Articles, Blog

Manipulating the YouTube Algorithm – (Part 1/3) Smarter Every Day 213

– A couple of months ago
I made a Twitter thread about some weird activity I saw online, and after I posted that
thread tons of engineers from many different tech companies reached out to me privately
to tell me their stories. My interest in all this started one day when I was scrolling on YouTube, and the algorithm served up a pretty weird video for me to watch. You know how the algorithm works, right? It looks at your past activity and tries to figure out what
you could watch in the future that would keep you on
the platform the longest. It optimizes watch time. The algorithm suggested
I watch this video. Now, I’m not a super political guy, but I know those are important topics, and it had 138,000 views
and it was only one day old, so to me this looked like
it was a real news story. So when I clicked on the
video it got weird fast, strange music starts playing, and a robot voice comes on, and clearly starts reading me a script. – [Voiceover] After Trump
sends note to Ginsburg, he breaks silence on
plan for Supreme Court. Democrats didn’t think Donald would dare. Get ready, America. Ruth Bader Ginsburg hasn’t been seen in public in for 57 days. – There were red flags all over the place. The robot voice was reading typos. The name of the channel itself was some generic fake news site. There’s no way this is legitimate news. But the problem is it
had engagement levels that were off the chart. 94% like to dislike ratio. Look at all these comments. How can this be happening on
a video of such low quality? I started diggin’ a little bit deeper, so I searched YouTube
for the exact same title to see what came up, and whoa, look at this,
all of these videos are exactly the same title,
exactly the same script, but they’re all just a
little bit different. If you play the videos
you get different graphics scrolling across the scene. You might get a different robot voice. – [Voiceover] Breaking News Mencos, after Trump sends note to
Ginsburg he breaks silence on plan for Supreme Court– (orchestral alert) – [Voiceover] After Trump
sends message to RBG he breaks silence on big
plans for Supreme Court. – [Voiceover] After Trump
sends note to Ginsburg he breaks silence on
plan for Supreme Court. (loud alert) – [Voiceover] After Trump
sends note to Ginsburg he breaks silence on
plan for Supreme Court. – The content was essentially the same, it was just arranged in a different way. Different photos, different
B-roll, different title screens. I’m a YouTuber and I spend some time thinking about content ID
systems and things like that, and it’s clear to me that these
manipulations of the video and even the audio are attempts
to get around YouTube’s automated recognition systems. Let me explain how this works. YouTube engineers look at the
individual pixels on a video and then they use the
values of these pixels to perform some type of
mathematical function, which gives you a number called a hash. You then compare hashes to other videos that have been uploaded
and try to figure out if the same content has been uploaded by someone else in the past. The challenging task
here is to make a system that’s fast enough to
find the exact copies of specific frames of video across the entire YouTube library while at the same time making it smart enough to not be tricked. How would you do that with math? Instead of sampling every pixel, what if they sampled
specific spots on every video and measured the color values
at those specific locations? They could then compare those spots with every other video
uploaded to YouTube. But think about what
happens if a sneaky person resizes those images. The colors would change
at those locations. The same thing would happen
if you rotate the image or flip it or even apply
a filter of some kind. Now I don’t know how
YouTube samples these pixels or the audio from the video or what mathematical functions they use, but I know that’s like a company secret because that’s how they
defend the platform. If the bad guys were to figure out how these detection algorithms work then they could get around them and they could beat the defenses. If you look at these crazy
videos like a software engineer you can start to see some
really interesting details. For example, why would there be a globe spinning in this image? Well if you think about it,
that’s going to change the hash. What if the YouTube engineers
figured the globe trick out and then they shut that technique down? Well, in this video the globe is mirrored. That’s going to change the
hash in a different way. This specific instance is a
counter-counter-countermeasure. Which is fascinating. This one is probably my favorite. Why on earth would they put virtual snow falling over the top of a
video of the royal family? If you think about it, this changes the math
in a kind of random way, and therefore, YouTube’s
ability to detect it. This is like a new form
of camouflage that’s using math instead of colors
on this new battlefield where daily fights take
place by opposing forces of software engineers. But instead of fighting
over hills or pieces of land the winner of these individual skirmishes gets a few moments of your time, which in today’s attention
economy is super valuable. Because of the original video I found, I assumed most of this
activity was on the right. But I found these videos
just two clicks away from a mainstream channel on the left. (intense music) – [Voiceover] Speaker of
the House, Nancy Pelosi just keeps racking up
wins over Donald Trump. (intense alert) – [Voiceover] Speaker of
the House, Nancy Pelosi, just keeps racking up
wins over Donald Trump. – It’s the exact same stuff just trying to manipulate things
in the other direction. If you look at this channel specifically, it was started over 10 years ago by what appears to be an actual human. It uploaded a bunch of gaming content. And then at this moment right here it started uploading
videos about politics. At this point it’s clear to me this is not just low quality content. This is a coordinated attack
against the YouTube algorithm, complete with countermeasures. This is a serious, well-funded activity done by people meant to do harm. If you’re a teen or
20-something you probably think these old people are getting
duped into voting for someone that doesn’t make sense. And if you’ve got a few
more miles on the tires, you might be looking at the
younger generation and thinking, man, how are all these manipulative people able to whip them up
into a frenzy so easily? So is the internet getting worse
because we’re getting worse and this is just a reflection of us, or is there actually someone
playing with the dials and pitting us against each other? Today’s social discourse takes place on the public forum of the internet. And front and center in that forum are three primary platforms, YouTube, Twitter, and Facebook. This video is the first
in a three-part series on what exactly these
external forces are doing to manipulate our social media platforms and how they’re doing it. Now a key to a good lie is to convince you that there is no deception. When I started trying
to research this stuff, there’s all kinds of
information on the internet, but it’s very difficult to
cut through all the falsehood. So my approach is pretty simple. I’m literally going to get on airplanes and fly to the engineers who
are trying to beat this stuff and have a straight-up
conversation with ’em. We’re gonna get to Twitter
and Facebook later, but for the purposes of this video let’s look at specific active attempts to manipulate the YouTube algorithm. Okay, it’s time to move
past the speculation stage to the actual engineering data stage. So I’m here at this
building in California. The person I’m gonna talk to
does not wanna be on camera, so we’re gonna respect that, but I’m gonna go find out
exactly what went down with these specific
videos and report back. I was just gonna stand
in front of the sign and tell you what happened, but I have to think about
how I’m gonna say this. This is complicated. I don’t want to attribute
any words to YouTube here, so let’s just assume these are my words, but there seems to be two types of attack against the YouTube algorithm. Number one, there seems to
be a financial motivation. People are trying to create videos to extract ad revenue from YouTube. And so this is legitimate content. There’s nothing outside of
the terms of service here, except maybe the fame engagement
policies that YouTube has. But for the most part, it’s
legitimate content uploaded and meant to extract money from YouTube. Number two are the ideological attacks. These are attacks meant
to sway public opinion and make people think certain things and perhaps even make people
fight with each other. To understand this
better I rented an office in San Francisco to
interview Renee DiResta. She’s an expert in
malicious propaganda online. Okay, this is Renee DiResta. She is super smart on, I guess you’d say coordinated inauthentic behavior, incentivized content on social media and how to beat it, right? – Yep, I look at how
different types of actors manipulate the social
ecosystem across platforms. – Awesome, I loved your stuff on Rogan and Sam Harris podcasts.
– Thank you. – You’re just great. If you’re paying attention,
you’ve seen what she does. I wanna talk about what’s
going on on YouTube. – Okay. – Recently I found this
really weird video. It’s clearly manufactured content. And from what I can tell there’s two reasons that there’s
manufactured content. Number one is it’s financially motivated. And the second thing is ideological. – Yes.
– Right? Is that correct? Is there a third component I’m not seeing? – No, that’s correct. And there’s actually a lot of, there’s actually some overlap there. Because if you’re producing
really partisan content, particularly sensational stuff, you’re able to capture engagement and get people paying attention. Because particularly right
now in a highly partisan, polarized country, people
are looking for that stuff. And they’re not necessarily
paying a lot of attention to who the source is. So if you make something
that looks interesting you’ll be able to
theoretically attract views, keep people there, and
then you can both monetize and do something divisive. You’re gonna use fake accounts
to social it with end groups and then you’re gonna try to get a critical mass of real people to come and amplify it. – In order to get these videos
in front of human eyeballs you have to first trick a
robot algorithm type thing, and the way you do that is
with artificial engagement. Artificial engagement
is done with fake logins or compromised accounts. They sell them like wine
on the black market. A new one’s gonna set
you back about a quarter. A 2014 is gonna set you
back about seven bucks. Renee showed me some footage
of what she calls a click farm. They use these devices to try to artificially inflate engagement online. You can easily find these places online that will sell these
services to you straight up. – You know, a lot of us,
we use the number of views, number of likes, number of followers as like a hero stick for quality, and so there are hundreds
and hundreds and hundreds of these businesses that just
offer you things like views. So these are people who are just selling, selling likes. Funny enough, based on the number of likes on the ad for YouTube likes I would bet that they’re gaming their
Instagram (mumbles), too. (laughing) The internet is fake. – I’ve been doing this wrong.
(laughing) I’ve been trying to make
quality content this whole time. The strategy seems to be pretty simple. You make a bunch of videos
on one particular topic. You put ’em online and then the metadata points to each other, right? At this point the artificial
compromised accounts are used to give them artificial lift, and at some point, one of these videos will creep up above the
noise in the algorithm and it will start to get
shown to actual humans. It’s really easy to get mad at
YouTube at this point, right? Look at all this stuff that’s
happening on the platform. But let’s step back, think about it. If you were a software engineer, how would you use math and algorithms to detect this activity? I would argue that this
is very, very clever, and it’s very hard to detect
this in an automated way. If you look at the
engagement on these videos, the majority of these comments are actual humans discussing the videos. These are real people
engaging with this content. From an engineering perspective, this is extremely difficult to detect, especially at any kind
of meaningful scale. So we understand the fake
engagement piece, right? But think about the
content creation itself. For a video that I’m
proud of, for example, it will take dozens of hours for me to make this thing, right? In this one particular
case we’re talking about, we saw dozens of videos
uploaded in the same day. So clearly computers are involved. But how are they doing it? Believe it or not, there’s already an entire industry built
around this technology. It’s a great way to get
these small stories out. Whatever website you
go to to get your news, you’ve probably seen these things, automatically generated videos. Several companies offer
these types of services. One is called Wochit. If you go to the Wochit website, they boast over 1.5
million videos were created on behalf of their customers last month. These are videos created for
businesses you recognize. On their website they
show how the system works. You type in the topic you
wanna make a video about. They ingest millions of
pieces of licensed content from different sources. You slap in a script and yo
have a video within minutes. This is a very expensive
business to business service. But for these businesses trying to make it in the attention economy,
it’s totally worth it. Now let’s think about YouTube. The Wochit News YouTube
channel has uploaded over 3,000 videos in the last two months. Most of these use actual
voice actors reading a script. This is an incredible amount of content. Stop and think about what that could mean for the future of YouTube. It works like this. You have all of this
content like B roll, photos, audio, things of that nature. And it goes into this machine
and out pops these videos. Which is cool if you’re a newsroom and you’re using a
service like Wochit to try to create content for legit users online. But the problem is,
this is just technology. Think about what would happen if this was developed by people of ill intent. If you’re clever you
can change the content that you’re putting into the machine and the machine can start creating videos, each video with its own special flare so it can get around the countermeasures built into the YouTube
system and you simply upload all these to
different YouTube channels that you’ve created
with fake email accounts and there you go. You’re suddenly flooding YouTube with automatically
created content that has the incentives of making you money or changing the way people think. It’s probably mostly
financially motivated. – I think it’s mostly
financially motivated. I think Facebook has said the
same thing about propaganda. A lot of the stuff on their site, coordinated inauthentic activity, mostly economically motivated. Even during 2016, now
the notion of fake news is so tied to Russia but fake news wasn’t actually about Russia. If you remember, back in
2016 during the campaign it was about people just creating
these hyper-partisan sites that were literally fake
news, demonstratively fake, Pope endorses Donald Trump
and this kind of stuff. And it was just pushing
people to the sites to try to make money on the ads. And so that’s what I think a
lot of the challenge here is. The really strong
actors, the nation-states that are trying to do this kind of stuff, will spend the years to build
up the audiences over time and then you have these
more fly-by-night operations where a blog spins up overnight, they game their way into distribution, and then they just make money on the ads. – Someone that’s doing
this subversive activity, if they’re doing it we’re not gonna know. – Right, for a long time, for a long time. Unless they make a mistake.
– So it’s happening right now. – Yeah. – It’s happening right now probably in the sidebar of this video
people are watching right now, we just may not know it’s
inauthentic behavior. – I think it’s really
hard to find this stuff. It gets better and better. That’s the other thing. I think people assume it’s obviously fake or obviously, obviously incorrect English or obviously sensationalist
memes or something like that. No, they actually just started repurposing their content form our
own real, authentic, hyper-partisan pages. – Can we just stop and be disturbed that this is the kind of content that’s getting real eyeballs? And I know what you might be thinking, well it’s clearly different. I could tell the difference in that. But think about who I am, right? I’m an engineer who
understands countermeasures. I think through strategy. I spend hundreds of hours a month thinking about the YouTube algorithm. I tailor my thumbnails, I
understand how titles work. All of this to say I still got tricked. And so it’s a cat and mouse game. Well basically you have offensive content, then you have a countermeasure, and then you have a
counter-countermeasure, and then the YouTube engineers have to develop a counter-counter-countermeasure, and so this just continuously ratchets up and I don’t see a way to win, you’re not gonna win this. – No you’re never gonna win. There’s no winning. It’s managing. – All you have to do is increase the cost for the adversary to influence society. Regardless of whether
this material is made in some far-off land to make a quick buck, or if it’s from a malicious nation trying to influence a foreign election, it’s all taking advantage
of this flaw in your heart, the desire to fight with your neighbor. These people literally
make us hate each other and then we turn around
and give them our money. If your first inclination is to be mad at YouTube right now and
some kind of outrage, then you don’t get it. Like you don’t see what’s happening here. I know these engineers. They’re using all the
math at their disposal to try to fix this as
desperately as they can, but until our hearts change
towards political grace these people are gonna keep
taking advantage of us. I don’t think what kind of laws we make to try to get around this, they’re going to make us fight
and we’re gonna sit there and do it and then close our
eyes and give them our money. We’ve got to be smarter than this. – I think a lot of the countering has to be done in the real world, right? It’s the, I think you had said this in a Twitter thread of yours I’d read where you talked about the need to actively practice–
– Love thy neighbor kind of stuff.
– Right, right. I think that that’s, unfortunately, it is a, they’re preying on human biases. This is the thing, we have a brand new information ecosystem, right? We have democratized creation of content. We have no more gatekeepers. Anyone can say what they
want, do what they want, maximized expression, algorithms
to help you find people, but ultimately human nature, like the people have not changed. So it’s this fascinating new information environment ecosystem but
with a very old set of biases and ways of being that are just kind of part of the human experience, and I don’t think we’re necessarily adept at recognizing what
social media has done to us as individuals and as members of society. And that I think is one
of the key challenges where no amount of
regulating of algorithms or catching of bad guys changes that kind of fundamental truth. Trying to use real community
to kind of return people to that human connection is the thing that we’re missing right now and that’s because it’s
much harder to do that, to create the kind of active
unity that you’re talking about ’cause like who’s in charge of doing that. Normally that would have
been like your churches, your neighborhood, your community. I think, I don’t know what that looks like ported online where everybody’s
spending their time. – I’m not trying to scare you
by showing you all this stuff. Obviously there’s a lot of
hard core engineering thought that goes into everything
I just showed you, but it’s happening. There are bad actors trying
to manipulate people online for financial gain and I don’t
think it’s YouTube’s fault. When somebody wants to
do bad things to you, they’re gonna do whatever they can to get your data and exploit it. When I realized this series was gonna help educate
people I reached out to a company that takes online
internet security seriously, and that is ExpressVPN. They were all in. They decided to sponsor this video series and help make it happen. If you’re not using a VPN you
seriously need to consider it. Your internet connection
right now is broadcasting your IP address, which is the
way people track you online. Check this out, when I go to this website, it tests everything that my
internet connection is leaking. You can see my IP address,
which I’ve masked here ’cause I don’t want you to see it, but you can also see where I’m at. Your internet connection
is doing this right now. Here’s how ExpressVPN works. It’s a virtual private network. You just turn it on with one click. My internet traffic is now encrypted, and going through one
of ExpressVPN’s servers located throughout the world so people can no longer
figure out where I’m located. I protect myself online with ExpressVPN, and if you want that same protection you can get that by going
to, you can download ExpressVPN today. If you get 12 months you get an additional three months for free. That brings the cost down to
less than seven bucks a month. If you’re super smart and you understand the technical stuff behind all this, go do a DNS leak test. It’s gonna pass. It’s the fastest one I’ve ever tested. TechRadar said this is the number one VPN. There’s a 30-day money back guarantee, which I’m confident you’re not gonna use because I feel comforted knowing that my personal information is
protected on the internet., you can protect your internet
connection right now. Next up, Twitter and Facebook. They were awesome. They let me set up
cameras in the building. They also let me talk
to some of the engineers in charge of building
these countermeasures. It is a fascinating discussion. I hope you’ll join me as we continue this algorithm manipulation series. I think this is super important stuff. If there’s someone that
you think could benefit from knowing that this is how
the internet actually works, please pass this video along to ’em. Also, consider subscribing if
you feel like this earned it. This is a ton of work and I hope it brings value to your life. That’s it. I’m Destin, you’re
getting smarter every day. Have a good one.

  • Thank you for taking the time to watch the video. This is video 1 of a 3 part series on Social Media Algorithm manipulation and countermeasures. Even if you're aware of these issues, odds are your friends and parents are not. I'm hoping we can use this video series to educate an incredible amount of people about the realities of algorithmic manipulation online. The engineers tasked with working on these problems take their jobs very seriously and they are truly the unsung heroes in this fight. I'd be honored if you shared this video with someone you love.

    I'm on Twitter at:
    You can subscribe here for the rest of the series (in process):

    Note: This is a completely apolitical video. I don't care what side of the aisle you're on, you're a target of these types of attacks. I'd like to say thank you to everyone at these three companies (and those beyond) willing to discuss this very sensitive topic, and giving me your trust. This touches many different areas…. technical engineering, human interactions, artificial intelligence, IT, financial incentives, law enforcement, attempts to manipulate others, etc. This is an absolutely fascinating topic and I believe it's imperative that we talk about these issues more openly so even the most lackadaisical social media user is aware of them. I have realized lately that in general, people online are very eager to become angry at these platforms whenever there is the slightest misstep, without truly understanding the impossible engineering tasks these individuals have been given.

    I'd like to thank Renée Diresta for taking the time to discuss these issues openly with me. She wrote a wonderful piece called the "Digital Maginot Line" ( For those unfamiliar, the maginot line was an amazing undertaking to create a defensive front, which was easily sidestepped. It's worth your time.

  • Youtube can do something that is quite simple. Tell the truth about whats happening and admit that they cant solve it with an algorithim. Basically educate the public in a way were its simply about the facts of technology and society today. These PSAs could be periodic ads. Of course theres holes with this but I think just being honest is really the only move

  • IDK about you guys but it sounds pretty fun to try and figure out ways to trick youtube. Honestly, I feel like this is like that contest that facebook holds where anyone who manages to hack facebook gets awarded lik 30,000 bucks or something.

  • Sounds like someone's farming for ad revenue. Probably Russians…

    Knowing that "content" becomes cheaper the more the higher the supply is (economics), you have to figure out a way of creating enough content to generate significant revenue over time.

    Think of what requirements you'd have to meet to qualify for ad revenue and then develop a system/program to automate content that conforms.

    Supplementing resources for such projects is cheaper in countries like China, India, Russia, etc., which, if you have scrolled through any digital marketplace are full of bottom tier programmers, and coincidentally is where most malware comes from.

    Politics is just a hot product for these models and isn't the objective, just a means to an end as is has a high chance of creating significant public discord which fills a parameter that qualifies it as ad worthy content. They aren't trying to undermine our government, just tricking social media popularity algorithms. An example of this without political camouflage is the rating system on Google play with hundreds of 5 star "reviews" from indians for low quality, often ripped code, apps.
    Since our dollar is worth much more than other countries currencies it is very lucrative for them to nickel and dime us without much resistance.

  • A help to all would be a button similar to the thumbs up and down button. The button would allow the viewer to make it so their view/click/time could not be used for the video. This would then make it so if the person sees a video that was clearly click bait then we could remove our view. I see this all the time and would love the ability to remove my information from that video. If it happens too much the video is removed. Give the power to the viewers.

  • I always feel looking at my twitter feed that the tweets posted were not posted by the person themselves. It's like their accounts were hacked.

  • A little after the 15 minute mark you were saying that these people make us hate each other, but mainstream media is the real creator of divisions in the world. Several years ago when I watched fake news, I thought politicians up top were enemies. THEY'RE NOT! I also thought that Muslims wanted me dead. THEY DON'T! The real enemy has been dividing and conquering the masses for centuries by any tool and any means possible. They've changed Youtube to become mainstream media with their new algorithms and block truth channels everywhere. Free speech and freedom of religion on this platform is about dead and they don't mind losing billions in the process. It's all spiritual.

  • Very interesting content however, it is a fallacy to think that YouTube, Twitter, and faceBook have honest intent. These large ideologically driven corporations have track records of dishonest activity to make money, manipulate search engine results, and push a political agenda. They are malevolent and not to be trusted.

  • First of all let's pause the video n talk about the fact that your clothes never changed even when u claim to have went to YouTube, literally your clothes stayed the same throughout this video, my bet is that not only did you create those fake news but you also thought by " talking on them" you'll be making yourself seem as if you have absolutely nothing to do with them n get more likes, views n followers. If that's not the case then why don't u talk about other videos n only focus on literally that one type of video? Because if u were really interested in this topic you'd talk on more than just that video cos we've all seen that we get swayed into this algorithm in the lamest of videos. Well I caught up! Better luck next time.

  • You CAN'T manipulate blatant corporate meddling by Google to turn YouTube into a giant MTV-like pile of shallow garbage. Stop giving people false hope from your IVORY TOWER.

  • The YouTube algorithm looks at your past activity then recommends you videos from 10 years ago and kid videos from YouTube kids.

  • That's why I use the "Fk robot voices" method to avoid these automated fake news videos… and it works pretty good after a while, youtube stops recommending them… xD


  • In a nutshell yes on both questions they are pitting and we are that broken as human beings. As you mentioned the Russians were responsible for getting both sides of the spectrum politically to go after each other at one point. The reason is not known but there it is. We, as a nation are divided because we have such a diverse culture so it's easy to get folks to argue over anything. Also there are so many companies that simply want to ride the wave of what people are discussing or arguing about already. When was the last time you had a phone call from someone you didn't know that just either was fishing for info or looking to get you to buy something and you never did anything to cause this? The issue is as long as there is money or power involved then there will always be folks like this.

  • I believe these rogue videos are created by special interest groups to manipulate information and create confusion. Money is a secondary initiative.

  • This is Gold. We are from India and wants the youtube content ecosystem to be legit and authentic. With your permission i would like to replicate this video in my language Tamil. We need to reach out so many people!!!

  • What if I am seeing this vedio in my recommendation because smarter everyday made a deal with YouTube to cover up its illuminati doings.

  • what you noticed is what we get fooled to…. your are a good man… what if the voice is rechecked as well in the duplication check algorithm used by YouTube… also

  • If you want to know go check out webtorso driver channel info, I think it’s down now.. but it’s YouTube working out the algorithm.

  • when youtube/google ally with the enemy "china" & "socialist democrat party " .. combating youtube is a must .. i can see why they're doing it.. leftist terrorist is evil when they censure youtuber to promote socialism and hate for the democrat political politics

  • Renee Diresta is not an "expert" as much as she is an activist. You ought to search on her other talks and the reviews of the attendants. She is an offshoot of the original "we must fight the fake news phenomena" which was an artificial op started in Obama days in an attempt to get a position from which to silence opposition. I'd take everything she says with a partisan pound of salt.

  • there is an obvious tool that youtube has repeatedly turned a deaf ear to, which makes me suspect their good intentions: Give the user the ability to block a video, block an author, block a specific string of text. They have had this in their consumer requested features queue since inception, yet at no point did they even consider allowing the user this type of independence. This clearly speaks to their desire to remain in charge of filtering your experience above your own specific desires.

  • I think I just got a little smarter, EXCEPT! It’s the GOOD GUYS trying to distribute information around the evil censors!!!!!!!!!!!!!!

  • Youtube algorithm 2019: Your watching Mike Tyson vids, boom your a Boxer fighter. If your watching Mindhunter your a psycho. If your watching interview vids your a psychiatrist. If your watching smarteveryday your a astronaut. If your watching 20s movies your dead. How smart is Youtube algorithm? Its genious!

  • Don't let them fool you because they're the corporations and government entities that are doing it they're crooked they're the ones releasing the counterintelligence

  • Destin has fallen into the "trap". Google/Youtube has been brainwashing people for years. Just like Government, there is a time and place for Government to step in and start regulating. Unfortunately, we allow the Government to step in too often. We should expect YouTube to, at most, flag information but not remove it or demonetize it. .

  • Hello this was a great video. I'm new to YouTube. I'm from Baltimore MD where there is so much violence. In my city people are fatally shot everyday. My dream is to make it on YouTube so I can remove my family from this city. I'm not trying to beg for subscriptions but if you guys can find it in your hearts to Subscribe to our Channel please Subscribe. Thank you with all of my ❤️ heart.

  • Wouldn't load for me. Played evey other video except this one. They already know I love manipulating pattern analytic tests. This is very similar to those. I see patterns in everything natural or man made
    I've been doing this since before I heard that algorithms were used to manipulate what content I was being given access to. Before algorithmic analysis using computers. Tests and surveys were designed to ask a series of questions in which the same question was asked in several different ways. By recognizing this it was then easy to answer each version of the question with a different answer. This effectively nullified the results. You can also manipulate the outcome to steer the results in whichever direction you desire.

  • Can the Mandela Effect be an Algorithm to drive us insane . Algorithm changing names of company's , foods , places , whenever we look on the internet for the change etc an effect the Algorithm makes fake webpages to make us think reality has changed ! Please can you look into the matter thank you .

  • Mandela Effect Algorithm is very possible , but what about are memories ? Did Algorithm change them to . I find this topic very interesting as it could be used to create Mandela effects , or am I just insane .

  • No stress!…YouTube only come to reflect the way everything is run in our society. The only solution accept all media strictly as entertainment.

  • Bots that auto-comment with fake activity, likes etc boost ranking too. Companies have sued websites in the past for bot clicking on their ads so they are charged more. They also "ghost" comments, videos and entire channels from search or activity. Lastly, "quality control specialists" who can have up to ten accounts – flag some videos and not others with the same content. This is not just about a mathematical algorithm but also blacklisting some and not others.

  • youtube is more worried about controling human content. this makes them $$$.

    "political grace"? politics have demoralized us. you dont understand

  • This video is immensely relevant, but I must point out…

    3rd party VPN services do not do what you think they do, and they do NOT assist in repairing this problem, nor do they provide any sort of security as you've defined it here.

    The VPN service itself, has fooled you with a rather massive falsehood.

  • I've got one science communication video and am keen to make more, but yeah, I'm not going to pay people for engagement. It's hard, because even quality content is not going to get you there until you've got a lot of videos. I'm gonna keep trying though 🙂 Love your stuff Destin <3

  • If you watch carefully, the top right corner has a red rocket with a silver tip. Every cut in the vid, it changes positions!!!!!

    Edit: never mind I just realized it’s a hanging model, it’s blurred out just slightly as the camera is focused on him. That blur made it look cgi

  • 7:43 you need to do a bit of research about who you interview on these topics.
    Renee DiResta works for New Knowledge.
    New Knowledge is the organization that “discovered” the “Russian bots” during the 2016 elections.

    That seems legitimate, right?

    Only until you find out that they also “discovered” “Russian bots” during the 2017 Senate special election in Alabama.

    The problem comes with the fact that the “Russian bots” they “discovered” where created by them.

    They created fake Russian bots, linked them to a politician they didn’t like(Roy Moore) and then told the media that “Russian bots” were supporting him.

    Of course Renee officially joined new Knowledge after that, but she was an “advisor”.

    She has absolutely no room to be talking as an authority on this subject, she is an expert, but that is because she is on the side of the deception.

  • 7:48 she is one of the leading perpetrators of “coordinated inauthentic behavior”, she works for New Knowledge.
    New Knowledge is responsible for the fake online Red Scare.
    She is an expert, but she is one of the worst people to talk to to find the truth.

  • 8:57 ask her how she knows.

    He company New Knowledge did exactly that to create the “Russian bot” propaganda.

    They created bot accounts and linked those accounts to their political enemies. After that they told the media that they “discovered” Russian bots” backing their opponents.

    Remember they are the ones who created and ran those accounts.
    They were the “Russian bots”.

  • 13:13
    That was you and your company,New Knowledge, pushing the Russia narrative.
    You evil people where the ones who were busted creating bot accounts and the “exposing” those accounts and calling the Russian.

  • 14:05 like your company, New Knowledge.
    You sorry excuses for human beings got busted for running the very scam you were pretending to expose.

  • Ok I hated at the very end the VPN ad. The Ad should have been placed in the beginning. Because I loved the topic and the content came to the comments section to ask you to keep making these. I'm a techie and I learned a lot. But then I was hit in the face with the Ad. So my brain was annoyed at the end that I forgot all about the important message within the content.

    Now back to the good work in this series you are putting together.

    Try talking with people that have individual and Society degrees (sorry looking for right terms to use and not doing a great job, but I think you have an idea what I mean) so that your the script can be written for the non-technical group. They need simple rules or instructions on how to quickly pause a video and switch to another page or screen to determine if that video is man-made or machine-maybe. The one example of the robot actors audio voice. It took me a month or two to start questioning those videos when they started to play only to discover the automated voice actor. Then one day I got caught into a loop. I went down a rabbit hole of clicking one machine-made video after the ok the because YouTube was serving them up to me one after the other. And with watching this video have learned a lot as I previously said. And again I'm a techie, old as I am. Maybe YouTube can a type of Rating to the beginning of each video that they know are man-made & real. That way you can an option in your settings to only serve up man-made videos. Maybe we the users can flag the machine-made or man-made to help with Rating addition.

    Anyway too want this fixed.

    Because if this gets any worse I am at the point of saying turn off the internet entirely unless we get our government back and our humanity back.

  • This is nothing new. Our own government puts us in social/racial classes and we are taught to hate. Ask an American how they feel about dropping a bomb in Syria. Then ask a Syrian how they'd feel if America attacked them. We are filled with so much garbage no one can decifer fact from fiction.

  • It's tribalism – the basic organizational principle of humans, and similar creatures. You're videos are always great. Thanks for the quality, real content.

  • This is a well thought out video that has focused on the manipulations that goes on behind the scene. We are all targets for sales pitches and perceptions. All of it very insidious because it distorts truth and honesty. Our societal construct has destroyed trust in all information. At the same time, I have watched some wonderful and enlightening videos on YouTube. You just have to be selective in what you chose to pursue.

  • this is not bad if there exposing the demon crafts looks like these guys are doing both. this guy here seems to be a goofball and apparently, he's been living under the bed.

  • What about Donald Trump winning election in spite of millions of negative video about him? I've rarely seen a video talking good about him at election time though. What happen there?

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