Hi, my post is focusing specifically on YouTube since I observed the following categories have less intrusive solutions or privacy focused solutions, even if they are paid:

  • Operating Systems (Linux, for example)
  • Instant Messaging (Element, for example)
  • Community Messaging (Revolt, for example)
  • E-Mail (Proton, for example)
  • Office (libreoffice, for example)
  • Password Managers (Bitwarden, for example)

However, how do we distribute videos and watch them without data collection? I am NOT asking how do I use a privacy-focused front-end for YouTube, by the way, I am aware they exist.

I am wondering how we obtain a FOSS solution to something super critical such as YouTube. It is critical since it contains a lot of educational content (I’d wager more than any other platform), and arguably the most informative platform, despite having to filter through a lot of trash. During COVID, we even saw lecturers from universities upload their content on YouTube and telling students to watch those lectures. (I have first-hand experience with this at a respectable university).

I refuse to accept that there is nothing we can do about it.

  • banazir@lemmy.ml
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    2 months ago

    I refuse to accept that there is nothing we can do about it.

    I don’t think you quite understand just how stupendous the amount of data Google processes from YouTube alone is. There is basically no way for hobbyists to provide an equivalent service. Very few companies have those kinds of resources. If you want, you can of course try running a PeerTube instance, but you rather quickly run in to problems with scaling.

    I find it almost miraculous YouTube exists to begin with. It is no accident Google has very few competitors on that front, and I don’t think YouTube is even profitable for them. Without Google’s deep pockets and interest in monopolizing the market, YouTube would have withered a long time ago.

    Trust me, I want a solution too. But 500 hours of content are uploaded to YouTube every minute. All of that is processed, re-encoded, and saved with multiple bitrates. You can’t compete with that. YouTube might eventually keel over from Enshittification and its own impossibility, but replacing it with anything meaningful will be a challenge.

    • cobysev@lemmy.world
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      2 months ago

      […] I don’t think YouTube is even profitable for them.

      Correct. Even Google, one of the richest companies in the world, is struggling to afford the massive infrastructure required to run YouTube. That’s why they’ve been cracking down on ad-blocking software lately.

      Also, this is likely why they’ve been pushing their new updated Chromium-based infrastructure for web browsers, which will prevent ad-blockers from working on websites. If you’re not using Firefox or Safari to browse the Internet by now, you should switch. They’re the only independent browsers not using the Chromium framework.

      • Mihies@programming.dev
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        2 months ago

        I’d even buy subscription if it was a family one without music bundled for a reasonable price. No such luck in my country.

      • Snapz@lemmy.world
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        2 months ago

        Restaurants don’t take steaks off the menu because they aren’t are profitable as salads. One date wants a salad, the other wants steak, they make less profit on the steak plate, but the average of the two is profit enough.

        It’s ridiculous to look at any one service of these behemoth monopolies as an island - They are one collective thought, EVERY SINGLE PIECE does not have to be to enshittified to generate the biggest possible profit.

    • alvvayson@lemmy.dbzer0.com
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      2 months ago

      While I do agree with you, I also see twitch, TikTok and Patreon presenting models that are quite competitive with YouTube.

      From a privacy perspective, free junk content like TikTok, YouTube and twitch will always be hard coupled with targeted advertising.

      But Patreon (and onlyfans for that matter) do offer a model that can work without ads.

      In fact, if Patreon also introduced an ad-supported tier and allowed you to more broadly see other content aside from the direct person you sponsor, it could probably grow quite a lot.

      • huginn@feddit.it
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        2 months ago
        1. Tiktok is a company comparable in scale to Google. 130Bn in revenue last year.

        2. Patreon is nowhere near the scale of YouTube. But I also think it’s the only viable solution to privacy and supporting creators.

    • Dessalines@lemmy.ml
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      2 months ago

      Counter-point : every single one of the videos uploaded to youtube already lives on the creators hard drive, usually in a much larger format. All that’s needed is for them to create torrents for them.

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        2 months ago

        I think the largest challenge though is maintaining the distribution and managing the associated upfront costs.

        Existing large content producers could likely afford to handle this but new producers could struggle paying to seed their content.

        Though I do think overall this is more achievable than people give it credit for:

        • YT videos don’t need huge bandwidth for a sustained period; only for short bursts. Most views come in within a week.
        • Content is probably localized to specific countries. Less need to replicate across the globe.
        • Let the source prefer to seed the highest quality and other peers downsample and replicate as needed.
        • Doesn’t need YT scale. Tons of YT “content” is spammers leeching essentially free hosting from YT. No one needs to seed their videos if they don’t want to.
        • 1080p is still fine for YT videos. h265 is very efficient (though downsampling 265 isn’t great). Don’t need 4k for most videos.
    • people_are_cute@lemmy.sdf.org
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      2 months ago

      I’d have agreed but hundreds of fmovies and similar sites exist on the high seas that provide free streaming of millions of HD content (movies, web series, etc.) somehow. They use some third-party video host that is magically able to concurrently serve millions of people.

      • reddithalation@sopuli.xyz
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        2 months ago

        the infrastructure of the pirate streaming sites is impressive, but I bet that is still orders of magnitude easier than hosting youtube.

      • Ilandar@aussie.zone
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        2 months ago

        Those sites just scrape from many different file hosting sites. They don’t pay for that storage themselves.

        • people_are_cute@lemmy.sdf.org
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          … which makes it even more wonderful, since those file hosting sites are now somehow able to serve video streaming to millions of viewers across the world FOR FREE.

      • Em Adespoton@lemmy.ca
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        2 months ago

        Maybe the solution to YouTube is something similar to BitTorrent. It would make more sense for the protocol to preload the first chunk and to use a codec that can start with a lower res image and then fill in the resolution in subsequent passes. And on the front end, something like Lemmy would work, where channels and posts can be federated.

        Considering the number of people who have 1gps symmetric bandwidth today, such a system should be able to technically work.

        But nobody’s designed it yet AFAIK.

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    2 months ago

    Peertube exists. Use it.

    now I will admit that peertube is lacking content, but when you make something put it there. When you want something search there first and check out youtube last. This rewards those who publish there with your eyeballs

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    2 months ago

    Torrents solved this problem (big data distribution) over 20 years ago now, and is still a sizeable chunk of all internet media traffic.

    All that’s needed is for people to actually create torrents for their content, and a user friendly way for people to post and view magnet links.

    I’m trying to integrate them into lemmy in various ways: https://github.com/LemmyNet/lemmy/issues/4204

    • Elise@beehaw.org
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      2 months ago

      I appreciate your work. I’m thinking it should be easy to reach out to non tech content creators to get permission to migrate their stuff, and for end users like me to request that without a technical barrier. For example: I was watching a self defense channel throughout the week until the youpocalypse happened. What if there is a simple button for me to request his data to be integrated into your system? I’m pretty sure he is more focused on exposure and reach rather than ad revenue, so he might consent. You interpret this to be consent to ytdl it, store it, spread it.

      • Dessalines@lemmy.ml
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        Sure, a lot of people do even have entire youtube playlists and channels shared on torrents without their consent even, downloaded with youtube-dl. Getting existing content onto torrents should be pretty easy.

        We do need to get these content creators to create and seed their own torrents also tho, rather than have everyone else do it on their behalf, then post their own torrent links so others can help seed.

        The only clean way I see this happening is some kind of a tool that simplifies this, or a readme that can help with the process, possibly linked to lemmy’s post creation as a video/audio upload button, and on any other platform that supports magnet links.

        If anyone knows of something like that already, it’d be really helpful.

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            2 months ago

            I’ve never used it personally, so I don’t know.

            Torrents link to static data, each with their own explicit seeders, so that always seemed more safe than these universal file-system solutions where you don’t know what might be changing, or what you’re hosting.

            • Elise@beehaw.org
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              2 months ago

              I only quickly looked into it. I’m also looking for a solution for my work. It seems very privacy focused and works a bit like tor, so like you say, you don’t really know what’s going through your system. But it also has a trust system that trusts friends of friends and so on, so perhaps that isn’t a problem.

  • TheImpressiveX@lemmy.ml
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    2 months ago

    I’m not sure if you can replace YouTube. It’s too popular and has been a mainstay of the Internet for 19 years. We won’t be able to convince people to just up and leave YouTube.

    Best case scenario is to lead by example and start sharing videos from PeerTube.

    • monobot@lemmy.ml
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      2 months ago

      Not only that, I am certain Google will put as much money as needed into it not to allow any competing platform.

      YT is not profitable, but gives them data, power and control.

      • ddh@lemmy.sdf.org
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        2 months ago

        Twitter’s different IMO. It relies on the network effect, whereas YouTubers get paid.

        • originalucifer@moist.catsweat.com
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          were not talkin about the small number of creators. its all about the audience . though i see what youre sayin… chicken and egg kind of thing… its ok, google is making it hard on them

  • 🦊 OneRedFox 🦊@beehaw.org
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    2 months ago

    Video hosting/streaming is the hardest use-case to replace due to infrastructure costs. PeerTube exists, which works like torrents and is probably the best solution that we’re gonna get for this. I don’t see it replacing YouTube though, since decentralization fundamentally limits reach (and potential income as a result) and a lack of data collection makes it harder to accurately profile viewers (both of which professional content creators care about). It’s probably fine for hobbyists and FOSS projects that want to distribute videos though.

  • WraithGear@lemmy.world
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    Ok so first let’s go over what YouTube provides: Storage, community tools, search algorithm, add sense, authority over copyright, front end.

    Realistically you could probably cover the front end, search algorithm, and community tools with FOSS collaboration.

    Everything else gets harder.

    For storage, the VAST swaths of data, and forever growing nature of YouTube storage nearly guarantee its market dominance alone… if they can contain that infinitely growing monster forever. Its their greatest strength and can also be its Achilles heel. I would propose that video hosting would be covered by the creatives. This change creates a ripple effect that effect all the other challenges, but immediately raises the bar for entry, and with the exception of the highest earning creators, videos would have to be cycled out when their earning capability falls below cost to host. But! This has good sides, like the best videos would linger and bad videos would fall off increasing the quality of what remains. Creatives would have more control over their videos. You could also have a system that rotates videos between a cold storage and live videos, where cold storage would use a torrent like system vs the streaming of a live system, which would allow cheap storage of low earning videos to still have them available for those who could wait.

    Copyright, so with the creatives holding the keys to the content, this new youtube would only facilitate the connection and front end, but would not regulate it. So copyright claims would have to be handled by the creatives. This is a sharp as hell double edged sword! You won’t be copyright trolled as successfully any more BUT your odds of ending up in court could be higher as there is no way to appease the record labels and what have you so readily. There would also not be a method to scan the videos to easily find other people who are stealing YOUR content either. And you would have to deal with the person stealing your content directly.

    And ad sense. Without a unifying front to bargain with advertisers, it will be like the Wild West. Most advertisers don’t have assurances of enforced standards and will be very timid to employ this new system. They would all have to vett creatives separately, and it would work allot like Sponcers do now, but ultimately i think it would be a boon, but for a wile the money won’t be there.

    • WraithGear@lemmy.world
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      So i put more thought into this… assuming this was how a youtube competitor turned out. The negatives would begin to force certain human behaviors to mitigate risk. You would see guilds/channels form. This covers the weakness of the Wild West. Groups can bargain with more leverage from sponcers and demand more money in exchange for more consistency, these guilds/channels can also hire a lawyer on retainer if large enough to handle litigious tasks, and advise its members though copyright dangers. If it when it goes to court they can handle hiring of additional representation. The guild/channel would have say as to who they admit to the group, so they can expel risky members. But like joining an HOA creatives will have to adhere to the channels rules. But without a monolith controlling everything, you could find a guild/channel that has terms you agree with. This would bring a lot of the status quo youtube brings, but with everyone’s goals more aligned

      • WraithGear@lemmy.world
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        2 months ago

        For the algorithm,i would recommend using a hash tag system (i know they are not called hash tags but I’m in a stream of consciousness here) give creators the freedom to label hashtags to their content. Though to avoid gaming them, the value of views/upvotes is divided equally amongst all the tags, so if you put #hollow_knight as your only tag, you get more weight on a smaller net. Or if you act like an Amazon reseller and dump every single hash tag on you video to throw the widest net, you get a more shallow weight in each tag. I would count views AND like for this. Likes would be weighted more due to needing engagement. I probably would recommend not having down votes weighted either way, but obviously shown. And subscribing just guarantees the viewer gets notified at the top of the page.

        • WraithGear@lemmy.world
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          2 months ago

          I would also like to see if we can’t have embed 2 videos on the same page. So let’s say react videos. What if the reactor can que and control another video from the viewer. If you ever did a watchtogether it’s like that, but the reactors manipulation of the video is recorded like a Doom demo so it’s light weight, accurate, and most importantly of all… both creators get full credit for the views. No need to sue over copyright, a like button will be available for both videos. A juggernaut of a creator finding and reacting to another video will IMMEDIATELY have beneficial effects for the smaller creator. Colabs, head to head streams can share a chat. Weird art house effects can be used, ARGs made. On and on.

          • WraithGear@lemmy.world
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            2 months ago

            I would have the non live chat be built to resemble a forum more then the type used by YouTube now. Like with topic headers, and newer content floating recently discussed topics to the top. I have issues with YouTube chat being impossible to navigate or follow what anyone is talking about and who they are replying to, and i never know if anyone replys to me. So a more structured chat appeals to me…

  • Snot Flickerman@lemmy.blahaj.zone
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    2 months ago

    Honestly the biggest thing all of us is missing to take it down is financial capital.

    To get the kind of capital you need to take down YouTube, you need investment money from the kind of investors who will force you to enshittify to afford paying them back.

    The financial issue is the biggest one, when it comes to any and all of these.

    • misery mansion@lemmy.world
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      There are two YouTubes. One is the “creator” YouTube, algorithms, numbers blah blah

      The other is the actual content creator YouTube. These are the channels that people actually follow. If captain disillusion set up his own RSS feed for videos, and I had the method to subscribe to it, I’d no longer need YouTube

      The argument that YouTube has the algorithm and recommendations etc is moot, that’s the same job that every network does, you could absolutely replace this

      The video content would have to be self hosted probably. How it used to be. So we need all these tools to eat YouTube’s lunch

  • Wistful@discuss.tchncs.de
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    I was just reading this issue on Github last night and I really don’t see how PeerTube is any better than a traditional server for hosting videos. The peer part of it seems to have such a miniscule impact on the whole thing that it just feels like a gimmick. I’ve read that the biggest problem for PeerTube instance hosts is storage and not the bandwidth. The only thing that peers can save you is tiny bit of bandwidth from what I understand.

    So from what I’ve gathered, relying on peers only for hosting the video is completely unviable. And that makes sense, especially for old, unpopular videos, there will be no peers to begin with. Even if every video on the site is being “seeded” by viewers, the reliability of connection and bandwidth would be very bad because you can’t know if the peer is some guy on the dial up connection. Even in the perfect scenario where everyone had very reliable connection and good bandwidth, the fact that browsers don’t support p2p protocol and rely on a hack/workaround to use it, will mean that there will be delays. So starting the video and rewinding would be painfully slow.

    Is there something that I’m missing, or is PeerTube really not that much better than a “normal” video hosting server?

    • Dessalines@lemmy.ml
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      2 months ago

      Peertube uses webtorrents, not regular torrents, and doesn’t even hook into the larger torrent network, which is seeding most of media on the net.

      You’re correc, the peer part of peertube is mainly a gimmick at this point, and it’s nowhere close to being what torrents already are, a decentralized hosting network.

  • DARbarian@kbin.run
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    2 months ago

    Pray that Google enshittifies YouTube enough for any amount of creators to migrate to Peertube

    • jqubed@lemmy.world
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      The big problem is there are a lot of good creators who are only able to be good creators in large part because of the YouTube ad revenue they get. They would otherwise have to work normal jobs and not be able to devote the time or resources to their videos. I have little faith that enough viewers would actually pay enough money to offset the ad revenue that supports many creators. Without a way to realistically replace that financial stream there is a large chunk of YouTube that can’t migrate. Of course, that’s no loss with some of the content mills churning out crap to try and cash in on the revenue, but I’ve seen plenty of good stuff that I’m not sure would exist another way.

  • _MusicJunkie@beehaw.org
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    2 months ago

    Money. Lots and lots of it.

    Hosting video on a significant scale is very expensive. Stupendously expensive.

    Convincing people to join is also going to cost a lot of money. Consumers are on YT because creators are there, and they are already used to the platform. Creators are there because the consumers are there. And there is a robust infrastructure to make a living from content creation.

    Financing is especially difficult for such a project, because companies are willing to pay way more for targeted ads. For which you need some data about your users. The more data you collect, the better the and targeting can be, the more companies are willing to pay.
    Assuming there are enough users for companies to pay for advertising at all.

  • wuphysics87@lemmy.ml
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    2 months ago

    As nice as an idea as it is, it will never be feesible for one reason: buy in. You would have to get everyone on youtube to migrate to the same platform. Just about everyone who uses windows has gripes about it, but the masses don’t migrate to Linux. Because it is change at all, and there are too many choices. I like anyone else here, would love for folks to even consider an alternative, it’s a losing battle against human nature.

    • bazmatazable@reddthat.com
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      Network Effect is the biggest hurdle for sure. I think it it true for so many other services too. I think we can agree there is no real technical problem to solve, we only look at the technical problems because trying to “fix” the social and political issues is a lot harder. Digital Markets Act is supposed to address this but time will tell if it has any lasting impact (in the EU).

  • makeasnek@lemmy.ml
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    2 months ago

    The key problem that needs to be solved is the monetization problem. Nostr has a potential solution though. Over the last two months alone, their users have “zapped” (tipped/donated) other users around 950K (nearly 1 mil!) USD worth via lightning and that number continues to grow. And it doesn’t just make it easy to pay content creators, but to also put a portion of your “zaps” towards the relay you use or development of the software if you want. If you have a nostr account, you can easily tie it to a lightning address to send/receive tips, nostr doesn’t take a fee. Relays can also portion out a bit of their zaps for the people who publish the most engaging content on their relay. The possibilities are quite extensive. And because it’s over lightning, zaps happen instantly and for pennies or less in fees. Though, you can use nostr without zaps at all.

    For those unfamiliar with nostr, it’s a decentralized social media software much like ActivityPub/mastodon, the main use right now is as a twitter/instagram clone but there’s also a reddit-style section being built up as well. Video hosting itself could be done by relays or through a P2P system similar to IPFS. Moderation abilities from the perspective of the instance/relay are identical to activitypub/mastodon. But one bonus if that if your relay goes down, you don’t lose your identity, since your identity and relay are separate. And if you change apps or relays (you are typically connected to multiple relays), all your content moves with you seamlessly. And the payment/zap infrastructure is all decentralized, relays don’t ever custody or manage the payments. If you tip a content creator, it goes directly from you to them. The lightning network has basically limitless transaction capacity. If you have cash app, it supports lightning, so you can already send zaps (you will need different apps to receive zaps though because cash app doesn’t support the LNURL standard). Strike natively supports it. And because it’s lightning, it works in every country automatically.

    Long-term, if I am a content creator, which “fedi”-type system is going to be attractive to me? One where users can send me tips and mircopayments or one where they can’t? This is why I think nostr is going to win out long-term over AP/Mastodon. Mastodon could add this kind of functionality but I don’t get the impression they’re open to it. People may not want to commit to yet another $5/month subscription to a YouTuber’s patreon or nebula or whatever, but they are happy to tip 1-10c after watching a video. So there’s a psychological beauty to micropayments as well. As some random person I have made like 7c on tips this month, but I’ve also given out plenty to other people.

    Source about nostr fees: https://lemmy.ml/post/17824358

    • smnwcj@fedia.io
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      Unfortunately this financing requires a populace widely adopting cryptocurrency…making it a pipe dream for mainstream use.

      Tips are generally a bad model as well, which creates an incentive for rapid and pandering work (like ad supported content).

      Patreon had frankly built all of YouTube that is worth watching. I think a simple payment system using real banks can be integrated into smaller hosting services.

      It’s all academic though, YouTube is unrivaled in ad revenue and helping you expand an audience.

      • makeasnek@lemmy.ml
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        25% of Americans own crypto, usage continues to grow year after year both domestically and internationally. Most people have a crypto-capable wallet on their phone (CashApp, Venmo, Paypal). It solves problems traditional financial systems can’t solve well. That’s a trend that has been happening for 15 years. You can be mad at it, but it doesn’t change that it’s true.

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          People want something (YouTube but not YouTube) but don’t want to learn new techniques and technology (crypto). Eventually you have to leave them behind.

          I didn’t know about this Nostr, but I do believe you’re right with the content Creator coming for the money, it’s always the money.

          I’m going to give it a go!

  • Dem Bosain
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    2 months ago

    I wish people would start uploading their videos to Pornhub so I wouldn’t get embarrassed whenever someone sees the app on my phone.

    /s…or am I?

    • Mango@lemmy.world
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      2 months ago

      If I start a video series about Space Station 14, would you subscribe and comment on pornhub?

      More importantly, would you fap? I’d feel really accomplished for making fappable content.

  • 0laura@lemmy.world
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    This seems like one of the few problems where crypto might actually be useful. It would allow people to automatically and anonymously pay both the creator and the host of that video. Maybe make it a federated system and every host gets paid based on how many Bytes they send. The creator gets a share of that money and the whole system uses something like Monero or whatever. Not sure what the costs of that would be, but I assume its not too outrageous. If it was, YouTube wouldn’t be able to exist.

      • 0laura@lemmy.world
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        That’s true, you’d definitely have to charge more than what YouTube makes with ads. But I don’t think Google would keep YouTube alive if it generated only like, 10% of the money it costs them to operate.

        Edit: That’s why I said “it’s probably not too outrageous”, I know that YouTube probably operates at a loss, but I don’t think the cost is so great that noone would pay to fund a service like that. Though I’m obviously just guessing, I might be totally wrong

        • doodledup@lemmy.world
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          2 months ago

          Google is a whole package. They can earn money with youtube by serving ads on Google search that are fueled by your Youtube data.

      • 0laura@lemmy.world
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        2 months ago

        Basically, but I’m not sure how well it’ll work longterm due to the website not really contributing anything to the system afaik. Though I have to admit I haven’t looked that far into it, just posting my notreallyeducated guess. https://lbry.com/faq/host-content

    • makeasnek@lemmy.ml
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      2 months ago

      People are working on this for general decentralized storage, some of them have existed and been functional for 5+ years, I’m not familiar with all the names but there’s jstor (jstore?), filecoin, etc. When you have a system where you need to manage a database (and everybody’s copy of the database is the same) but you need to do it in a decentralized, P2P way, blockchain is really the only solution. A system which records who is hosting what and allows people to buy & sell storage is exactly this: a database with some buy/sell frontend.

  • magic_lobster_party@kbin.run
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    2 months ago

    Easy solution: host an FTP with all the videos. It has existed long before YouTube was a thing.

    More advanced solution: Torrent ala Pirate Bay. High quality videos have been distributed this way long before YouTube even supported 1080p. Peertube is based on similar solution as this.

    The main problem is to attract content creators to the platform. The problem isn’t technical.

    • sem@lemmy.blahaj.zone
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      2 months ago

      Dude no one can figure out ftp. Before there was yt there were embedded QuickTime videos and video podcasts

      • magic_lobster_party@kbin.run
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        2 months ago

        The underlying tech doesn’t matter. Only it has an easy to use interface. I just took FTP as an example of technology that already exists today.

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      2 months ago

      That isn’t a solution, because YouTube provides discoverability as one of its primary draws. The primary draw for content creators is the promise of being paid via the ad network. So FTP doesn’t offer 1/10th of what people go to YouTube FOR. EVEN if your theoretical FTP server had literally every piece of content in the world; people would still go to YouTube.

      • magic_lobster_party@kbin.run
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        2 months ago

        Recommendation systems are well studied. I don’t think it’s unreasonable to add some form of recommendation layer separate from (or on top of) the content delivery. It doesn’t need to be up to par with YouTube’s, at least before there’s any major content.

        Most YouTubers rely on sponsors or Patreon. Podcasters are doing the same - many of which are self hosting. So I don’t think an ad delivery system is that needed.

        I don’t see how it would have to work much differently compared to how Pocketcast or Overcast already works.

        The first problem is getting content to the platform.

        • kitnaht@lemmy.world
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          2 months ago

          There isn’t even a recommendation engine for video media that is open source and/or freely usable at this point in time that I am aware of. This needs to be a public database which is editable freely by everyone, in order to get every detail about media. Something like OpenStreetMaps; but for audio/video – and a suitable media recognition engine so that every variation of a media file doesn’t need its own entry. We also need laws so that services such as these are clearly protected by fair-use; because they currently aren’t, and get attacked at every chance by media conglomerates.

          • magic_lobster_party@kbin.run
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            2 months ago

            Recommendation systems don’t need to be that complicated. In its base form it’s just a list of videos you’ve watched (or content creators or topics). It can then be compared with the watching lists of other people to get an idea of what else you might be interested in. No need for any advanced video recognition.

            Maybe this list is isolated within a single instance. Maybe it can be shared between instances. Different instances might use different recommendation systems.

            Again, it might not work as well as YouTube’s, but I don’t think it needs to.