[HN Gopher] Mozilla project exposes YouTube's recommendation 'bu...
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       Mozilla project exposes YouTube's recommendation 'bubbles'
        
       Author : jedimind
       Score  : 179 points
       Date   : 2020-07-16 14:51 UTC (8 hours ago)
        
 (HTM) web link (www.engadget.com)
 (TXT) w3m dump (www.engadget.com)
        
       | jamestimmins wrote:
       | 'Videos for the prepper will "explore apocalyptic scenarios and
       | how to "prepare" for them."'
       | 
       | Interesting that it seems to suggest that preppers aren't /truly/
       | prepping for these scenarios, or that the scenarios aren't real.
       | If anything, it seems like Covid-19 has proved a surprising
       | number of preppers right in some sense.
       | 
       | It may not be a zombie situation where people need large stores
       | of ammo, but the modern world can fall apart to such a degree
       | that the ability to survive outside of dependence on normal
       | systems is an advantage.
        
         | jedimastert wrote:
         | > it seems like Covid-19 has proved a surprising number of
         | preppers right in some sense
         | 
         | Right in some senses, wrong in others. The world went a little
         | crazy, but there wasn't a total collapse of society. Grocery
         | stores still have food in them, the world still turns.
        
         | pps43 wrote:
         | There are commonalities. I had some N95 masks since 9/11 and
         | bought more after California fires. I did not anticipate
         | COVID-19, but that stash still turned out to be useful.
        
         | mantap wrote:
         | I don't know. Most of the prepper material I read before the
         | pandemic predicted a breakdown in civilisation type situation.
         | Even through the stress of this pandemic, the world has
         | remained remarkably intact.
         | 
         | A pandemic was consistently predicted as one of the biggest
         | risks to the world by people like Bill Gates. But the preppers
         | were not super interested.
        
           | kiba wrote:
           | We would all probably be better off if we prepped a little
           | bit for 'everyday' or 'common' emergency situation such ad
           | adverse weathers, with the government prepping for outside-
           | the-norm emergencies.
           | 
           | Also, prepping channels seems to be a bit obsessed with
           | things as opposed to skills.
        
             | AnIdiotOnTheNet wrote:
             | Things are easier to acquire than skills.
        
               | dharmab wrote:
               | I disagree- the time and money spent on things could be
               | spent on a weekend long (possibly free online) course in
               | first aid, cooking, hygiene and other basic home skills.
        
               | bluGill wrote:
               | First aid skills without bandaid isn't useful. Cooking
               | skills without food isn't useful. Hygiene skills without
               | soap isn't useful.
               | 
               | You need to prep by having the skills, and having the
               | materials. It may be a good idea to know how to make the
               | materials, but that assumes time which means you need a
               | supply
        
               | dharmab wrote:
               | You can stock a 2-year first aid kit and many months or
               | years of food at your local grocery store very cheaply.
               | If you want to last longer, befriend your local farmer's
               | market where you can buy food and soap.
        
         | dharmab wrote:
         | I feel like the preppers were not prepared. Too much ammo and
         | MREs, not enough pasta and hygienic supplies.
        
           | Zhyl wrote:
           | There was a great Cracked podcast about this recently.
           | Preppers are basically preparing for some Hollywood doomsday
           | scenario where the hero overcomes challenges by putting
           | himself first and (sometimes violently) surviving by a series
           | of physically demanding challenges that depends on his canny
           | and his wits.
           | 
           | The real life pandemic scenario is 'solved' (in the same
           | sense) by listening to Government advice, being considerate
           | of others and staying at home and watching TV.
        
             | cpeterso wrote:
             | Many preppers just want to play soldier and imagine they
             | will get to shoot up marauding neighbors.
             | 
             | The real preppers are Mormon families who follow LDS
             | guidelines for keeping their pantry stocked with one-year's
             | supply of food to provide for their family.
        
               | dharmab wrote:
               | As someone who lives in Mormon country, most families
               | here are incredibly well-prepared for emergencies. It's
               | notable that the LDS-style emergency preparedness assumes
               | that social structures will be available through the
               | local wards and therefore individual preparedness can be
               | planned more practically. For example, emergency food
               | stores are standard groceries rotated through the
               | household's regular diet rather than special emergency
               | foods.
        
             | pps43 wrote:
             | > by listening to Government advice
             | 
             | I beg to differ. The CDC insisted masks don't work until
             | April, the WHO until June.
        
               | Aengeuad wrote:
               | The Twitter account for the British Prime Minister said
               | that you can both exercise in parks and that visiting
               | parks put lives in danger _on the same day_. Of course
               | this should be expected from a populist government that
               | needs to put forward multiple ideas to gauge public
               | opinion before implementing policy but then any advice
               | from the (English) government just comes across as
               | contradictory and hypocritical especially when the
               | politicians themselves don 't follow the advice.
               | 
               | We had the whole 'masks don't work' song and dance too
               | and by all accounts England is one of the worst countries
               | for mask adoption rates despite a decent majority of the
               | country thinking that they work, adoption rates might
               | change a little when masks become mandatory in shops in a
               | little over a week but for most people it's after the
               | strict lockdown has ended and well past the point of
               | being necessary. So I'd agree with you here, it has been
               | very hard to take the official advice seriously and it's
               | a real shame that a government is muddying the waters for
               | political reasons.
               | 
               | https://twitter.com/10DowningStreet/status/12467792104101
               | 437...
               | 
               | https://twitter.com/10DowningStreet/status/12468073039756
               | 206...
        
               | wunderland wrote:
               | The UK is wearing masks at a higher rate than many EU
               | countries
               | 
               | https://www.statista.com/statistics/1114375/wearing-a-
               | face-m...
        
           | pps43 wrote:
           | The ammo thing is strange. It's as if they estimate their
           | probability of survival in a firefight by assuming their
           | adversaries will be as accurate as storm troopers from Star
           | Wars.
        
             | bluGill wrote:
             | Ammo is useful because if civilization ends you can hunt
             | deer and other wild food with it.
             | 
             | How they survive the end of civilization is something I've
             | never understood. If the world population is in the
             | thousands odds are you are dead.
        
               | pps43 wrote:
               | You'll need at most a hundred rounds. There isn't that
               | many deer around. Yet preppers hoard tens of thousands of
               | rounds.
               | 
               | If you want to be sustainable, get a crossbow instead.
        
           | floatingatoll wrote:
           | One of the underpinnings of many preppers' operating model
           | was "we'll use the MREs to wait for law enforcement to
           | collapse and then use ammo to become king of the hill in
           | post-apocalyptic society". They weren't preparing for _all_
           | apocalypses, just the ones that would let them use military
           | strength to become unchallenged fief lords. In any scenario
           | where law enforcement is still operating, their stashes are
           | of little use.
        
         | heavyset_go wrote:
         | > _If anything, it seems like Covid-19 has proved a surprising
         | number of preppers right in some sense._
         | 
         | Most preppers I've run into are preparing for scenarios in
         | which they finally get to shoot people that they don't like,
         | and expect that people who don't like them will try to take
         | their stuff and kill them, too. A lot of them are preparing for
         | fantasy situations that they're strangely excited about.
         | Through that lens, prepping isn't very different than live
         | action role-playing.
        
       | djaychela wrote:
       | If you want a laugh, delete your YouTube watch history. I did
       | this about 18 months ago as an experiment. It took YT a LONG time
       | to get back to suggesting anything like worthwhile content,
       | despite me spending time on YT deliberately watching things that
       | I liked (and avoiding the initial suggestions it gave me after
       | the deletion which were all generic videos with millions of
       | views.
       | 
       | There are some channels that I used to watch that I no longer see
       | as a result of this, but then there are others I wasn't aware of
       | that I now see.
       | 
       | I'm careful now to not watch what I consider junk, and if I want
       | to watch anything I don't want my suggestions to be influenced
       | by, I do so in a private browsing window.
        
       | Kednicma wrote:
       | I've noticed that using youtube-dl seems to prevent my
       | recommendations from changing much. Are there other tricks that
       | one can use to avoid getting bubbled?
        
         | Cactus2018 wrote:
         | https://github.com/TeamNewPipe/NewPipe
        
         | CyanBird wrote:
         | You are already bubbled simply because you are not watching
         | Sudanese music videos...
         | 
         | There is a limited time, and within that limited time you will
         | be in an informational bubble because of the opportunity cost
         | of new information
        
         | Zhyl wrote:
         | I subscribe to Youtube channel RSS feeds with newsboat, but you
         | could also follow with any RSS reader.
        
         | bzb3 wrote:
         | I use YouTube while not logged in and I use an extension that
         | removes all cookies whenever I close a tab. YouTube doesn't
         | remember anything of what I've watched.
        
         | kohtatsu wrote:
         | Flushing cookies, and watching specific videos in a private
         | tab.
         | 
         | If you want to see a "default" youtube homepage for your IP's
         | location, incognito is enough.
         | 
         | Google isn't brazen enough to show you recommendations without
         | cookies, despite them being capable of tying your sessions
         | together.
         | 
         | I don't use the app on iOS. If you need higher than 720p
         | playback for a video you can request desktop site.
        
           | Avamander wrote:
           | > If you want to see a "default" youtube homepage for your
           | IP's location, incognito is enough.
           | 
           | I personally find that unpersonalized homepage rather
           | offensive. It often considers small countries near a large
           | one as a part of it as the borders are unclear for its
           | algorithms. The same happens with things like Google Play.
        
           | thaumasiotes wrote:
           | > Google isn't brazen enough to show you recommendations
           | without cookies, despite them being capable of tying your
           | sessions together.
           | 
           | Amazon is. I see pages show up in my products-viewed history
           | (logged in) after viewing them incognito.
        
         | vetinari wrote:
         | Youtube-dl doesn't have your Google account cookie, so Youtube
         | doesn't know it is you.
         | 
         | You can achieve the same effect by logging out Google account
         | in your browser.
        
           | 082349872349872 wrote:
           | The latter doesn't (or didn't?) work. I used to youtube from
           | a box which had never had a google account, and it still
           | bubbled.
        
             | londons_explore wrote:
             | YouTube will make you a separate "signed out identity",
             | which will be tracked
        
               | vetinari wrote:
               | Which is still based on cookies; if you drop them, you
               | will start clean again.
        
       | speedgoose wrote:
       | This website redirects me to
       | https://guce.advertising.com/collectIdentifiers?sessionId=
       | 
       | I guess I have to stop browsing Engadget.
        
         | black_puppydog wrote:
         | the big fat GDPR-circumvention is also kind of a give-away that
         | they couldn't care less about your privacy.
        
         | swebs wrote:
         | Same, and uBlock origin stops it from going further. Here's an
         | archive link
         | 
         | http://archive.is/k2gG7
         | 
         | But it's mostly just blogspam. Here's the real project
         | 
         | https://www.their.tube/
        
       | kristopolous wrote:
       | The recommendations on YouTube are endemic of Google's general
       | design problem as of late.
       | 
       | They appear to "go by the numbers" and effectively bucket all
       | users together.
       | 
       | So children, who almost all use YouTube and want to watch the
       | same content repeatedly, get categorized the same as say, me.
       | 
       | Then they look for the largest patterns without discriminating or
       | partitioning and just cater to that.
       | 
       | So for search, they'll ignore the focused queries and just return
       | general results. They place amateur and sophisticated computer
       | users in the same giant bag.
       | 
       | This is why the order of the tabs on search
       | (web/products/images/videos) just dance around and are totally
       | inconsistent.
       | 
       | It's also why they axe projects and strip features, replacing
       | them with effectively the bubbly hazy shoppingmall version of the
       | feature.
       | 
       | Image sizes no longer have numbers in the toolbar. It's some
       | amorphous icon, medium, and large.
       | 
       | It doesn't even serve the ends they are looking for. If I was
       | really unsophisticated, I'd look for an "icon" and then be
       | frustrated because, say Apple, requires 1024x1024 icons, which I
       | will absolutely not get with the "icon" size filter. So not only
       | are we worse off, but the newer way doesn't even service the
       | demographic they're targeting.
       | 
       | Another example, same pattern: Recently all my android devices
       | seem to have a much smaller dictionary on their gboard keyboard.
       | Less common words are impossible to swype and perfectly valid,
       | correctly spelled words are getting the red squiggly underneath
       | them because apparently, using an uncommon word must have been an
       | error. Almost every day I'm pulling up a dictionary to make sure
       | I'm not making a mistake.
       | 
       | I call this "design by dictator" syndrome: some person or group
       | (called the design group) is given unlimited unilateral authority
       | over all aspects of a product. It's the opposite extreme of
       | "design by committee". Nobody else can question or change things.
       | 
       | When nobody is allowed to say "that idea is stupid" then you end
       | up getting stuff with lots of stupid ideas. There's a reason why
       | the one word critical means "very important", "detailed", and
       | "judgmental". Uncountable empires have fallen when it is ignored.
       | 
       | Back in the 90s/early 2000s when I did windows development,
       | Microsoft was really quite good at bucketing users. There were
       | "channels of usage" available which facilitated many kinds of
       | needs and many kinds of users.
       | 
       | By ignoring the variation of sentiment, Google has lost its magic
       | and in their quest to please everyone while assuming everyone is
       | fundamentally the same, they end up leaving the majority minority
       | dissatisfied.
        
       | hedora wrote:
       | I use Duck Duck Go's video search. Most results are from YouTube,
       | but it completely solves this problem (to the point where I
       | didn't even know YouTube bubbling was a thing for most people).
        
       | ausbah wrote:
       | I guess a question I have is how does a platform promote
       | "truthful" content when only user actions are present (voting,
       | viewing, subscribing, etc.) with resorting to an omnipresent,
       | final "arbiter of truth" or "presenting all view points as
       | equal"?
        
         | Avamander wrote:
         | It doesn't. It promotes the truth people want to see, a
         | platform can only flag obvious false information but that will
         | always piss people off. Imagine if all the creationism videos
         | suddenly get flagged as false news, I'd cackle, but YouTube
         | would be lynched.
        
           | leppr wrote:
           | Or imagine they flagged videos showing how face masks help
           | contain Covid-19 as fake news back when the official US
           | government recommendation was still to not buy and wear masks
           | because they are useless? That'd have pissed people off too.
        
       | FreakyT wrote:
       | This does seem like a problem, but at the same time, this would
       | appear to be the expected result from a well-written
       | recommendation engine. That is, if a user watches a bunch of
       | videos about a specific topic, it makes sense that it would
       | recommend more of that same topic, since that is clearly what
       | that user is interested in.
       | 
       | That said, I see how this is a problem, but what is the solution?
       | Do away with recommendations altogether?
        
         | marblessubtext wrote:
         | Personally my problem is that it's not just the topic I'm
         | interested in, it's also the presentation (therefore the
         | channel), and sometimes I watch videos outside my usual
         | channels because I have some specific interest. The
         | recommendations then go ham for those one-off channels and
         | other channels I've never heard of. I refuse to even watch the
         | unheard of channels because I know there are videos on the
         | channels I DO watch that I haven't watched yet and I want those
         | recommended, 9/10 unknown channels I end up not liking and
         | watching them makes even more noise. I don't watch anything
         | politically sensitive but I can see how this system ends up in
         | dangerous territory.
        
         | jlbnjmn wrote:
         | Two different recommendation engines. One optimizes for depth,
         | the other for breadth. Combined results in the feed for a well
         | balanced diet of content.
        
           | Emendo wrote:
           | To make it even better for customers, Youtube could break the
           | different types of content from the recommendation engines,
           | instead of blending everything together under one list in a
           | way that resembles a slot machine.
        
         | joedevon wrote:
         | Platforms that create filter bubbles should show "opposite
         | content"..perhaps with a heading that could have titles like
         | "Videos we don't recommend"..."Videos you may disagree
         | with".."break out of your filter bubble" or something to that
         | effect.
        
           | iforgotpassword wrote:
           | But would that make much sense? I mean I guess if you have a
           | simple metric you could just show whatever is at the other
           | end of the spectrum, but after I watched 20 cat videos, what
           | would even be opposite content of that?
           | 
           | I'd really like to know how their recommendations even work
           | for starters. It currently just seems some simple "more of
           | the same" stuff. Could they not just look at the last 100
           | videos I watched, then find 1000 users who watched as many of
           | those as possible and look for common videos in their history
           | that I haven't seen yet. Maybe even make sure those videos
           | have as few tags in common with my 100 videos as possible to
           | help discover really new content. Really I have so many ideas
           | I'd try if I had such a huge source of information available,
           | instead YouTube feels like the dumbest "more of the same"
           | algorithm they could come up with.
        
           | catalogia wrote:
           | Regardless of the merits of this idea, it seems a tricky
           | thing to implement. What is the polar opposite of right wing
           | political videos? It's tempting to say left wing political
           | videos, but both are political videos and thus not opposite
           | each other along that particular dimension. So obviously you
           | have to pick and choose which dimensions you want flipped and
           | which you don't. Otherwise the opposite of political videos
           | might be... a documentary about marbles or something. That
           | wouldn't be very useful.
        
           | Avamander wrote:
           | Do you seriously think a lot of people would want to do that?
           | I don't. I think conservatives will yell out loud that
           | YouTube is promoting "gay propaganda/agenda" and vice versa
           | from liberals.
           | 
           | People intentionally bubble themselves, Twitter with it's
           | much weaker suggestion algorithm has netted the same result,
           | it really takes a special type of person to fight that.
        
             | bluGill wrote:
             | What is needed isn't the opposite view, it is the more
             | moderate similar view. Liberals are evil isn't counter by
             | liberal conspiracies. It is countered by conservatives who
             | can see the point and a middle ground. Likewise liberal
             | bubbles are popped by liberals who can understand
             | conservative positions.
        
           | kanox wrote:
           | Somehow I've managed to avoid most political/argumentative
           | content on YouTube and this solution wouldn't make sense for
           | me.
           | 
           | Would I get videos about how bikes suck?
           | 
           | What people who complain about "filter bubbles" mean is that
           | they're sad that traditional media's hold over what people
           | watch is weakening but that's a good thing. I don't need more
           | people telling me that "orange man bad".
        
             | iforgotpassword wrote:
             | I wouldn't strictly limit the term filter bubble to
             | politics here. Sometimes its just "whoa that stuff exists!"
             | moments. Unless YouTube decides to let some video/channel
             | go viral, you'll never get recommended stuff that isn't
             | very similar to the last couple videos you watched.
             | 
             | All the cool stuff that isn't related to IT stuff or retro
             | computing I've found through comments on hn or elsewhere.
             | Like that guy that restores matchbox cars, or the other one
             | who builds dioramas.
        
         | jmsaucier wrote:
         | One thing I've seen lately is that YouTube will recommend a
         | video that I've already watched all of it. And they know I've
         | watched it because I leave the watch history on and it has the
         | red bar showing how far through the video i watch.
         | 
         | I also don't know if it's because of other users behaviors or
         | maybe channels pay for the exposure, but I've seen certain
         | channels or topics take over the recommendation list more than
         | other topics. Or there's the issue where the recommendation
         | list beside a video is all "recommended for you" and not even
         | related to the video. On mobile they had to add a button for
         | showing videos actually related to the video you're watching,
         | but it feels like sometimes even that's hit or miss.
         | 
         | I'm okay with a recommendation engine when it doesnt get stuck
         | in this loop of recommending the same videos over and over. For
         | now, I just delete my YouTube history about once a month to get
         | new recommended videos.
         | 
         | Part of this may be youtubes fight to subvert people leaving
         | keywords in the descriptions of videos so instead they're
         | analyzing different things trying to build the heuristic. I
         | know there's a lot that goes into the engine so it could be any
         | number of things.
        
           | Avamander wrote:
           | > And they know I've watched it because I leave the watch
           | history on and it has the red bar showing how far through the
           | video i watch.
           | 
           | Worse is when they wipe that red bar. It's amnesiac, just
           | like Google Search and Chrome, those too forget older things.
           | I personally find it very annoying.
        
           | cuddlybacon wrote:
           | > One thing I've seen lately is that YouTube will recommend a
           | video that I've already watched all of it. And they know I've
           | watched it because I leave the watch history on and it has
           | the red bar showing how far through the video i watch.
           | 
           | This may surprise you, but if I like a video I'll watch it a
           | few dozen times. I say this might surprise you since it
           | certainly surprises my friends who make this complaint.
           | 
           | The accommodations the algorithms make for people like me is
           | probably making it worse for people like you.
        
             | nullandvoid wrote:
             | Do you still get the same enjoyment out of a video 10 times
             | on, serious question?
             | 
             | I'm the kind of person that can never watch a film twice
             | within the same year (normally longer), same with series
        
               | cuddlybacon wrote:
               | The same enjoyment? No, of course not.
               | 
               | More enjoyment than anything else I can think to watch?
               | All the time.
               | 
               | Funnily, for feature length films I can only watch them
               | once every few years as well.
        
         | grugagag wrote:
         | > That is, if a user watches a bunch of videos about a specific
         | topic, it makes sense that it would recommend more of that same
         | topic, since that is clearly what that user is interested in.
         | 
         | For how long though? In a short session it does make sense but
         | having that trail you along for weeks to months is not only
         | annoying but misguided as well, it diminishes the richness and
         | the variety of the content and kills exploration.
         | 
         | This should come with a reset button or simply be based on your
         | last search or something like that.
         | 
         | And there should be a way to block channels that you don't find
         | interesting. There are some channels that I am not interested
         | into their content that keep on showing on my recommednation
         | list no matter what I am searching for. I want that to go away
         | and without a plugin or some hacks that is not possible on
         | youtube.
        
         | throwayws wrote:
         | See TikTok [1] as an example. The idea is to mix in different
         | content. Making the goal not to match perfectly but to match
         | different topics.
         | 
         | - [1]: https://newsroom.tiktok.com/en-us/how-tiktok-recommends-
         | vide...
        
           | Avamander wrote:
           | TikTok is a bad example. Claiming it's promoting "diverse
           | content" is somehow rather funny.
           | 
           | * https://www.theguardian.com/technology/2019/dec/03/tiktok-
           | ow...
           | 
           | * https://www.altpress.com/news/tiktok-censorship-black-
           | lives-...
           | 
           | * https://www.theguardian.com/technology/2019/sep/26/tiktoks-
           | l...
        
             | bigpumpkin wrote:
             | TikTok may only allow 90% of videos, but its algorithm is
             | biased toward exploration of random subjects.
             | 
             | Youtube may allow 99.9%, but its algorithm is biased toward
             | what the user has recently watched.
        
               | Avamander wrote:
               | I find diversity of opportunity more important than
               | diversity of outcome and think of the first as actual
               | diversity.
        
             | throwayws wrote:
             | I mean topics different from the usual exact matches. I had
             | only that word in mind. Sorry for the confusion, I fixed
             | it.
             | 
             | I didn't know about this though. Thanks for mentioning it.
        
       | nicetryguy wrote:
       | A few years ago, i used to get youtube recommendations based only
       | on the video i was watching at the time, and it was awesome! I
       | could discover new videos/songs related to the video i was
       | watching much more easily.
       | 
       | Lately, most/all of the recommendations are based globally on
       | every video i've ever watched, so the recommendations are almost
       | the same no matter what video i watch, so it's tougher to
       | discover new things. For some reason, it insists on constantly
       | recommending videos i have watched before, which is annoying.
       | Maybe it's because i use youtube as a music player often and i do
       | repeat videos. It is amazing for video game OSTs, which i enjoy
       | and are hard to find anywhere else.
       | 
       | I could certainly see how this could lead people into isolated
       | thought bubbles, especially with how the algorithm is lately
       | compared to a few years ago, it has happened with myself to some
       | extent.
        
         | fpgaminer wrote:
         | > For some reason, it insists on constantly recommending videos
         | i have watched before, which is annoying.
         | 
         | The insanity is deeper than that:
         | 
         | 1) YouTube recommends videos they _know_ you watched before
         | (they're marked as watched).
         | 
         | 2) YouTube forgets which videos you've watched after a few
         | months. Google, of all companies, forgets what I've watched.
         | WTF?
         | 
         | 3) So even if YouTube didn't recommend videos you've watched
         | before, they'll forget in a few months anyway and recommend it
         | again.
         | 
         | 4) And you can't mark videos as watched. Say you watched a
         | video elsewhere. YouTube recommends it to you. But you've
         | already seen it. Can't mark it as watched. Can't make Google
         | not recommend it. Even if you could, they'll just forget in a
         | few months.
         | 
         | 5) Watched a video, but skipped the last 5 minutes because it's
         | sponsorship content? YouTube: Better not mark that as watched
         | and instead recommend that you finish it for the next few
         | months.
        
           | cuddlybacon wrote:
           | Some people, like me, will watch the same video multiple
           | times, if not dozens.
           | 
           | YouTube likely isn't forgetting that you've watched it. It is
           | probably suggesting it again because it thinks it has been
           | enough time you'd want to watch it again.
        
             | fpgaminer wrote:
             | > YouTube likely isn't forgetting that you've watched it.
             | 
             | No, they do. Videos that you've watched are marked as such.
             | They have a red bar at the bottom of the video thumbnail
             | that shows how much of the video you've watched. For ones
             | you've watched all the way through, it's just a solid red
             | bar.
             | 
             | After a few months, YouTube just forgets. I can go to, say,
             | Chubbyemu's channel
             | (https://www.youtube.com/c/ChubbyemuGames/videos), which
             | I've watched most videos on, and it only shows that I've
             | watched videos 6 months or newer. YouTube forgets
             | everything past that.
             | 
             | The point of my post was multi-fold. YouTube will recommend
             | a video they _know_ you've watched; it's got the red bar at
             | the bottom. But even if they didn't do that, they'll forget
             | in six months anyway and recommend it anyway.
             | 
             | > Some people, like me, will watch the same video multiple
             | times, if not dozens.
             | 
             | Hmmm, yeah, you're right. I do the same. Must be that their
             | AI has learned that behavior, but hasn't quite figured out
             | what makes a video "rewatchable" yet.
        
         | paol wrote:
         | Yes, that change in the right bar recommendations was very
         | noticeable (though it happened quite some time ago). Like you I
         | find the new system much less useful.
         | 
         | This has all the hallmarks of one of those changes driven by
         | single-minded metric chasing (engagement!) instead of
         | principled reasoning on what the product should do and feel
         | like to use.
        
           | nicetryguy wrote:
           | 100% Agree. The sad part is, at least for me, it works... i
           | definitely waste more time on youtube now....
           | 
           | That said, i also think production value in popular channels
           | has really skyrocked the last few years. We've entered kind
           | of a golden age for user generated content, for better or
           | worse. It is very entertaining but very much more addicting.
           | 
           | For example, i watched a guy for years who reviewed classic
           | synthesizers and made silly songs. He has recently made an
           | entire 2hr documentary on the history of ARP synthesizers
           | with engineer interviews and everything! It is like some Ken
           | Burns level stuff https://www.youtube.com/watch?v=l31RXiVSI9s
           | Nothing on youtube existed like this a few years ago. It is
           | an amazing world we live in now.
        
             | paol wrote:
             | There's no question about the value of the content youtube
             | has accumulated. It's their stewardship of it that worries
             | me.
        
               | nicetryguy wrote:
               | Google tends to let automation do most of the work and
               | apply a heavy hand to issues. I lost an entire account a
               | few years ago, gmail address and all, due to copyrighted
               | music on video games i was streaming. I got hard locked
               | out, I didn't have personal info tied to that account,
               | and they wanted some crazy validation information like
               | what month did i create the account, and i had no idea.
               | Since i only had 300 followers or so, there was nothing i
               | could do to get it back. It was a bad feeling. It really
               | made me think twice about what you do with big G, because
               | they can take everything all away in an instant.
               | 
               | I can't imagine trying to administrate / police all of
               | the people / content on youtube. It's an impossible task.
               | There are hundreds of millions of users with thousands of
               | hours of content being generated every second of every
               | day. It also cost more to run than it generates, so it's
               | practically a public service. I wish there were more
               | customization for recommendations though.
        
             | coldpie wrote:
             | Alex Ball is freaking amazing. He did a short podcast about
             | that video last week, which I found interesting.
             | https://www.soundonsound.com/people/alex-ball-making-arp-
             | syn...
        
       | throwaway_kufu wrote:
       | The only recommendations I enjoy are music playlists based on my
       | history.
       | 
       | Otherwise it always seems to ultimately lead to conspiracy style
       | videos. I may start with some DIY videos, archeology, history,
       | physics or even MMA...then a couple recommendations in its
       | Basically "fail videos" and conspiracy videos. As of late I'm
       | also loaded up with pizza reviews which is ironic because I'm
       | generally following low carb or keto regimens.
        
       | INTPenis wrote:
       | This is just one of many aspects where Google shows that it
       | doesn't really care about the UX. They only care about your data.
       | 
       | I can think of a few other examples off the top of my head where
       | their services could be improved easily but no one seems to care.
       | 
       | Like for example the youtube autoplay algorithm, which is often
       | useless. Here's a crazy idea Youtube, why not check which other
       | videos are in the recent queue and play content based on all of
       | them? Instead of just the last one.
       | 
       | Usually when Autoplay takes over I've already queued up a few
       | videos on my own, I've literally spoon fed them.
       | 
       | The YT Music UI is pretty bad too but that's a new product so it
       | might improve. As a long time Google play music user I
       | complacently migrated my playlists over and decided to give YT
       | Music a go.
       | 
       | First week I only use it to play my Electro Work playlist,
       | basically EDM and Psy/Goa.
       | 
       | Every time I start the app I begin at the Home screen with their
       | recommendations to me, and not one single time do they recommend
       | anything from or related to that playlist.
       | 
       | And every single time I browse away from the Home screen and
       | start that same playlist.
       | 
       | The recommendations of YT Music seem to be based on my YT
       | history, not my MUSIC history.
        
       | scoutt wrote:
       | So YouTube feeds their users the things they want to consume.
       | Interesting...
        
       | dgellow wrote:
       | FYI, the project they mention, "TheirTube", can be found here:
       | https://www.their.tube/about
        
         | KeytarHero wrote:
         | Thanks. One of my biggest bad-internet-journalism pet peeves as
         | of late is articles that talk about a thing that exists on the
         | internet without linking to it. I mean, I know I can just
         | search it, but it's a dark pattern designed to keep you on
         | their site, disguised as lazy journalism.
        
         | spyder wrote:
         | Yea, so strange when they write about a website but don't link
         | it. I can understand that maybe they want to keep users on
         | their site so they're linking they two other articles, but then
         | there is also an outside link to Youtube's blog, but not to the
         | website the article is about...
        
         | llimos wrote:
         | Thanks. Before seeing this comment I tried theirtube.com and
         | it's a porn site :(
        
       | nonbirithm wrote:
       | I find that every time I go to YouTube's homepage to look at the
       | recommendations, I'm really just bored and expecting them to feed
       | me something of low long term value that catches my attention for
       | a split second with the YouTube face or something, and it doesn't
       | particularly matter what it is so long as it's "interesting" in
       | that vague superficial sense.
       | 
       | This is in contrast to when I use YouTube as a library of videos
       | that I walk up to in order to look something up in that I want to
       | know about.
       | 
       | Now even when it's some guy's hand made animation they did in
       | college, I feel kind of guilty that the only reason I cared to
       | see it was because YouTube gave it to me, and also that I didn't
       | know what I was looking for to begin with so I essentially went
       | "well, that will have to do."
       | 
       | Maybe that will work for keeping me off YouTube until I start
       | believing that I have absolutely nothing better to do with my
       | time again.
        
       | tmaly wrote:
       | I purposely visit YouTube with Firefox in Private mode so I do
       | not accidentally teach the algorithm that I am interested in how
       | to fix garbage disposals.
        
       | EverydayBalloon wrote:
       | Interesting how many of these studies assume this kind of media
       | changes people's minds. Are people really that maleable?
       | 
       | It seems more likely they forward or "like" the media because it
       | reinforces a belief they developed over time via multiple sources
       | of data and experience.
        
       | Nihilartikel wrote:
       | I actually find myself curating my recommendation bubbles. One
       | identity with clojure talks and embedded hacking, another with
       | 70s progressive rock and Japanese Doujin trance music, and steak
       | cooking videos primarily, etc..
        
       | rland wrote:
       | If you find the youtube algorithm interesting, you may like this
       | interview with the guy in charge of the team who works on it
       | (warning, hour plus video that will fill your recommendations
       | with Lex Fridman!):
       | 
       | https://www.youtube.com/watch?v=nkWmiNRPU-c
       | 
       | I suspect that "sticky content" like conspiracy videos is just as
       | difficult for Google as it is for us -- certain content is just
       | magnetic, for one psychological reason or another.
       | 
       | The big takeaway from that interview for me was that "time
       | watched" is the biggest metric, not likes, clicks, subscriptions,
       | etc. I guess that makes sense, given that time is a bit like
       | currency. But sometimes what people think they like doesn't line
       | up 1:1 with what they actually like.
        
       | cannedslime wrote:
       | What is the problem here exactly? Youtube recommends based on the
       | stuff you watch...
        
         | tsumnia wrote:
         | I call it the toilet seat issue with recommendation engines. If
         | I buy a toilet seat on Amazon, I'll find it annoying when it
         | begins to recommend other toilet seats, plumbing valves, other
         | bathroom accessories. This annoyance extends to other areas of
         | curated content.
         | 
         | Secondly, our interests and preferences are temporal in nature.
         | Things I was interested in 6 months ago may not be things I'm
         | interested in now. For example, today I clicked on my YouTube
         | "Watch Later" list and now the engine is suggesting I watch A
         | Garfield Christmas Special.
         | 
         | Finally, some people enjoy variety. I want to know what new
         | music or genres are going on, but musical recommendations seem
         | to loop back to the same things. Google Play also always
         | defaults to 90s alternative for me. While I enjoy the genre, I
         | would never have developed my preferences for artists like Fela
         | Kuti or Baby Metal by listening to a curated list of things an
         | algorithm thinks I'll LIKE. Note, it only wants to suggest
         | things it knows I'll like or things with close approximation to
         | known liked things. There is no incentive to explore UNKNOWN
         | things because of fear the user will UNLIKE it and stop using
         | the product.
        
       | akerro wrote:
       | Alert: clicking on engadget.com redirects to
       | 
       | https://guce.advertising.com/collectIdentifiers?sessionId=3_...
       | 
       | which tracks you transparently, my router is blocking it so I got
       | "Hmm. We're having trouble finding that site." DNS resolution
       | error in Firefox
        
       | scrollaway wrote:
       | YouTube recommendations is one of those filter bubbles which I've
       | learned to use heavily to my advantage.
       | 
       | I consume a lot of video content and I've learned to curate my
       | watch history (what to watch/search for in incognito versus watch
       | logged in; what to delete from my history etc) so that my youtube
       | homepage actually consistently has a lot of high quality
       | discovery.
       | 
       | One thing I systematically do is avoid videos that are anywhere
       | between 10m00s and 10m20s in length: those are almost always
       | videos that have been arbitrarily lengthened to meet some ad
       | length milestones. I've even seen videos _slowed down_ by some
       | percentage just to fucking get to 10 mins.
       | 
       | Also apparently youtube's changing the milestone to 8 minutes
       | soon, so I'm going to watch out for those too...
        
         | WmyEE0UsWAwC2i wrote:
         | I had similar results following similar practices. I
         | distinguish between stuff I want the algorithm to recommend and
         | stuff that I only want to consume "on-demand" (that is when
         | ever I search for it).
         | 
         | The second category covers topics with lots of content so It
         | would overwhelm the other interests.
         | 
         | YouTube some times asks me how do I feel about my
         | recommendations and some times all of them are interesting. But
         | I can't watch them all (maybe I should add them to watch later,
         | to tell the algorithm that I care)
         | 
         | The turning point was when they allowed us to tell the
         | algorithm which videos were not relevant.
        
       | yndoendo wrote:
       | Seems YouTube recommendations does not adjust for context of
       | keywords. I click on a Sport video not because of the sport but
       | want to hear what the person has to say about XYX and not sports.
       | Then YouTube now thinks I wants sports and there is no way of
       | stating to the algorithm "Do not show me sports" because it will
       | take the keywords without context.
       | 
       | They recommendations are fixated on YOU as in the last search or
       | viewing instead of the sum of the content viewed. So a day of
       | just looking at Cat videos equates to I want all Cat videos now
       | and forever until I search for something else.
       | 
       | Also, there is not degree of separation for showing new / thought
       | of content. Or simply put, a meson to walk through the bookstore
       | and see something you never though of looking for and become
       | interested.
        
         | graton wrote:
         | I will watch things in a "private window" if I don't want it
         | affecting my recommendation or later go and remove it from my
         | watch history.
         | 
         | This seems to help me. Also I will mark videos as not
         | interested.
         | 
         | But yeah I notice I watch one video and then I get a lot of
         | recommendations related to it. Sometimes I like it and
         | sometimes I don't.
        
           | deadmutex wrote:
           | Also note that the mobile app has an Incognito mode too.
        
       | Avamander wrote:
       | I'm not sure how it "exposes", was it not known that it gets
       | heavily personalized? I've certainly noticed it for years.
       | 
       | Anyone who has used YouTube enough while logged in probably has
       | noticed how music playlists start looping the same songs and how
       | recommendations start repeating.
       | 
       | I've found that the best method to avoid that is actively reverse
       | train the suggestion "neural net" or whatever they use. Asking
       | friends for video recommendations, refreshing page multiple times
       | when recommendations are all too similar, marking suggestions of
       | known topics as boring, clicking on new topics more than old ones
       | and so on.
       | 
       | It's really rather fascinating how easy it is to fall into a
       | bubble and how hard is it to extend it. I do suspect it works
       | great for most users and that's why it is like that.
        
         | grugagag wrote:
         | I find that aggravating when I want to explore for new things
         | especially when I don't know what I looking for. It used to be
         | great to just explore around but it no longer working now.
         | 
         | What I find good, in a way, is that I get bored quick and get
         | off Youtube, otherwise it could be a serious time blackhole.
         | 
         | I think the only way to escape their recommendation engine is
         | to use an outside source to index youtube videos and
         | control/randomize it better from there.
        
         | cat199 wrote:
         | Not sure if we can conclude what it actually does, but there's
         | a difference between 'heavily personalized' and 'placing people
         | into defined common defined categories with clear boundaries
         | and content' in terms of societal impact
        
         | emilecantin wrote:
         | I don't go to Youtube for news / information, I go there for
         | entertainment. In that regard, the "bubble" works well, because
         | it recommends the type of content I find interesting.
         | 
         | However, I have refrained from clicking on videos before even
         | if they seemed interesting in the moment, because I don't want
         | to extend my "bubble" in that direction (I've gotten that
         | before). So in my experience, the bubble is actually too easy
         | to extend.
        
           | CoolGuySteve wrote:
           | Some topics seem stickier than others. Like clicking on one
           | Jordan Peterson video seems like enough to change a third of
           | the front page to other videos by him.
           | 
           | At least that's how it works for my account even though I'm
           | completely uninterested in the guy.
        
             | Avamander wrote:
             | It also works in the reverse, you click one video but
             | ignore the rest and it doesn't suggest you more. Meaning
             | that one video doesn't usually throw it entirely out of
             | whack.
        
             | blaser-waffle wrote:
             | Aye. I fucked up once and clicked a link to a PragerU vid
             | that was being discussed on reddit. Non-stop
             | recommendations about OWNING LIBS for a few weeks.
             | 
             | It's gotten to the point where I don't click links simply
             | because I don't want to get spammed.
        
               | coldpie wrote:
               | At least on desktop, you can remove videos from your
               | watch history, which I _think_ will drop them from the
               | recommendations algorithm. Search here and click the X on
               | the offending videos:
               | https://www.youtube.com/feed/history
        
             | godelski wrote:
             | I clicked on one of his videos like a year back to try to
             | figure out what all the hubbub was about. I have auto
             | delete history after 3 months on. Only video I ever clicked
             | on about him, I still occasionally get inundated with his
             | videos every once in awhile. I can also confirm that using
             | YouTube in this way does not lead to a lot of variety, even
             | though I am subscribed to a large amount of things. The
             | video recommendations do not seem to ever show me when
             | people I'm subscribed to post videos.
        
           | kanox wrote:
           | > I don't go to Youtube for news / information
           | 
           | In general it seems that social media regarding news and
           | politics is almost always toxic and should be avoided.
           | 
           | Twitter in particular is entirely awful because the format
           | prohibits any intelligent discourse.
        
           | bobcostas55 wrote:
           | You can just open the video in a private window to avoid
           | influencing the recommendation engine.
        
             | mperham wrote:
             | Or remove the video from your Watch History after watching
             | it.
        
             | jjoonathan wrote:
             | But then you have to pay for it with ads, and they're
             | really cranking the thumbscrews with the ads these days.
             | 
             | EDIT: on the other hand, a few days back I accidentally
             | used private browsing on a technical video and got a few of
             | those mythical good ads of the sort that inform you about a
             | genuinely interesting and relevant product you didn't know
             | about. So maybe it's not the worst thing ever.
        
               | manquer wrote:
               | There is always Ublock origin for the web and vanced for
               | android .
        
             | boznz wrote:
             | if it comes from the same ip address at the same time i'm
             | pretty sure it counts it too, as I sometimes get similar
             | recomendations coming up from my other PC which has a
             | different account, pretty sure I cant hide my porn browsing
             | by using a VM for the same reason :-)
        
           | touristtam wrote:
           | > So in my experience, the bubble is actually too easy to
           | extend.
           | 
           | Yes to the point where looking for content on prehistory can
           | lead to flat earther conspiracy theory rubbish.
        
         | deelowe wrote:
         | The thing that frustrates me is that I follow a lot youtubers
         | who don't post frequently and then some that do. The infrequent
         | posts are typically electrical engineering or computer science
         | related. I enjoy these topics more than others, but watch less
         | of them due to the frequency of posts. I also follow some
         | gaming stuff and liberal librarian politics as well as a few
         | other things related to medical science and a smattering of
         | random other topics. Without fail, YouTube will stop
         | recommending engineering topics to me and try to send me down
         | the rabbit hole of clickbait gaming and political topics. It's
         | infuriating b/c after a few weeks, I notice I've not seen any
         | engineering related videos and then have to go back and search
         | through the channels to see what I missed. YT even hides them
         | the sub feed. WTH?
        
           | ben174 wrote:
           | "Don't forget to click that bell!"
        
           | mfsch wrote:
           | I think for those it's best to subscribe to the RSS feed of
           | the channel. Feed readers are great for infrequently updated
           | content!
        
           | stallmanite wrote:
           | I've had basically the identical experience. I swear it even
           | seems to turn off notifications to some of the more obscure
           | channels and I have to turn them back on again. The niche
           | stuff (Engineering, Chemistry, Modular-synth stuff, demoscene
           | stuff, Math, countless others) is YouTube's strength in my
           | opinion. It's disappointing that they so strongly discourage
           | that use.
        
             | grugagag wrote:
             | Yes, I have a similar experience. Youtube/Google is shoving
             | down our throats content that is monetized (hence huge
             | channels) and it makes everybody else disappear more or
             | less. We need to index youtube from the outside and take
             | back control. Basically a giant table with channels and
             | last added video would solve that and the link to the last
             | video.
             | 
             | We have to take control back!
        
           | bscphil wrote:
           | > YT even hides them the sub feed.
           | 
           | I see YouTubers claim that YT does this, but personally, I've
           | never encountered a single video on a channel that I'm
           | subscribed to that didn't show up in my subscriptions feed.
           | I've also never seen direct evidence, it's only YouTubers
           | claiming that this is happening to their subscribers, as a
           | way of explaining some downturn in the number of views. I
           | suspect many of them are confused about the "notification"
           | feature, which I don't know I've ever seen anyone actually
           | use. (Also, sometimes a video can get stuck in "processing",
           | in which case it won't show up in the feed until it's
           | finished processing.)
           | 
           | Do you have some examples of this happening? I'm almost
           | certain if you could provide screenshots, e.g. of the channel
           | and of your subscription feed, showing the missing video,
           | that YouTube would consider this a bug. The subscription feed
           | is supposed to show all the new videos from channels you're
           | subscribed to.
        
             | soupbowl wrote:
             | > I've never encountered a single video on a channel that
             | I'm subscribed to that didn't show up in my subscriptions
             | feed.
             | 
             | This is also my experience, I've even closely paid
             | attention to the videos of YouTubers that claim this type
             | of thing is happening and I still have always seen their
             | videos appear in my feed.
        
         | tw04 wrote:
         | >how music playlists start looping the same songs
         | 
         | This is one thing that infuriates me. They do SUCH a poor job
         | of branching out compared to other services, including Google
         | Music.
        
         | powersnail wrote:
         | Before I have an actual Youtube account, I had thought it would
         | have some really smart recommendation algorithms.
         | 
         | But now that I have my personalized "bubble", I'm utterly
         | disappointed. At least from my observation, it mainly uses
         | three strategies: 1) repeating what I've seen, 2) offering
         | video from the same channels I've watched from, and 3)
         | suggesting really popular videos.
         | 
         | The repeat is the worst, especially since it seems to favor
         | interviews, funny clips, etc. which are not really re-watch
         | worthy, even if they were a good watch for the first time.
         | 
         | Then, since I haven't subscribed to a lot of channels, 2) is
         | melding into 1).
         | 
         | At this point, I don't even look at the "Home" tab anymore. I
         | do a refresh on my subscribed list, and if nothing is there, I
         | just move on.
        
         | boomboomsubban wrote:
         | >I'm not sure how it "exposes", was it not known that it gets
         | heavily personalized? I've certainly noticed it for years
         | 
         | It shows what the homepage looks like for someone in a variety
         | of different bubbles. You knew it was happening, this exposes
         | how it looks.
        
         | spyder wrote:
         | Also the recommendation are not so bad: for example in the
         | conspiracy bubble I expected a lot worse, but they mix the few
         | strange conspiracy videos with less "crazy" and more scientific
         | ones like Buzzfeed Unsolved or the Kurzgesagt channels.
        
       | SrslyJosh wrote:
       | They think there's a difference between a "conservative" and a
       | "conspiracist"?
        
         | swebs wrote:
         | They look completely different to me. Most of the conspiracist
         | videos aren't even political.
         | 
         | https://www.their.tube/conservative
         | 
         | https://www.their.tube/conspiracist
        
         | bluGill wrote:
         | We just learned a lot about you. Closed-minded is obvious, and
         | there is a good chance you don't believe you are.
        
           | SrslyJosh wrote:
           | You don't know much about the conservative media ecosystem,
           | do you? (Don't try to pretend you know more than I do about
           | it--I grew up immersed in it.)
        
           | SrslyJosh wrote:
           | Also, I'm laughing about being called close-minded after my
           | comment got killed by a mod.
        
       | briga wrote:
       | New ideologies have always formed as thought bubbles like this,
       | but now they're forming fasting than ever. Question is: are
       | thought bubbles OK, or should we try to pop them? This forum
       | itself is a thought bubble, surely they can't all be bad.
        
       | LockAndLol wrote:
       | This has been a phenomenon for the better part of a decade. I
       | can't even remember when it happened, but some day they decided
       | that the channels one was subscribed to were less important than
       | "hot videos". They also split and moved those subscriptions into
       | some sidebar where you had to click on every subscription
       | manually to see what was new.
       | 
       | Their focus is ads. Top videos mean ads are watched more often so
       | that's what they promote. Everything is geared that way and
       | creating bigger, less heterogeneous groups means there are less
       | "niche" videos. I'm sure their AI has worked out the smallest
       | number of groups that spans the biggest amount of users and
       | drives views upwards that way.
       | 
       | If you don't want to get caught in the pooptube loop, don't
       | subscribe, don't create an account and get recommendations
       | offsite. They are more likely more diverse. In fact, if you want
       | new stuff, don't go on youtube, go to vimeo, peertube, dtube, or
       | whatever else has tube appended to its name.
        
       | Steltek wrote:
       | Fun fact: all six personas had beekeeping Youtube videos
       | suggested to them.
       | 
       | More seriously, I wonder if one could determine the "strength" of
       | a bubble's wall and then check that against the expected time
       | spent online by a group.
        
         | kps wrote:
         | Clearly YouTube senior management has determined that colony
         | collapse disorder is an existential threat to their business.
        
           | Steltek wrote:
           | In-joke reference to a seemingly random beekeeping video that
           | ran wild through a while ago due to a YT recommendation
           | engine hiccup.
           | 
           | https://news.ycombinator.com/item?id=23636177
        
       | hugh4life wrote:
       | One thing I noticed on music videos is that if I click on the Mix
       | on the sidebar for that video it has a heavy bias for videos I've
       | previously watched even if it has nothing to do with that song's
       | genre.
       | 
       | I have kind of weird tastes that go from old country to happy
       | hardcore to synthwave to many different genres and it's just
       | weird how I get songs in the youtube mixes that are extremely
       | unrelated to one another. I could be wrong, but it seems like it
       | used to be much better than it is now.
        
       | 6510 wrote:
       | Not a particular fan of the Donald during the election I thought
       | I should watch one of his videos. I fell asleep half way then
       | auto play played many hours of videos from him. For days all
       | suggestion slots showed the same face. I've been convinced
       | eversince that there is a grant CONSPIRACY where youtube is
       | trying to turn us all into ufologists.
       | 
       | THE TRUTH IS OUT THERE!
        
       | chris_wot wrote:
       | So I neither follow nor enjoy conspiracy theory videos. Does this
       | mean that I might soon be served up such videos because I am
       | actively avoiding them?
       | 
       | I sincerely hope they solve the issue of destructive fringe
       | videos.
        
       | fouc wrote:
       | The means of filter bubbles should be in the users hands, and not
       | in the hands of corporations. Corporations cannot be relied upon
       | to have the user's best interests at heart. When users control
       | their own filter bubbles the internet becomes a useful and
       | productive place again.
       | 
       | "The means of filter bubbles must be in the hands of the users!"
       | as the latest rallying cry.
        
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       (page generated 2020-07-16 23:01 UTC)