GB RAM might result in a slightly snappier experience, especially with ZFS. A 256GB SSD is more than enough for what we need as a boot drive, but going for a bigger drive might allow you to get away with things like creating preview thumbnails for Plex, but it’s up to you and your budget.
The Mini-PC I wound up buying was a Firebat AK2 Plus with 8GB RAM and a 256GB SSD. It looks like this:
Tumblr media
Note: Be forewarned that if you decide to order a Mini-PC from AliExpress, note the type of power adapter it ships with. The mini-PC I bought came with an EU power adapter and I had to supply my own North American power supply. Thankfully this is a minor issue as barrel plug 30W/12V/2.5A power adapters are easy to find and can be had for $10.
Step Two: Choosing Your Storage
Storage is the most important part of our build. It is also the most expensive. Thankfully it’s also the most easily upgrade-able down the line.
For people with a smaller media collection (4TB to 8TB), a more limited budget, or who will only ever have two simultaneous streams running, I would say that the most economical course of action would be to buy a USB 3.0 8TB external HDD. Something like this one from Western Digital or this one from Seagate. One of these external drives will cost you in the area of $200 CAD/$140 USD. Down the line you could add a second external drive or replace it with a multi-drive RAIDz set up such as detailed below.
If a single external drive the path for you, move on to step three.
For people with larger media libraries (12TB+), who prefer media in 4k, or care who about data redundancy, the answer is a RAID array featuring multiple HDDs in an enclosure.
Note: If you are using an old PC or used workstatiom as your server and have the room for at least three 3.5" drives, and as many open SATA ports on your mother board you won't need an enclosure, just install the drives into the case. If your old computer is a laptop or doesn’t have room for more internal drives, then I would suggest an enclosure.
The minimum number of drives needed to run a RAIDz array is three, and seeing as RAIDz is what we will be using, you should be looking for an enclosure with three to five bays. I think that four disks makes for a good compromise for a home server. Regardless of whether you go for a three, four, or five bay enclosure, do be aware that in a RAIDz array the space equivalent of one of the drives will be dedicated to parity at a ratio expressed by the equation 1 − 1/n i.e. in a four bay enclosure equipped with four 12TB drives, if we configured our drives in a RAIDz1 array we would be left with a total of 36TB of usable space (48TB raw size). The reason for why we might sacrifice storage space in such a manner will be explained in the next section.
A four bay enclosure will cost somewhere in the area of $200 CDN/$140 USD. You don't need anything fancy, we don't need anything with hardware RAID controls (RAIDz is done entirely in software) or even USB-C. An enclosure with USB 3.0 will perform perfectly fine. Don’t worry too much about USB speed bottlenecks. A mechanical HDD will be limited by the speed of its mechanism long before before it will be limited by the speed of a USB connection. I've seen decent looking enclosures from TerraMaster, Yottamaster, Mediasonic and Sabrent.
When it comes to selecting the drives, as of this writing, the best value (dollar per gigabyte) are those in the range of 12TB to 20TB. I settled on 12TB drives myself. If 12TB to 20TB drives are out of your budget, go with what you can afford, or look into refurbished drives. I'm not sold on the idea of refurbished drives but many people swear by them.
When shopping for harddrives, search for drives designed specifically for NAS use. Drives designed for NAS use typically have better vibration dampening and are designed to be active 24/7. They will also often make use of CMR (conventional magnetic recording) as opposed to SMR (shingled magnetic recording). This nets them a sizable read/write performance bump over typical desktop drives. Seagate Ironwolf and Toshiba NAS are both well regarded brands when it comes to NAS drives. I would avoid Western Digital Red drives at this time. WD Reds were a go to recommendation up until earlier this year when it was revealed that they feature firmware that will throw up false SMART warnings telling you to replace the drive at the three year mark quite often when there is nothing at all wrong with that drive. It will likely even be good for another six, seven, or more years.
Tumblr media
Step Three: Installing Linux
For this step you will need a USB thumbdrive of at least 6GB in capacity, an .ISO of Ubuntu, and a way to make that thumbdrive bootable media.
First download a copy of Ubuntu desktop (for best performance we could download the Server release, but for new Linux users I would recommend against the server release. The server release is strictly command line interface only, and having a GUI is very helpful for most people. Not many people are wholly comfortable doing everything through the command line, I'm certainly not one of them, and I grew up with DOS 6.0. 22.04.3 Jammy Jellyfish is the current Long Term Service release, this is the one to get.
Download the .ISO and then download and install balenaEtcher on your Windows PC. BalenaEtcher is an easy to use program for creating bootable media, you simply insert your thumbdrive, select the .ISO you just downloaded, and it will create a bootable installation media for you.
Once you've made a bootable media and you've got your Mini-PC (or you old PC/used workstation) in front of you, hook it directly into your router with an ethernet cable, and then plug in the HDD enclosure, a monitor, a mouse and a keyboard. Now turn that sucker on and hit whatever key gets you into the BIOS (typically ESC, DEL or F2). If you’re using a Mini-PC check to make sure that the P1 and P2 power limits are set correctly, my N100's P1 limit was set at 10W, a full 20W under the chip's power limit. Also make sure that the RAM is running at the advertised speed. My Mini-PC’s RAM was set at 2333Mhz out of the box when it should have been 3200Mhz. Once you’ve done that, key over to the boot order and place the USB drive first in the boot order. Then save the BIOS settings and restart.
After you restart you’ll be greeted by Ubuntu's installation screen. Installing Ubuntu is really straight forward, select the "minimal" installation option, as we won't need anything on this computer except for a browser (Ubuntu comes preinstalled with Firefox) and Plex Media Server/Jellyfin Media Server. Also remember to delete and reformat that Windows partition! We don't need it.
Step Four: Installing ZFS and Setting Up the RAIDz Array
Note: If you opted for just a single external HDD skip this step and move onto setting up a Samba share.
Once Ubuntu is installed it's time to configure our storage by installing ZFS to build our RAIDz array. ZFS is a "next-gen" file system that is both massively flexible and massively complex. It's capable of snapshot backup, self healing error correction, ZFS pools can be configured with drives operating in a supplemental manner alongside the storage vdev (e.g. fast cache, dedicated secondary intent log, hot swap spares etc.). It's also a file system very amenable to fine tuning. Block and sector size are adjustable to use case and you're afforded the option of different methods of inline compression. If you'd like a very detailed overview and explanation of its various features and tips on tuning a ZFS array check out these articles from Ars Technica. For now we're going to ignore all these features and keep it simple, we're going to pull our drives together into a single vdev running in RAIDz which will be the entirety of our zpool, no fancy cache drive or SLOG.
Open up the terminal and type the following commands:
sudo apt update
then
sudo apt install zfsutils-linux
This will install the ZFS utility. Verify that it's installed with the following command:
zfs --version
Now, it's time to check that the HDDs we have in the enclosure are healthy, running, and recognized. We also want to find out their device IDs and take note of them:
sudo fdisk -1
Note: You might be wondering why some of these commands require "sudo" in front of them while others don't. "Sudo" is short for "super user do”. When and where "sudo" is used has to do with the way permissions are set up in Linux. Only the "root" user has the access level to perform certain tasks in Linux. As a matter of security and safety regular user accounts are kept separate from the "root" user. It's not advised (or even possible) to boot into Linux as "root" with most modern distributions. Instead by using "sudo" our regular user account is temporarily given the power to do otherwise forbidden things. Don't worry about it too much at this stage, but if you want to know more check out this introduction.
If everything is working you should get a list of the various drives detected along with their device IDs which will look like this: /dev/sdc. You can also check the device IDs of the drives by opening the disk utility app. Jot these IDs down as we'll need them for our next step, creating our RAIDz array.
RAIDz is similar to RAID-5 in that instead of striping your data over multiple disks, exchanging redundancy for speed and available space (RAID-0), or mirroring your data writing by two copies of every piece (RAID-1), it instead writes parity blocks across the disks in addition to striping, this provides a balance of speed, redundancy and available space. If a single drive fails, the parity blocks on the working drives can be used to reconstruct the entire array as soon as a replacement drive is added.
Additionally, RAIDz improves over some of the common RAID-5 flaws. It's more resilient and capable of self healing, as it is capable of automatically checking for errors against a checksum. It's more forgiving in this way, and it's likely that you'll be able to detect when a drive is dying well before it fails. A RAIDz array can survive the loss of any one drive.
Note: While RAIDz is indeed resilient, if a second drive fails during the rebuild, you're fucked. Always keep backups of things you can't afford to lose. This tutorial, however, is not about proper data safety.
To create the pool, use the following command:
sudo zpool create "zpoolnamehere" raidz "device IDs of drives we're putting in the pool"
For example, let's creatively name our zpool "mypool". This poil will consist of four drives which have the device IDs: sdb, sdc, sdd, and sde. The resulting command will look like this:
sudo zpool create mypool raidz /dev/sdb /dev/sdc /dev/sdd /dev/sde
If as an example you bought five HDDs and decided you wanted more redundancy dedicating two drive to this purpose, we would modify the command to "raidz2" and the command would look something like the following:
sudo zpool create mypool raidz2 /dev/sdb /dev/sdc /dev/sdd /dev/sde /dev/sdf
An array configured like this is known as RAIDz2 and is able to survive two disk failures.
Once the zpool has been created, we can check its status with the command:
zpool status
Or more concisely with:
zpool list
The nice thing about ZFS as a file system is that a pool is ready to go immediately after creation. If we were to set up a traditional RAID-5 array using mbam, we'd have to sit through a potentially hours long process of reformatting and partitioning the drives. Instead we're ready to go right out the gates.
The zpool should be automatically mounted to the filesystem after creation, check on that with the following:
df -hT | grep zfs
Note: If your computer ever loses power suddenly, say in event of a power outage, you may have to re-import your pool. In most cases, ZFS will automatically import and mount your pool, but if it doesn’t and you can't see your array, simply open the terminal and type sudo zpool import -a.
By default a zpool is mounted at /"zpoolname". The pool should be under our ownership but let's make sure with the following command:
sudo chown -R "yourlinuxusername" /"zpoolname"
Note: Changing file and folder ownership with "chown" and file and folder permissions with "chmod" are essential commands for much of the admin work in Linux, but we won't be dealing with them extensively in this guide. If you'd like a deeper tutorial and explanation you can check out these two guides: chown and chmod.
Tumblr media
You can access the zpool file system through the GUI by opening the file manager (the Ubuntu default file manager is called Nautilus) and clicking on "Other Locations" on the sidebar, then entering the Ubuntu file system and looking for a folder with your pool's name. Bookmark the folder on the sidebar for easy access.
Tumblr media
Your storage pool is now ready to go. Assuming that we already have some files on our Windows PC we want to copy to over, we're going to need to install and configure Samba to make the pool accessible in Windows.
Step Five: Setting Up Samba/Sharing
Samba is what's going to let us share the zpool with Windows and allow us to write to it from our Windows machine. First let's install Samba with the following commands:
sudo apt-get update
then
sudo apt-get install samba
Next create a password for Samba.
sudo smbpswd -a "yourlinuxusername"
It will then prompt you to create a password. Just reuse your Ubuntu user password for simplicity's sake.
Note: if you're using just a single external drive replace the zpool location in the following commands with wherever it is your external drive is mounted, for more information see this guide on mounting an external drive in Ubuntu.
After you've created a password we're going to create a shareable folder in our pool with this command
mkdir /"zpoolname"/"foldername"
Now we're going to open the smb.conf file and make that folder shareable. Enter the following command.
sudo nano /etc/samba/smb.conf
This will open the .conf file in nano, the terminal text editor program. Now at the end of smb.conf add the following entry:
["foldername"]
path = /"zpoolname"/"foldername"
available = yes
valid users = "yourlinuxusername"
read only = no
writable = yes
browseable = yes
guest ok = no
Ensure that there are no line breaks between the lines and that there's a space on both sides of the equals sign. Our next step is to allow Samba traffic through the firewall:
sudo ufw allow samba
Finally restart the Samba service:
sudo systemctl restart smbd
At this point we'll be able to access to the pool, browse its contents, and read and write to it from Windows. But there's one more thing left to do, Windows doesn't natively support the ZFS file systems and will read the used/available/total space in the pool incorrectly. Windows will read available space as total drive space, and all used space as null. This leads to Windows only displaying a dwindling amount of "available" space as the drives are filled. We can fix this! Functionally this doesn't actually matter, we can still write and read to and from the disk, it just makes it difficult to tell at a glance the proportion of used/available space, so this is an optional step but one I recommend (this step is also unnecessary if you're just using a single external drive). What we're going to do is write a little shell script in #bash. Open nano with the terminal with the command:
nano
Now insert the following code:
#!/bin/bash CUR_PATH=`pwd` ZFS_CHECK_OUTPUT=$(zfs get type $CUR_PATH 2>&1 > /dev/null) > /dev/null if [[ $ZFS_CHECK_OUTPUT == *not\ a\ ZFS* ]] then IS_ZFS=false else IS_ZFS=true fi if [[ $IS_ZFS = false ]] then df $CUR_PATH | tail -1 | awk '{print $2" "$4}' else USED=$((`zfs get -o value -Hp used $CUR_PATH` / 1024)) > /dev/null AVAIL=$((`zfs get -o value -Hp available $CUR_PATH` / 1024)) > /dev/null TOTAL=$(($USED+$AVAIL)) > /dev/null echo $TOTAL $AVAIL fi
Save the script as "dfree.sh" to /home/"yourlinuxusername" then change the ownership of the file to make it executable with this command:
sudo chmod 774 dfree.sh
Now open smb.conf with sudo again:
sudo nano /etc/samba/smb.conf
Now add this entry to the top of the configuration file to direct Samba to use the results of our script when Windows asks for a reading on the pool's used/available/total drive space:
[global]
dfree command = /home/"yourlinuxusername"/dfree.sh
Save the changes to smb.conf and then restart Samba again with the terminal:
sudo systemctl restart smbd
Now there’s one more thing we need to do to fully set up the Samba share, and that’s to modify a hidden group permission. In the terminal window type the following command:
usermod -a -G sambashare “yourlinuxusername”
Then restart samba again:
sudo systemctl restart smbd
If we don’t do this last step, everything will appear to work fine, and you will even be able to see and map the drive from Windows and even begin transferring files, but you'd soon run into a lot of frustration. As every ten minutes or so a file would fail to transfer and you would get a window announcing “0x8007003B Unexpected Network Error”. This window would require your manual input to continue the transfer with the file next in the queue. And at the end it would reattempt to transfer whichever files failed the first time around. 99% of the time they’ll go through that second try, but this is still all a major pain in the ass. Especially if you’ve got a lot of data to transfer or you want to step away from the computer for a while.
It turns out samba can act a little weirdly with the higher read/write speeds of RAIDz arrays and transfers from Windows, and will intermittently crash and restart itself if this group option isn’t changed. Inputting the above command will prevent you from ever seeing that window.
The last thing we're going to do before switching over to our Windows PC is grab the IP address of our Linux machine. Enter the following command:
hostname -I
This will spit out this computer's IP address on the local network (it will look something like 192.168.0.x), write it down. It might be a good idea once you're done here to go into your router settings and reserving that IP for your Linux system in the DHCP settings. Check the manual for your specific model router on how to access its settings, typically it can be accessed by opening a browser and typing http:\\192.168.0.1 in the address bar, but your router may be different.
Okay we’re done with our Linux computer for now. Get on over to your Windows PC, open File Explorer, right click on Network and click "Map network drive". Select Z: as the drive letter (you don't want to map the network drive to a letter you could conceivably be using for other purposes) and enter the IP of your Linux machine and location of the share like so: \\"LINUXCOMPUTERLOCALIPADDRESSGOESHERE"\"zpoolnamegoeshere"\. Windows will then ask you for your username and password, enter the ones you set earlier in Samba and you're good. If you've done everything right it should look something like this:
Tumblr media
You can now start moving media over from Windows to the share folder. It's a good idea to have a hard line running to all machines. Moving files over Wi-Fi is going to be tortuously slow, the only thing that’s going to make the transfer time tolerable (hours instead of days) is a solid wired connection between both machines and your router.
Step Six: Setting Up Remote Desktop Access to Your Server
After the server is up and going, you’ll want to be able to access it remotely from Windows. Barring serious maintenance/updates, this is how you'll access it most of the time. On your Linux system open the terminal and enter:
sudo apt install xrdp
Then:
sudo systemctl enable xrdp
Once it's finished installing, open “Settings” on the sidebar and turn off "automatic login" in the User category. Then log out of your account. Attempting to remotely connect to your Linux computer while you’re logged in will result in a black screen!
Now get back on your Windows PC, open search and look for "RDP". A program called "Remote Desktop Connection" should pop up, open this program as an administrator by right-clicking and selecting “run as an administrator”. You’ll be greeted with a window. In the field marked “Computer” type in the IP address of your Linux computer. Press connect and you'll be greeted with a new window and prompt asking for your username and password. Enter your Ubuntu username and password here.
Tumblr media
If everything went right, you’ll be logged into your Linux computer. If the performance is sluggish, adjust the display options. Lowering the resolution and colour depth do a lot to make the interface feel snappier.
Tumblr media
Remote access is how we're going to be using our Linux system from now, barring edge cases like needing to get into the BIOS or upgrading to a new version of Ubuntu. Everything else from performing maintenance like a monthly zpool scrub to checking zpool status and updating software can all be done remotely.
Tumblr media
This is how my server lives its life now, happily humming and chirping away on the floor next to the couch in a corner of the living room.
Step Seven: Plex Media Server/Jellyfin
Okay we’ve got all the ground work finished and our server is almost up and running. We’ve got Ubuntu up and running, our storage array is primed, we’ve set up remote connections and sharing, and maybe we’ve moved over some of favourite movies and TV shows.
Now we need to decide on the media server software to use which will stream our media to us and organize our library. For most people I’d recommend Plex. It just works 99% of the time. That said, Jellyfin has a lot to recommend it by too, even if it is rougher around the edges. Some people run both simultaneously, it’s not that big of an extra strain. I do recommend doing a little bit of your own research into the features each platform offers, but as a quick run down, consider some of the following points:
Plex is closed source and is funded through PlexPass purchases while Jellyfin is open source and entirely user driven. This means a number of things: for one, Plex requires you to purchase a “PlexPass” (purchased as a one time lifetime fee $159.99 CDN/$120 USD or paid for on a monthly or yearly subscription basis) in order to access to certain features, like hardware transcoding (and we want hardware transcoding) or automated intro/credits detection and skipping, Jellyfin offers some of these features for free through plugins. Plex supports a lot more devices than Jellyfin and updates more frequently. That said, Jellyfin's Android and iOS apps are completely free, while the Plex Android and iOS apps must be activated for a one time cost of $6 CDN/$5 USD. But that $6 fee gets you a mobile app that is much more functional and features a unified UI across platforms, the Plex mobile apps are simply a more polished experience. The Jellyfin apps are a bit of a mess and the iOS and Android versions are very different from each other.
Jellyfin’s actual media player is more fully featured than Plex's, but on the other hand Jellyfin's UI, library customization and automatic media tagging really pale in comparison to Plex. Streaming your music library is free through both Jellyfin and Plex, but Plex offers the PlexAmp app for dedicated music streaming which boasts a number of fantastic features, unfortunately some of those fantastic features require a PlexPass. If your internet is down, Jellyfin can still do local streaming, while Plex can fail to play files unless you've got it set up a certain way. Jellyfin has a slew of neat niche features like support for Comic Book libraries with the .cbz/.cbt file types, but then Plex offers some free ad-supported TV and films, they even have a free channel that plays nothing but Classic Doctor Who.
Ultimately it's up to you, I settled on Plex because although some features are pay-walled, it just works. It's more reliable and easier to use, and a one-time fee is much easier to swallow than a subscription. I had a pretty easy time getting my boomer parents and tech illiterate brother introduced to and using Plex and I don't know if I would've had as easy a time doing that with Jellyfin. I do also need to mention that Jellyfin does take a little extra bit of tinkering to get going in Ubuntu, you’ll have to set up process permissions, so if you're more tolerant to tinkering, Jellyfin might be up your alley and I’ll trust that you can follow their installation and configuration guide. For everyone else, I recommend Plex.
So pick your poison: Plex or Jellyfin.
Note: The easiest way to download and install either of these packages in Ubuntu is through Snap Store.
After you've installed one (or both), opening either app will launch a browser window into the browser version of the app allowing you to set all the options server side.
The process of adding creating media libraries is essentially the same in both Plex and Jellyfin. You create a separate libraries for Television, Movies, and Music and add the folders which contain the respective types of media to their respective libraries. The only difficult or time consuming aspect is ensuring that your files and folders follow the appropriate naming conventions:
Plex naming guide for Movies
Plex naming guide for Television
Jellyfin follows the same naming rules but I find their media scanner to be a lot less accurate and forgiving than Plex. Once you've selected the folders to be scanned the service will scan your files, tagging everything and adding metadata. Although I find do find Plex more accurate, it can still erroneously tag some things and you might have to manually clean up some tags in a large library. (When I initially created my library it tagged the 1963-1989 Doctor Who as some Korean soap opera and I needed to manually select the correct match after which everything was tagged normally.) It can also be a bit testy with anime (especially OVAs) be sure to check TVDB to ensure that you have your files and folders structured and named correctly. If something is not showing up at all, double check the name.
Once that's done, organizing and customizing your library is easy. You can set up collections, grouping items together to fit a theme or collect together all the entries in a franchise. You can make playlists, and add custom artwork to entries. It's fun setting up collections with posters to match, there are even several websites dedicated to help you do this like PosterDB. As an example, below are two collections in my library, one collecting all the entries in a franchise, the other follows a theme.
Tumblr media
My Star Trek collection, featuring all eleven television series, and thirteen films.
Tumblr media
My Best of the Worst collection, featuring sixty-nine films previously showcased on RedLetterMedia’s Best of the Worst. They’re all absolutely terrible and I love them.
As for settings, ensure you've got Remote Access going, it should work automatically and be sure to set your upload speed after running a speed test. In the library settings set the database cache to 2000MB to ensure a snappier and more responsive browsing experience, and then check that playback quality is set to original/maximum. If you’re severely bandwidth limited on your upload and have remote users, you might want to limit the remote stream bitrate to something more reasonable, just as a note of comparison Netflix’s 1080p bitrate is approximately 5Mbps, although almost anyone watching through a chromium based browser is streaming at 720p and 3mbps. Other than that you should be good to go. For actually playing your files, there's a Plex app for just about every platform imaginable. I mostly watch television and films on my laptop using the Windows Plex app, but I also use the Android app which can broadcast to the chromecast connected to the TV in the office and the Android TV app for our smart TV. Both are fully functional and easy to navigate, and I can also attest to the OS X version being equally functional.
Part Eight: Finding Media
Now, this is not really a piracy tutorial, there are plenty of those out there. But if you’re unaware, BitTorrent is free and pretty easy to use, just pick a client (qBittorrent is the best) and go find some public trackers to peruse. Just know now that all the best trackers are private and invite only, and that they can be exceptionally difficult to get into. I’m already on a few, and even then, some of the best ones are wholly out of my reach.
If you decide to take the left hand path and turn to Usenet you’ll have to pay. First you’ll need to sign up with a provider like Newshosting or EasyNews for access to Usenet itself, and then to actually find anything you’re going to need to sign up with an indexer like NZBGeek or NZBFinder. There are dozens of indexers, and many people cross post between them, but for more obscure media it’s worth checking multiple. You’ll also need a binary downloader like SABnzbd. That caveat aside, Usenet is faster, bigger, older, less traceable than BitTorrent, and altogether slicker. I honestly prefer it, and I'm kicking myself for taking this long to start using it because I was scared off by the price. I’ve found so many things on Usenet that I had sought in vain elsewhere for years, like a 2010 Italian film about a massacre perpetrated by the SS that played the festival circuit but never received a home media release; some absolute hero uploaded a rip of a festival screener DVD to Usenet. Anyway, figure out the rest of this shit on your own and remember to use protection, get yourself behind a VPN, use a SOCKS5 proxy with your BitTorrent client, etc.
On the legal side of things, if you’re around my age, you (or your family) probably have a big pile of DVDs and Blu-Rays sitting around unwatched and half forgotten. Why not do a bit of amateur media preservation, rip them and upload them to your server for easier access? (Your tools for this are going to be Handbrake to do the ripping and AnyDVD to break any encryption.) I went to the trouble of ripping all my SCTV DVDs (five box sets worth) because none of it is on streaming nor could it be found on any pirate source I tried. I’m glad I did, forty years on it’s still one of the funniest shows to ever be on TV.
Part Nine/Epilogue: Sonarr/Radarr/Lidarr and Overseerr
There are a lot of ways to automate your server for better functionality or to add features you and other users might find useful. Sonarr, Radarr, and Lidarr are a part of a suite of “Servarr” services (there’s also Readarr for books and Whisparr for adult content) that allow you to automate the collection of new episodes of TV shows (Sonarr), new movie releases (Radarr) and music releases (Lidarr). They hook in to your BitTorrent client or Usenet binary newsgroup downloader and crawl your preferred Torrent trackers and Usenet indexers, alerting you to new releases and automatically grabbing them. You can also use these services to manually search for new media, and even replace/upgrade your existing media with better quality uploads. They’re really a little tricky to set up on a bare metal Ubuntu install (ideally you should be running them in Docker Containers), and I won’t be providing a step by step on installing and running them, I’m simply making you aware of their existence.
The other bit of kit I want to make you aware of is Overseerr which is a program that scans your Plex media library and will serve recommendations based on what you like. It also allows you and your users to request specific media. It can even be integrated with Sonarr/Radarr/Lidarr so that fulfilling those requests is fully automated.
And you're done. It really wasn't all that hard. Enjoy your media. Enjoy the control you have over that media. And be safe in the knowledge that no hedgefund CEO motherfucker who hates the movies but who is somehow in control of a major studio will be able to disappear anything in your library as a tax write-off.
1K notes · View notes
d-criss-news · 17 days ago
Text
How ‘Maybe Happy Ending’ Overcame a Shaky Start and Won Big at the Tonys
Tumblr media
[UHQ] Helen J Shen and Darren Criss, the stars of “Maybe Happy Ending,” celebrated with its director, Michael Arden, after the musical won six Tonys. (Credit...Jutharat Pinyodoonyachet for The New York Times)
“Maybe Happy Ending” had a very unhappy beginning. The show’s triumph at Sunday night’s Tony Awards, where it won six honors, including best new musical, capped a remarkable turnaround for a small production with a baffling title and a hard-to-sell premise that was seen by industry insiders as dead on arrival when it began previews last fall. But in the wee hours of Monday morning, as the quirky show’s performers and producers partied with their creative team and investors at the Bryant Park Grill, the celebrants finally allowed themselves to acknowledge that their against-all-odds show is breaking through.
Tumblr media
[UHQ] Shen and Criss play robots in a story about isolation, memory and love that received overwhelmingly positive reviews. (Credit...Jeenah Moon for The New York Times)
“We didn’t know if this show would even open,” said its star, Darren Criss, who won his first Tony for playing Oliver, an outdated helperbot who strikes up a life-changing (well, shelf-life-changing) relationship with a robot across the hall. Criss, an Emmy winner (for “American Crime Story”) and “Glee” alumnus, is also a member of the show’s producing team. “We didn’t have the luxury to dream about a scenario like this,” he said. “This was definitely the little show that could.” How bad did things get? Last summer, the show’s lead producers, Jeffrey Richards and Hunter Arnold, postponed the first performance by a month, citing supply chain issues, which the producers insist were real (there was a delay in the availability of digital video tiles from China), but which many thought was a cover story to hide financial problems.
“They put a fork in us,” said Allan Williams, the show’s executive producer. The production temporarily laid off workers, refunded tickets for the month of canceled performances and contended with a TikTok theater influencer’s suggestion that the musical might not open. “People started texting me with sympathy,” said Helen J Shen, Criss’s co-star, who plays a later-model robot named Claire. “We never really felt secure.” Some of those expected to help finance the show began peeling away, not wanting to put their money into a sinking ship. “We lost a lot of investors because of that TikTok,” Arnold said. “No investor wants to write a check and think that they’re not even going to get to see the show.” By the time “Maybe Happy Ending” finally started previews on Oct. 16, it had sold just $450,000 worth of tickets — woefully low for a new Broadway musical. “Maybe Happy Ending,” which did not finish raising its $16 million capitalization until the week of its opening night, hemorrhaged money through previews. Weekly grosses were under $300,000, which is well below the show’s $765,000 weekly running costs. The 973-seat Belasco Theater was about 20 percent empty. By the fourth week of performances, the show’s average ticket price had dropped to a disastrously low $45, partly because the producers decided to offer all tickets for between $30 and $69 in a calculated, but also desperate, effort to get seats filled and build word-of-mouth. Then there was a huge marketing challenge: How to describe a show with just four actors, two of them playing robots, that poignantly explores isolation, memory and love. The music is a mix of indie pop, American jazz and Broadway, and the design is a slowly unfolding spectacle that uses automation and projections to advance the storytelling. “Every time you try to explain, ‘Well there are these two robots, in a not-so-far-future Seoul, South Korea,’ people are just like, ‘This doesn’t sound like a musical to me,’” Arnold said. The show’s own website does not use the word “robot” when explaining what it is about. The director, Michael Arden, called the musical “a gentle, contemplative piece, in many ways, which isn’t an easy sell.” Shen said her preferred argument for the show was “Just trust me.” “It’s like describing a new color,” she said. “We didn’t know how to describe this piece to people.” Those who did see the show were moved by it, and they started telling others. “I think people liked being able to share a secret,” Arden said.
Tumblr media
[UHQ] Criss, an Emmy winner for “American Crime Story,” accepting his first Tony on Sunday night. “We didn’t know if this show would even open,” he said at a party hours later. (Credit...Jutharat Pinyodoonyachet for The New York Times)
The show opened on Nov. 12, and the reviews by critics were overwhelmingly positive. “Ravishing,” wrote The New York Times. “A darling gem,” declared The Washington Post. But still, doubt remained. Broadway is a failure-prone industry, and shows can crash quickly — in late 2022, the musical “KPOP” closed just two weeks after opening and last year, the musical “Tammy Faye” lasted just three weeks post-opening. “We left town the morning after opening night, and we said these very emotional goodbyes to everyone because we thought it was going to be a very short run,” said Will Aronson, who wrote “Maybe Happy Ending” with Hue Park. The producers, heartened by word-of-mouth and the reviews, raised another $1.75 million to promote the show. A turnabout began. “It simply built incrementally,” Arnold said. “We were burning a lot of cash. But we could see that online sentiment was changing, sales patterns were changing.”
The week after opening, the show grossed $591,000. Over the Christmas holiday, it had its first $1 million week, and since then its grosses have exceeded its running costs most weeks. And the show has been basically sold out since the Tony nominations were announced in early May. It is still not clear if the show will turn a profit on Broadway. Rising production costs have made it nearly impossible for new musicals to make money in New York — over the past three seasons, only “& Juliet” has done so. But the Tony Awards should help: There are usually theatergoers who want to see the best musical winner. “Maybe Happy Ending” has an unusual history. Aronson and Park, who made their Broadway debuts with the show, are a binational songwriting team — Aronson is from the United States and Park is from South Korea. They have worked in both countries and both languages.
Park had the idea that became “Maybe Happy Ending” while sitting in a Brooklyn coffee shop in 2014. He heard the song “Everyday Robots” and started musing about the interplay between technology, isolation and connectedness. The show’s first commercial production was in Seoul in 2016; later that year, the writers presented the English-language version in New York, where Richards saw it. He has watched a lot of shows during more than 50 years working on Broadway, and captivated by what he considered this one’s “sheer inventiveness,” he acquired the commercial rights. The musical was on its way. The Korean production was successful, and has had several runs. There were also productions in Japan and China. In 2017 the English version, then called “What I Learned From People” and featuring only three actors, won the Richard Rodgers Award, which supports the development of new musicals. Richards set about helping to assemble a creative team, holding workshops and raising money. Arden signed on in 2018, telling Richards in an email that he found the material “devastating and beautiful and ultimately life affirming.”
The show’s American premiere, directed by Arden, was in early 2020 at the Alliance Theater in Atlanta; The Atlanta Journal-Constitution called it “dazzling,” and the Times critic Jesse Green called it “Broadway-ready.” Richards had hoped to bring it to Broadway the next season, but then came the coronavirus pandemic. By the time theaters began to reopen, the momentum had been lost, investors were in high demand and theaters were booked. “We had to go back to the beginning,” Richards said. But there were positive developments too. Criss, performing in a production of “American Buffalo” that Richards produced, agreed to do “Maybe Happy Ending,” and his participation encouraged both theater owners and investors. “Maybe Happy Ending” needed a theater with a small house (the show is small-scale) and a big stage (the set is elaborate, and needs an elevator beneath its floor), and was unable to find one for several seasons. But finally, last fall, the Belasco became available.
The space worked, and also has a compelling history. Richards noted that in 1960, a play called “All the Way Home” had a near-closing experience there and rebounded, earning it the nickname “The Miracle on 44th Street.” Now, Richards said, “We are the 21st-century miracle on 44th Street.” Just before 2 a.m. Monday, the show’s Tony winners were still cradling their silver statuettes as they posed for pictures with well-wishers in an open-air dining room, celebrating how fully the awards voters had embraced their show’s fundamentals — it won for its score, its book, its scenic design and its direction. “You could feel the industry get behind it because it’s exactly the kind of theater that everybody in this business wants,” said Dane Laffrey, the scenic designer. “It’s heartfelt, it’s original, it’s innovative — it’s all of the things that are scary and are risky but ultimately carry the most reward if you can stay the course.”
39 notes · View notes
thewickedjazzy · 11 months ago
Text
⌞𝐖𝐫𝐢𝐭𝐞 𝐦𝐞 𝐨𝐟𝐟 𝐭𝐡𝐞 𝐬𝐡𝐨𝐰⌝
Tumblr media Tumblr media Tumblr media
Part I : 𝙒𝙞𝙩𝙝𝙚𝙧𝙚𝙙 𝙉𝙖𝙧𝙘𝙞𝙨𝙨𝙪𝙨
Pairings: Chuuya x mafia boss fem!reader
Warnings: angst, fluff, mention of death, mention of other dimensions (could trigger derealization), please let me know if I forgot any Xx.
Author's note: Hey fellas!! Hope you enjoy my story ahead. Note: It consists of 3 parts. I've been toying with the idea of this story for a while now and honestly I am very satisfied with how it turned out!!
P.s: it's written in a 3rd person perspective.
Word count: 5.7k
Tumblr media
In the deepest recesses of the human heart, there exists a haunting paradox: the insatiable thirst for power clashes with the equally profound yearning for connection. These two opposing forces, entwined yet in constant conflict, shaped the existence of a mafia boss who ruled Yokohama's shadowed underworld. Her life was a testament to this struggle—a legacy of power forged in the crucible of blood and betrayal, passed down as both a gift and a curse. Power was her birthright, a mantle she wore with unyielding resolve, yet its weight was a burden she bore in solitude, isolated by the very force that defined her.
At her side, Chuuya Nakahara stood as her most loyal confidant, a kindred spirit shaped by his own battles and scars. In the murky depths of their world, where loyalty was a currency as rare as it was valuable, their bond was forged in the fires of mutual understanding. Yet even with Chuuya's unwavering support, she knew that true power came at a steep price—a cost paid in loneliness and the silent suffering that accompanied her every decision. The shadow of her legacy loomed large, casting its darkness over every connection she sought to make until all that remained was the cold, unyielding pursuit of control.
Chuuya understood this truth with a clarity that bordered on despair. His unwavering loyalty was not merely a matter of duty; it was rooted in a deep, unspoken love that lay buried within the shadows of his heart. This love, a secret he guarded fiercely, was both his greatest strength and his inevitable downfall—a double-edged sword that he could never wield openly.
She, the one who controlled the very fabric of the underworld with her formidable ability, the "Malevolent Marionette," held the power to command not just armies, but the delicate balance between life and death itself. With a mere thought, she could pull the strings of fate, bending the wills of others to her own, yet this power, so absolute in its reach, left her isolated in a world where love was both a weakness and a danger. Chuuya, in his silence, bore witness to her lonely reign, knowing that his love for her could never be spoken, for to do so would unravel the delicate threads that bound their lives together.
In the dimly lit office of the mafia headquarters, the mafia boss was going through some paperwork as usual, on the top floor of the headquarters, her gaze fixed on the writings and patterns of the file she was holding, broke the silence first.
"Chuuya..." she said softly, her voice carrying a weight of unvoiced thoughts, "Do you ever wonder if the price we pay for control is worth it?"
Chuuya, leaning against the edge of the desk, met her eyes with a mixture of solemnity and affection. "Every day," he replied, his voice low but steady.
"But even in this world of shadows, it's your strength that keeps us going. Without it, we'd all be lost."
A fleeting smile touched her lips, but it was a rare moment of vulnerability.
"And yet, even with all the power we wield, it feels as though we’re trapped in a cage of our own making," she murmured.
Their conversation, delicate and laden with the gravity of their shared existence, was abruptly interrupted by a piercing alarm that sliced through the air like a knife. The blaring sound was a sharp reminder of the perpetual danger they faced.
“Alert: Intruder detected,” the automated voice declared with relentless efficiency.
"Ugh, give me a break," the mafia boss muttered, rolling her eyes as the alarm blared incessantly through the headquarters.
The shrill sound grated on her nerves, but it was more of an annoyance than a cause for concern.
She leaned back in her chair, her fingers tapping rhythmically on the armrest as she considered the situation.
Chuuya, already halfway to the door, paused and glanced back at her.
"You really think they’ll get anywhere near us?"
She gave a small, dismissive shake of her head. "They won’t make it past the third floor, let alone reach us up here. But it’s still a nuisance."
Chuuya smirked, his confidence in her words evident.
"I'll handle it quickly, then."
With that, he turned and strode out of the room, the door closing softly behind him. Left alone, the boss exhaled, her eyes drifting to the window where the city sprawled beneath her like a living, breathing entity.
The layers of protection she had built around herself—both physical and emotional—were nearly impenetrable. No one had ever made it to the top floor, where she and Chuuya resided. And no one ever would.
She pushed herself up from the chair, moving to a hidden compartment in the wall.
She pressed a button, and the hidden compartment slid open with a soft hiss, revealing a sleek monitor embedded within.
As she activated the screen, a grid of camera feeds flickered to life, offering her a bird’s-eye view of the entire headquarters. She wasn’t one to micromanage her subordinates—she trusted them, especially Chuuya—but the instinct to keep an eye on things, especially when it involved him, was something she couldn’t quite shake.
Her eyes scanned the feeds, taking in the chaotic scenes unfolding below. The intruders, a small but highly trained group, had made it farther than most. The lower floors were a warzone, with her men locked in fierce combat, but it was clear that they were holding their ground. For now.
She switched to the third-floor feed, her gaze sharpening as she saw Chuuya enter the fray. He moved with lethal precision, a blur of motion as he tore through the intruders with the ease of someone born to fight not using his gravity manipulation ability just yet.
Despite her earlier confidence, a sliver of unease crept into her mind as she watched him. These intruders were no amateurs; they were too coordinated, too familiar with the layout of the headquarters. Her finger hovered over the intercom button, but she hesitated. Chuuya didn’t need her guidance—he was more than capable of handling the situation. Yet, the feeling persisted, gnawing at her as she watched him confront a particularly skilled opponent, their clash sending shockwaves through the walls.
Suddenly, something on one of the other camera feeds caught her attention. A figure, moving with uncanny stealth, had bypassed the bulk of the defenses and was making their way up the emergency stairwell—a route rarely used and known only to a select few. Her heart skipped a beat as she realized the intruder was heading straight for the top floor.
“Damn it,” she muttered under her breath, quickly switching the camera view to track the figure’s progress. Whoever this was, they were dangerous—calculated, and possibly someone with inside knowledge.
Without wasting another second, she hit the intercom button, her voice steady but urgent.
"Chuuya, we’ve got a problem. There’s someone headed for the top floor, and they’re taking the emergency stairs."
Chuuya’s voice crackled through the speaker, laced with irritation.
"You sure it’s not just another grunt?"
"No," she replied, her tone leaving no room for doubt.
"This one’s different. They know exactly where they’re going."
There was a brief pause on the other end, then a sharp intake of breath.
"I’m on my way. Don’t do anything reckless."
She smirked at his concern but didn’t argue. "Hurry," was all she said before ending the call.
Her smirk faded as she watched the intruder move with calculated precision through the stairwell, each step deliberate and unhurried. Whoever this was, they were no ordinary assassin. They were heading straight for her, bypassing the usual layers of defense as if they knew exactly where to find her.
Her fingers itched to grab her weapon, but something told her this encounter would require more than brute force.
She had an ability—one she rarely used, because it was as dangerous as it was powerful. But this was different. This intruder was different.
She closed the compartment and stepped away from the monitor, moving to sit on a nearby desk near the door, her senses on high alert.
Every second stretched into an eternity as she waited, listening for the faintest sound of approaching footsteps. Then, just as she had predicted, they stopped right outside her door.
The handle turned slowly, and she felt her heartbeat quicken, her muscles tensing in anticipation. The door opened with an almost deliberate slowness, and the intruder stepped inside—a tall figure cloaked in black, their face hidden beneath a dark hood. They paused, surveying the room as if searching for something, before their gaze finally settled on her and for a moment, the world seemed to hold its breath. But instead of striking, the figure remained still, as if weighing their options.
She didn’t wait for them to speak. “You’ve got five seconds to tell me why you’re here before I kill you,” she said, her voice sharp and commanding, yet calm, with an underlying edge that promised she would follow through.
The intruder lifted their hands slightly, a gesture of surrender, though there was a calculated caution in the movement. “I’m not here to fight,” they said, their voice muffled by the hood. “I’m here to deliver a message.”
She narrowed her eyes, distrust gnawing at her. “A message?” she echoed. “From who?”
The intruder took a cautious step forward, reaching into their coat. She tensed, ready to strike, but they slowly pulled out a small, sealed envelope instead of a weapon. They held it out to her, and she got up from the desk as she eyed it warily before snatching it from their hand, tearing it open with a swift, practised motion.
Inside was a single sheet of paper, the handwriting elegant but unfamiliar. Her eyes scanned the words quickly, her breath catching as she read the message. It was simple, yet devastating:
" 𝘐 𝘩𝘢𝘷𝘦 𝘺𝘰𝘶𝘳 𝘴𝘪𝘴𝘵𝘦𝘳. 𝘚𝘩𝘦 𝘴𝘵𝘪𝘭𝘭 𝘣𝘳𝘦𝘢𝘵𝘩𝘦𝘴, 𝘣𝘶𝘵 𝘩𝘦𝘳 𝘧𝘶𝘵𝘶𝘳𝘦 𝘪𝘴 𝘶𝘯𝘤𝘦𝘳𝘵𝘢𝘪𝘯. 𝘐𝘧 𝘺𝘰𝘶 𝘴𝘦𝘦𝘬 𝘩𝘦𝘳 𝘳𝘦𝘵𝘶𝘳𝘯, 𝘤𝘰𝘮𝘦 𝘵𝘰 𝘮𝘦—𝘢𝘭𝘰𝘯𝘦. 𝘙𝘦𝘧𝘭𝘦𝘤𝘵 𝘰𝘯 𝘵𝘩𝘪𝘴—𝘦𝘷𝘦𝘳𝘺 𝘴𝘦𝘤𝘰𝘯𝘥 𝘺𝘰𝘶 𝘥𝘦𝘭𝘢𝘺, 𝘵𝘩𝘦 𝘣𝘢𝘭𝘢𝘯𝘤𝘦 𝘵𝘪𝘭𝘵𝘴. 𝘐 𝘢𝘸𝘢𝘪𝘵 𝘺𝘰𝘶𝘳 𝘤𝘩𝘰𝘪𝘤𝘦. "
At the bottom of the note was a name—one that sent a cold chill down her spine. Her stepfather. The man who had been a shadowy figure in her life, part of a past she had tried to bury. But he wasn’t buried—he was back, and he had her sister.
The intruder watched her carefully, reading the shift in her expression. “He told me to give you that,” they said, their voice low. “And to tell you that this is just the beginning. If you don’t do as he says… your sister will suffer.”
Her hands tightened around the paper, crumpling it slightly as she fought to keep her emotions in check. She couldn’t let the intruder see how deeply this cut, couldn’t afford to show any weakness.
“Why should I believe you?” she asked, her tone cold. “How do I know this isn’t some trick?”
“You don’t,” the intruder replied, their voice devoid of emotion. “But you know who he is. You know what he’s capable of. And you know he’s not bluffing.”
She hated how true those words were. She looked at the intruder, her eyes narrowing in calculation. “What’s your role in this?” she demanded. “Why are you helping him?”
The intruder hesitated, then finally pulled back the hood, revealing a face lined with weariness and resolve. “I’m just a messenger. But I know what he wants. He’s not just after you—he’s after Chuuya.”
Her heart skipped a beat. “Chuuya? What does he want with him?”
The intruder shook their head. “That’s all I know. My job was to deliver the message and make sure you understood the stakes. What you do next is up to you.”
She stared at the intruder for a long moment, her mind racing. This was no ordinary threat. It was personal, and it was a game she would have to play carefully. Her sister’s life was on the line, and now, Chuuya’s safety was in jeopardy as well.
Finally, she stepped back, allowing the intruder to leave. “Get out before Chuuya gets here” she ordered, her voice icy. “And tell your boss that if he harms her, I’ll burn his entire world to the ground.”
The intruder hesitated, their eyes flicking towards the door as if they were weighing their options. But the cold determination in her voice left no room for argument. With a slight nod, they pulled the hood back over their head, turning to leave the room as quietly as they had entered. The door clicked shut behind them, leaving her alone once more.
As the silence settled back into the room, she let out a slow breath, the weight of the situation pressing down on her. Her sister—her only remaining family—was in the hands of a man she had long thought buried in her past. A man whose very existence she had tried to forget, yet he had resurfaced like a ghost from a nightmare, bringing with him a threat that was as personal as it was terrifying.
After a few seconds the door opened once again as Chuuya stepped into the room, his presence like a force of nature that filled the space. His eyes immediately went to her, scanning her for any sign of hurt.
“What the hell just happened?” Chuuya’s tone was sharp, cutting through the tension that still hung in the air.
She turned to face him, her expression carefully composed, though the turmoil inside her was anything but. “It’s handled,” she replied, her voice calm and controlled, a stark contrast to the storm brewing within her. “The intruder was just a messenger.”
Chuuya’s eyes narrowed. He knew her too well to be fooled by her calm exterior. “And what was the message?” he asked, his voice laced with suspicion. He took a step closer, his gaze locked onto hers, searching for the truth she was trying to hide.
For a moment, she hesitated. The urge to tell him everything—to let him in on the danger that now threatened them both—was strong. But she couldn’t. Chuuya was too important, too precious to her, to risk him being dragged into this mess. Her stepfather was a dangerous man, someone who thrived on manipulation and deceit. If Chuuya knew he was a target, he would rush headlong into the fray, putting himself at risk for her sake. She couldn’t allow that.
She forced a small smile, one that didn’t reach her eyes. “It’s nothing we can’t handle,” she said, trying to sound reassuring. “Just someone trying to stir up trouble. But I’ll take care of it.”
Chuuya’s frown deepened. “Don’t give me that crap,” he snapped, his frustration bubbling to the surface. “You’re not telling me something. What’s going on?”
She exhaled slowly, knowing she had to give him something to keep him from pressing further. “It’s about my sister,” she admitted, her voice softening. “She’s been taken, and they want me to come for her. Alone.”
The truth in her words wasn’t a lie, but it wasn’t the whole story either. Chuuya’s expression shifted from suspicion to anger, his fists clenching at his sides. “Taken? By who?” His voice was low, dangerous, the fury in his eyes barely contained.
“A man from my past,” she said vaguely, refusing to give him the details that would send him charging into danger. “Someone I thought I’d left behind. But he’s come back, and he’s using her to get to me.”
Chuuya’s jaw tightened, his eyes burning with determination. “Then we’ll find him,” he growled. “We’ll get her back, and we’ll make him pay for this."
She shook her head, placing a hand on his arm to stop him. “No, Chuuya. This is something I have to handle alone. It’s too dangerous, and I can’t let you get involved.”
His eyes flashed with anger. “Like hell I’m staying out of this. You’re not facing this bastard by yourself.”
Her grip on his arm tightened, her voice firm. “You have to trust me, Chuuya. I need you to stay close, but out of sight. Let me deal with him. I promise, I’ll bring her back.”
He stared at her, his expression a mix of frustration and concern. He wanted to argue, to demand that she let him fight by her side, but something in her eyes—something resolute and unyielding—stopped him. With a frustrated sigh, he finally nodded, though his reluctance was clear.
“Fine,” he agreed, his voice begrudging. “But I’m not letting you out of my sight. The moment I think you’re in danger, I’m coming in, whether you like it or not.”
She allowed herself a small, genuine smile this time, grateful for his stubborn loyalty. “I wouldn’t expect anything less,” she replied, her voice softening.
Chuuya’s anger seemed to dissipate slightly, replaced by a deep, unspoken concern. He stepped closer, his eyes locking onto hers. “Just promise me you’ll be careful,” he said, his voice low and earnest. “I can’t lose you.”
Her heart tightened at his words, and she nodded, her voice barely above a whisper. “I promise.”
For a moment, they stood there, the weight of unspoken emotions hanging between them. She wanted to reach out, to tell him how much his presence meant to her, how much she relied on him, how much she cared about him not because of his ability but rather because of who he is. But there were too many walls between them, too much left unsaid. So instead, she simply held his gaze, letting the silence speak for them both.
The distance between them felt palpable, an invisible barrier made up of all the things they hadn’t yet confessed, of all the emotions they kept locked away for the sake of their precarious world.
He reached out, hesitating for a moment before finally placing a hand on her shoulder. The touch was light, almost tentative, as if he was afraid to overstep the boundaries they’d both carefully constructed. “You know,” he began, his voice softer than she’d ever heard it, “you don’t always have to carry everything on your own. I’m here, not just as your right hand, but… for whatever you need.”
His words hung in the air between them, laced with meaning that went beyond the professional bond they shared. She looked up at him, her breath catching slightly at the sincerity in his eyes. It would be so easy to lean into that touch, to allow herself the comfort of his presence, but the walls she had built around her heart held firm. She had spent so long keeping everyone at a distance, even him, that it felt impossible to let go now.
“Chuuya…” she started, her voice wavering, “you don’t understand how much this means to me. But it’s precisely because I care about you that I can’t afford to let you in too close. The world we inhabit is fraught with dangers—dangers that neither of us can escape unscathed.”
His hand moved from her shoulder to take hers gently, the gesture tender yet firm, as though he was determined to bridge the distance between them, however insurmountable it seemed. “Do you think I’m blind to that?” he replied, a trace of frustration colouring his words, though it was softened by a plea—one that echoed the vulnerability he rarely allowed himself to show. “We’ve faced every challenge together until now. I’m not asking you to tear down all your defenses—just to let me in, if only a little. We are stronger when we stand together, aren’t we?”
She turned away slightly, her gaze drifting toward the window where the city sprawled beneath them, a living testament to the power and control she wielded. But even as she looked out over the empire she had built, there was an emptiness, a hollow ache that power could not fill. She had sacrificed so much to be where she was—her freedom, her innocence, her very humanity. And yet, here was Chuuya, offering her something she had long forgotten how to grasp: connection.
"Chuuya," she said, her voice barely audible, as if she were speaking more to herself than to him. "In our world, everything is a transaction. Loyalty, trust, and even love—they all come at a price. I’ve always believed that the cost was too high. That to let anyone in was to invite ruin."
He didn’t respond immediately, allowing the silence to stretch between them, heavy with the weight of their shared history. When he finally spoke, his voice was quiet, almost contemplative. "Maybe that’s true," he admitted, "but maybe the price of keeping everyone out is even higher. We think we’re protecting ourselves by building these walls by staying distant, but all we’re doing is trapping ourselves in a cage of our own making as you always refer to it."
She smiles and nods. He was right... of course, he was right, yet she couldn't help but stay in that cage.
Tumblr media
The night draped over Yokohama like a shroud, its darkness suffused with the ominous weight of impending tragedy. The air was thick with the scent of rain and the distant echo of sirens—harbingers of chaos that had become all too familiar. In the heart of this city, where shadows wove their own intricate dance, a final confrontation was brewing.
She had indeed managed to save her sister, wresting her from the clutches of the man who had once been a silent specter in her past. Her stepfather—whose dark presence had loomed over her life like a persistent nightmare—stood before her now, his power radiating like a malignant force that threatened to engulf everything she held dear. His ability to subsume other powers was a fearsome weapon, a black hole of dominion that threatened to consume all in its path.
The battle that ensued was a tempest of ferocity and desperation. She fought with the strength of a woman who had everything to lose, her every move fueled by a fierce, protective love for her sister. But as the confrontation dragged on, it became clear that her stepfather's power was overwhelming—an abyss that threatened to swallow her whole.
In a final, desperate bid to secure her sister’s safety, she made the agonizing decision to invoke the full potential of her "Malevolent Marionette" ability. The room was filled with a sombre silence as she whispered the usual incantation, her voice trembling with the weight of her resolve.
The master puppet, an intricate symbol of her ability, materialized in the center of the room—a dark, foreboding figure that seemed to pulse with an ancient, dangerous energy.
Her connection to the puppet was immediate and intense. The energy surging through her was both exhilarating and terrifying. The puppet’s power was immense, a dark purple tide that surged through her veins, promising the ability to reshape the world itself if she so wished. But the cost was steep—five minutes of devastation, followed by her own inevitable demise if the puppet was not destroyed.
The minutes ticked by like a slow, relentless drumbeat, each second a harbinger of doom. She fought valiantly, her power a raging inferno that lashed out at her stepfather, but he remained an insurmountable force, his power too great to be overcome. Her breath came in ragged gasps, each exhalation a reminder of the ticking clock that governed her fate.
Chuuya stood at the edge of the shadows, his heart pounding with a frantic rhythm that mirrored the chaotic storm raging within him. He had been waiting for what felt like an eternity, his every muscle tense with a blend of fear and frustration. The stakes had been too high, and he knew that his absence, though well-intentioned, was a gamble with dire consequences. The reality of their world was unforgiving, and he could sense the weight of his decisions settling heavily upon him.
As he watched the building, a sudden flicker of purple neon light cut through the darkness, casting an eerie glow over the structure. The light pulsed rhythmically, a harbinger of something both powerful and dangerous. His blood ran cold as he realized the significance of the display. It was a sign—a signal that she had invoked the full potential of her "Malevolent Marionette" ability —the very ability they had always relied on him to control, to destroy.
The realization hit him like a punch to the gut, and his heart raced with a desperate urgency.
The purple lights, casting long, twisted shadows, illuminated the building’s facade like a harbinger of doom. Chuuya could see from afar her silhouette, framed against the intense glow. Her movements were determined, each gesture a testament to the raw, untamed power she wielded.
Without a moment's hesitation, he sprinted toward the building, his every step fueled by a mixture of fear and determination. The forest trees blurred past him as he raced towards the source of the light, his mind a whirlwind of thoughts and emotions. Each heartbeat seemed to echo with the dread of what he might find.
The building loomed ahead, its once-sturdy facade now a chaotic wreckage. Debris littered the ground, and the air was thick with the acrid scent of smoke and destruction. Chuuya burst through the entrance, his senses assaulted by the aftermath of the battle. The interior was a scene of devastation, the walls scorched and twisted from the unleashed power.He pushed forward, navigating through the wreckage with a sense of grim determination. His eyes scanned the ruinous landscape, searching for any sign of her. The purple neon light was now fading, its power waning as the last vestiges of the ritual played out. His heart sank as he approached the center of the chaos, where the battle had reached its climax.
There, amidst the debris and ruin, he found her. She stood amidst the wreckage, her form silhouetted against the dying glow of the purple light. Her stepfather lay defeated at her feet, the battle won but at an unimaginable cost. Her eyes, once filled with the fierce resolve of a warrior, now bore the hollow emptiness of someone who had sacrificed everything.
Chuuya's breath caught in his throat as he approached her, his mind struggling to process the sight before him. She had succeeded in her mission, but the power of the "Malevolent Marionette" had taken its toll. The puppet, a manifestation of her ability, had exacted a price that was painfully clear. She had unleashed a force of destruction that could only be contained by her own life force, and now, as the ritual’s effects began to consume her, it was clear that the cost was far greater than he had ever imagined.
Her gaze met his, a mixture of relief and sorrow in her eyes. "Chuuya..." she whispered, her voice barely audible over the crackling remnants of the power that had once surged through the building. There was a finality to her tone, an acceptance of the fate that had been sealed by her own choices.
His heart ached as he moved to her side, reaching out in a futile attempt to bridge the gap that had grown between them. He had wanted to protect her, to shield her from the worst of their world, but in doing so, he had failed her in the most crucial moment. The realization hit him with a crushing weight—his absence had led to a loss he could never fully comprehend.
As she fell to the ground, her strength waning, he held her in his arms, the enormity of the situation crashing down around him. The world they had fought to protect was now a stark reminder of the cost of their choices, the price of power and love interwoven in a tapestry of tragedy. The light of the neon glow faded, leaving only the echoes of their struggle and the heavy silence of a world forever changed.
In that moment, Chuuya held her close, his tears mingling with the dust and debris that surrounded them.
“Y/N, hold on… You can do this. You’ve got to hang on... I will destroy the puppet. Where is it?” His voice was ragged, strained by the relentless tide of his grief, an anguished plea that seemed to reach out into the void.
She looked at him with eyes growing dim, her strength ebbing away like a fading tide. She reaches out, placing her hand softly on his right cheek. "It’s too late now, Chuuya," she said, her voice a fragile whisper. "Please, take care of my sister and the mafia... I leave everything to you." Her words, though soft, carried the finality of a conclusion drawn long before, as the life drained from her. Her hand hit the ground lifelessly.
" I didn't even have the chance to kiss you. To tell you how much I loved you. Don't leave me alone in this cruel world! " He buries his face into the crook of her lifeless neck sobbing and holding her close.
Chuuya's heart shattered as he clung to her, his voice breaking with anguished regret. "I didn’t even get the chance to hold you in my arms, to wake up to you by my side, to tell you how deeply I loved you. Don’t leave me... please..." His sobs wracking his body, a poignant lament for a love left unspoken and a future now lost.
"You lied to me... you promised me that you'd take care of yourself... please...Y/N..." His plea hung in the air, a raw cry against the encroaching silence of her fading life.
The love they had fought to maintain, the connection they had both yearned for—it had all came to an end. As the life drained from her, he could only hold onto the bittersweet memory of what they had shared, knowing that their story had ended in a way he could never have anticipated.
Days passed, each one marked by the hollow ache of Chuuya’s grief. The world continued its indifferent march, but for him, time seemed to stand still in the wake of her loss. He took on the mantle of the mafia boss, a role he had never imagined he would assume, and every decision he made was imbued with the weight of her absence. Her sister was safe, and the organization continued to function, but the emptiness within him remained a chasm that no amount of power or responsibility could fill.
Each night, the office became a sanctuary of despair. Subordinates whispered among themselves, noting the sound of Chuuya’s sobs echoing through the walls. The man who had once been a pillar of strength and resolve was now a figure haunted by his own sorrow, his once-unshakable confidence replaced by a profound and unrelenting grief. The weight of leadership was no solace, only a reminder of the price he had paid.
Every evening, after the office was empty and the city below was cloaked in darkness, Chuuya would make his way to her grave. It was a ritual born of both reverence and desperation—a desperate need to keep her memory alive, to bridge the gap between the living and the dead. There, in the quiet of the cemetery, he would sit beside her grave, speaking to her as if she could hear him.
He would recount the events of his day, the decisions he had made, the struggles he faced as the new head of the mafia. His words were a mixture of mundane details and heartfelt confessions, a dialogue with the shadows of the past.
"Today, we had another power struggle," he would say softly, his voice trembling as he knelt by her grave. "I managed to keep things under control, but it’s never the same without you. I find myself longing for your guidance, for your presence... I’m lost without you."
With each visit, his words became a testament to the depth of his love and the void she had left. The cemetery, once a place of finality, became a space where he could grapple with his grief, where the echoes of their shared past offered a semblance of comfort in the midst of his pain.
And so, Chuuya continued his vigil, bound by the promise he had made and the love that remained unspoken but ever-present. His heart, though heavy and broken, remained steadfast in its devotion to the woman who had been his greatest challenge and his deepest love.
Then came a day like no other. The world trembled as a force beyond comprehension began to assert its presence. A powerful opponent, whose ability was as arcane as it was formidable, had managed to tear through the fabric of reality itself. This adversary wielded a piece of the reality book, a relic of unimaginable power capable of opening gateways between dimensions. As the fabric of their universe rippled and shifted, a rift emerged, a slit in the world that shimmered with an eerie, otherworldly light.
Chuuya stood on the precipice of disbelief in a scattered forest, his heart pounding as the dimensions collided. The air crackled with energy, and he could feel the weight of something monumental happening. His gaze was drawn to the rift, which grew wider, revealing glimpses of another universe beyond—a place of stark contrasts and unfamiliar landscapes.
And then, through the growing breach, he saw her.
There she was, a vision that defied all logic and reason. She stood amidst the chaotic light, her form illuminated by the strange, shimmering energy of the other universe. She looked different, her appearance altered by the peculiarities of the alternate realm, yet it was unmistakably her. Her presence was a beacon in the tumultuous void, a sight that sent a shudder through Chuuya’s very soul.
For a moment, the world around him seemed to cease its relentless march. Time itself appeared to hold its breath as he gazed at her, his emotions a tempest of disbelief, hope, and an unspoken yearning. He reached out, his fingers trembling as if he could touch the fabric of reality and pull her through.
Her eyes met his, and in that fleeting, impossible moment, there was recognition—a silent communication that transcended the barriers of space and dimension. Her expression was one of both sorrow and solace, a reflection of the love and loss that had bound them together in life and now, impossibly, in death.
The sudden, disorienting realization that had hit them both was almost too much to comprehend. Standing at the edge of the rift, they locked eyes, their shared astonishment mirroring each other’s disbelief.
"Boss...?" they both said in unison, their voices echoing in the charged air of the fractured reality. The word was spoken with a mixture of reverence and confusion, as if the title held a gravity that transcended their own worlds.
Tumblr media
A/N : Hope you enjoyed it, fellas! Let me know if I shall continue? I'm very excited to finish writing part 2!!!
➵Want more of Chuuya Nakahara ?
90 notes · View notes
kenyatta · 3 months ago
Text
AkiraBot is a program that fills website comments sections and customer service chat bots with AI-generated spam messages. Its goal is simple: it wants you to sign up for an SEO scheme that costs about $30 a month. For that low price it swears it can enchant Google’s algorithms to get you on the frontpage. But it’s a scam. A new report from researchers at cybersecurity firm SentinelOne documented how scammers deployed AkiraBot, the tool’s use of OpenAI generated messages, and how it avoided multiple CAPTCHA systems and network detection techniques. According to the report, the bot targeted 420,000 unique domains and successfully spammed 80,000.
Whoever runs AkirBot operates their SEO company under a bunch of different names, but they all tend to use the words “Akira” or “ServiceWrap.” SentinelOne says the tool finds websites crafted by third party software like Wix or Squarespace and spams comments sections and automated chatbots with a promise to get the site on the frontpage of various search engines. If you have a small business that exists on the web or have run a WordPress-based website in the last 15 years, you’ve likely seen messages like those AkiraBot crafts. 
28 notes · View notes
morlock-holmes · 1 year ago
Note
What objections would you actually accept to AI?
Roughly in order of urgency, at least in my opinion:
Problem 1: Curation
The large tech monopolies have essentially abandoned curation and are raking in the dough by monetizing the process of showing you crap you don't want.
The YouTube content farm; the Steam asset flip; SEO spam; drop-shipped crap on Etsy and Amazon.
AI makes these pernicious, user hostile practices even easier.
Problem 2: Economic disruption
This has a bunch of aspects, but key to me is that *all* automation threatens people who have built a living on doing work. If previously difficult, high skill work suddenly becomes low skill, this is economically threatening to the high skill workers. Key to me is that this is true of *all* work, independent of whether the work is drudgery or deeply fulfilling. Go automate an Amazon fulfillment center and the employees will not be thanking you.
There's also just the general threat of existing relationships not accounting for AI, in terms of, like, residuals or whatever.
Problem 3: Opacity
Basically all these AI products are extremely opaque. The companies building them are not at all transparent about the source of their data, how it is used, or how their tools work. Because they view the tools as things they own whose outputs reflect on their company, they mess with the outputs in order to attempt to ensure that the outputs don't reflect badly on their company.
These processes are opaque and not communicated clearly or accurately to end users; in fact, because AI text tools hallucinate, they will happily give you *fake* error messages if you ask why they returned an error.
There's been allegations that Mid journey and Open AI don't comply with European data protection laws, as well.
There is something that does bother me, too, about the use of big data as a profit center. I don't think it's a copyright or theft issue, but it is a fact that these companies are using public data to make a lot of money while being extremely closed off about how exactly they do that. I'm not a huge fan of the closed source model for this stuff when it is so heavily dependent on public data.
Problem 4: Environmental maybe? Related to problem 3, it's just not too clear what kind of impact all this AI stuff is having in terms of power costs. Honestly it all kind of does something, so I'm not hugely concerned, but I do kind of privately think that in the not too distant future a lot of these companies will stop spending money on enormous server farms just so that internet randos can try to get Chat-GPT to write porn.
Problem 5: They kind of don't work
Text programs frequently make stuff up. Actually, a friend pointed out to me that, in pulp scifi, robots will often say something like, "There is an 80% chance the guards will spot you!"
If you point one of those AI assistants at something, and ask them what it is, a lot of times they just confidently say the wrong thing. This same friend pointed out that, under the hood, the image recognition software is working with probabilities. But I saw lots of videos of the Rabbit AI assistant thing confidently being completely wrong about what it was looking at.
Chat-GPT hallucinates. Image generators are unable to consistently produce the same character and it's actually pretty difficult and unintuitive to produce a specific image, rather than a generic one.
This may be fixed in the near future or it might not, I have no idea.
Problem 6: Kinetic sameness.
One of the subtle changes of the last century is that more and more of what we do in life is look at a screen, while either sitting or standing, and making a series of small hand gestures. The process of writing, of producing an image, of getting from place to place are converging on a single physical act. As Marshall Macluhan pointed out, driving a car is very similar to watching TV, and making a movie is now very similar, as a set of physical movements, to watching one.
There is something vaguely unsatisfying about this.
Related, perhaps only in the sense of being extremely vague, is a sense that we may soon be mediating all, or at least many, of our conversations through AI tools. Have it punch up that email when you're too tired to write clearly. There is something I find disturbing about the idea of communication being constantly edited and punched up by a series of unrelated middlemen, *especially* in the current climate, where said middlemen are large impersonal monopolies who are dedicated to opaque, user hostile practices.
Given all of the above, it is baffling and sometimes infuriating to me that the two most popular arguments against AI boil down to "Transformative works are theft and we need to restrict fair use even more!" and "It's bad to use technology to make art, technology is only for boring things!"
#ai
90 notes · View notes
alexanderwales · 8 months ago
Text
I've had a number of jobs that I would consider blue collar, mostly when I was younger, just not skilled blue collar work. I worked at my uncle's landscaping company for a summer (planting bushes, repotting stuff, watering plants), and on my other uncle's farm for a few years (feeding animals, helping hook up equipment, being an extra pair of hands, doing a lot of the various odd jobs that farming seems to consist of). I was a janitor for two years when I was taking a break from college, and did enough manual labor that I had some actual muscles from it.
When I worked as a janitor, one of my duties was to bale cardboard, which means taking all the cardboard generated by the store and placing it into a baler, having it crushed flat in bulk, then tying the bale of cardboard up with wire so it could be placed in a corner of the loading bay and later, shipped of somewhere else for processing. I imagine that before the baler was invented, this was a lot more labor, and even with the baler it felt like a significant amount of labor. And I did always think that it could have been easier, simpler, faster, except that it was cheaper for a human to do everything. Even the very primitive baler probably cost thousands of dollars, and it was just a glorified hydraulic press. But I didn't respect the work, and would have been happy for that to no longer be a thing that humans had to do.
I guess my opinion on automation is that it's generally good insofar as it means that people can stop doing things that they would rather not be doing, things that they do because they've been coerced into doing them for money.
But I do think there's something to working with your hands and seeing some tangible results from your labor. I took wood shop in high school, and every now and then I have cause to use those skills for something, even if I am outcompeted by giant factories that can make the same things by the hundreds with better precision. There's also the question of customization: my wife is far more handy than I am, and is always making little custom things for us, either 3D printed or with tools at the local Makerspace that she helps run. I think it's good to look back at something you've done and being able to say "yes, I have done that". And of course there are other ways to compete against a factory that's shitting out things by the thousands, and not just by having things bespoke: there are things that benefit from not having to be made in quantity, or with fresh ingredients, or locally sourced products.
I guess there are a lot of things that I would replace with robots, if I could, but also a lot of things that I wouldn't, because I place some value on doing them myself, or having a process that I can control, or an end product I can take credit for.
We're entering a new era of automation, assuming that AI doesn't just fail and escape from the public consciousness like a weak fart. I'm hopeful that it can kill a lot of grunt work, things that people didn't ever want to be doing, and worried that it will kill the kinds of enriching labor that people actually enjoy. But of course I worry that it's going to be like a lot of automation has been, making an inferior product at prices so low that only the very rich can afford what humans do.
43 notes · View notes