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He said this AI is Unbeatable. I took it personally. 

WirtualTV
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After seeing Yosh's amazing video about his Trackmania AI and how it drove 'superhuman' times - I really wanted to see if and how long it would take me to get to it's level.
Yosh Video: • Training an unbeatable...
You should watch me live: / wirtual
Main Channel: / wirtual
Clips Channel: / wirtualclips
Twitter: / wirtual
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/ buckleyspants
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/ bassttv_
#Wirtual #Trackmania #ai

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22 окт 2023

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Комментарии : 510   
@danielrehfeldt
@danielrehfeldt 7 месяцев назад
I can only imagine the pain he experienced in the random 5 hour jump that we didn’t even see
@daDUSTad
@daDUSTad 7 месяцев назад
especially since he didn't improve at all xD having such a great time that early and then not being able to improve for several hours xd
@Nitidus
@Nitidus 7 месяцев назад
Also no snarky comment by Buckley so maybe the pain was real and he didn't want to make it worse for once 😂
@SuperMarioOddity
@SuperMarioOddity 7 месяцев назад
COTD, you mean
@richardcalbaza8387
@richardcalbaza8387 7 месяцев назад
@@SuperMarioOddity mate, he pauses the timer. think for once
@leschopinesns100
@leschopinesns100 7 месяцев назад
So I check his twitch VODs to get to the bottom of it. And he not only pauses the timer but he also tried the run off-stream for a couple of hours. It should be unecessary to say that but omg stop being so harsh to one another...
@skellybob5620
@skellybob5620 7 месяцев назад
10:02 - From the AI's point of view, Trackmania is turn-based. The AI looks at the game state every frame and determines it's response. Each frame can be seen as a discrete move.
@frosthammer917
@frosthammer917 7 месяцев назад
Yeah. The real issue with Trackmania is that defining "good" in it is very difficult. Chess is inherently a very logical game so getting computers to understand it is relatively easier than in a way more free game like trackmania.
@00wolfer00
@00wolfer00 7 месяцев назад
​@@frosthammer917The real problem is that AI makers can't speed up training significantly. At best they can spin up a few dozen instances of the game. This slow training in turn doesn't allow for many different approaches to training or the freedom of letting the AI figure it out on its own.
@jamesflames6987
@jamesflames6987 7 месяцев назад
They used reinforcement learning so from the AI's point of view it's more like being a blindfolded monkey locked in a cage being administered electric shocks.
@alexion3007
@alexion3007 7 месяцев назад
I mean of course trackmania is turn based? If it wasn't you would just be going in a straight line.
@kaischreurs2488
@kaischreurs2488 7 месяцев назад
@@00wolfer00 another big issue is the amount of different moves it can make at any given moment and how many it takes to finish a track, with chess seeing every single possibility 10 moves down the line is pretty insane, with trackmania that's only seeing a fraction of a second ahead. This makes it impossible to brute force it they way chess engines largely do.
@Laiserball8
@Laiserball8 7 месяцев назад
In the end, with track specific training, an AI is no different than a TAS run. It‘s just an automated way of finding the inputs. The really cool thing to be looking out for is generalization, in other words, how good can an AI get at adapting to new tracks it hasn‘t seen. This is what humans are so incredibly good at.
@user-zw2kf9lu6p
@user-zw2kf9lu6p 7 месяцев назад
Exactly, this seems like a very specific scenario. Like you see the ai basically doing the same thing every corner haha
@komet5420
@komet5420 7 месяцев назад
It's just a matter of time until we see Wirtual competing against a general AI on his favorite tracks! I'll give it 3 years
@kaischreurs2488
@kaischreurs2488 7 месяцев назад
it is different from a TAS run in the way that a human can beat it without cheese
@thomas_n4203
@thomas_n4203 7 месяцев назад
I recommend looking at the video about the AI because the guy also raised the same problem and trained it for another track (that is much less predictable) but in a way that it can do a very good time no matter what section of said track it is racing on. Once again, check the original video, it's very cool stuff ^^
@koshey245
@koshey245 7 месяцев назад
I feel like tas is stronger because it still has the human ingenuity on it, like the wall bonks and stuff
@_ikako_
@_ikako_ 7 месяцев назад
Arguably the overwall strat *is* proving that you're better than the ai, because it displays your human intuition and creativity in finding a solution that requires you to think outside the box
@Aldraz
@Aldraz 7 месяцев назад
That's only because these AI have very simple algorithm, can't really think out of the box and make creative solutions.. but guess what.. it's already possible in other games, just nobody tried to do it in Trackmania.
@cyb3r._.
@cyb3r._. 7 месяцев назад
while this may be true, this is due to the ai not being able to run extreme amounts of iterations in a short enough amount of time to be efficient and also a relatively simple algorithm in other games, ai have found game/physics breaking glitches that it constantly abuses after it discovers it
@GelberDracheLP
@GelberDracheLP 7 месяцев назад
No, it is beacouse the creator of the AI is punishing the AI for hitting walls
@reillydavis1100
@reillydavis1100 7 месяцев назад
Cope
@huntersmark917
@huntersmark917 7 месяцев назад
But the AI has to be taught (programmed) to think outside the box. So That's a limit of the programmer.
@Fr0gSplashh
@Fr0gSplashh 7 месяцев назад
The unexpected Wirtual AI arc. It feels like a filler but I'm here for it.
@wilfreddv
@wilfreddv 7 месяцев назад
Speak English please
@lLostGems
@lLostGems 7 месяцев назад
how is this filler
@Cloudyyyy88
@Cloudyyyy88 7 месяцев назад
How?????
@CampbellLoweryHart
@CampbellLoweryHart 7 месяцев назад
this is canon
@Cobalt_Hitron
@Cobalt_Hitron 7 месяцев назад
Hats off to Buckley for the How to Train Your Dragon music.
@elianjoensen2756
@elianjoensen2756 7 месяцев назад
are you talking about 15:07? because I’m pretty sure that isn’t from how to train your dragon
@thesovereignofdawn9300
@thesovereignofdawn9300 7 месяцев назад
​@@elianjoensen2756I'm sure he's talking about 11:55
@kyletheflameseeker2877
@kyletheflameseeker2877 7 месяцев назад
Fr
@ThomasWinget
@ThomasWinget 7 месяцев назад
I saw someone say "how to train your dragon" in the (scrolling very fast) chat, or so I thought, so it may have been the music that was playing on stream at the time. Either way, absolute banger OST!
@BroMine
@BroMine 7 месяцев назад
​@@ThomasWinget it was live and not edited even thought it looks like because the drop is exactly when he cross the finish line
@Guigiggs
@Guigiggs 7 месяцев назад
The dedication in this run... "just" to beat an AI record. I'm so impressed ! Congratulation !
@ElijiahCater-xg9dq
@ElijiahCater-xg9dq 7 месяцев назад
I can respect how wirtual can congregate way too many people who have way too much time on their hands to sit there and watch him try to beat an ai’s time for hours on end
@rodd555
@rodd555 7 месяцев назад
I have this nightmare where I'm trapped in hell and the only way to escape is to learn trackmania and beat all of Wirtuals PBs
@koryferencz7391
@koryferencz7391 7 месяцев назад
Riolu would have already beat this challenge off stream I have no doubts 😂
@kylehart8829
@kylehart8829 7 месяцев назад
I wonder if he would run the timer at half speed when he's off-stream.
@FullMastFlex
@FullMastFlex 7 месяцев назад
​@@kylehart8829that would be cheating; Riolu wouldn't do that.
@olivermensinger6022
@olivermensinger6022 7 месяцев назад
@@FullMastFlexoh, obviously. He would never…
@BerryFin
@BerryFin 7 месяцев назад
@@kylehart8829 riolu is just too good to cheat
@Hoch134
@Hoch134 7 месяцев назад
He was never cheating! He just presses the buttons faster when offline. They are very noisy and he doesn't want to disturb the ASMR stream.
@Vaidd4
@Vaidd4 7 месяцев назад
The 5 hour jump to get same time again... bruh I don't know where dedication stop and insanity starts but this is close.
@beccimahone
@beccimahone 6 месяцев назад
He makes millions from this. The true insanity is the viewer who doesn't get paid.
@Kirky64
@Kirky64 7 месяцев назад
Glad "How To Train Your Dragon" soundtrack was playing during his victory. Epic soundtrack to play when showing that humans are still better than AI (for now).
@annuvynarawn392
@annuvynarawn392 7 месяцев назад
Well done ! holding back the AI tide - probably not for long but it's all good fun
@grantarmstrong2968
@grantarmstrong2968 7 месяцев назад
Honestly, you have to give props to Yosh’s ai too though, especially considering it is designed to work on multiple maps with minimal training.
@miobondesson8711
@miobondesson8711 7 месяцев назад
I love the test flight song in the background when he beats the AI
@Peetjuh1000
@Peetjuh1000 7 месяцев назад
beating the ai with that song playing is honestly so perfect
@chipsngin
@chipsngin 7 месяцев назад
does someone know the song at the beginning (begins around 0:18) in the background? I just can't find out what it is, but it sounds so nice :) (I can't find it in the Wirtual playlist on youtube either; but maybe I'm just stupid)
@m4rt_
@m4rt_ Месяц назад
12:05 Nice music btw. It brings back old memories :D
@thetrashmob2307
@thetrashmob2307 7 месяцев назад
Omg the perfect music for the run! Hits me right in the feels bro
@pinkmimic5942
@pinkmimic5942 7 месяцев назад
And for days and hours, AI seemed unbeatable and it's dominance seemed absolute. But then, Wirtual got this run. 11:55
@gamertherapyconsoleyoursel5804
@gamertherapyconsoleyoursel5804 7 месяцев назад
came here to do this
@zbynekbroda4729
@zbynekbroda4729 5 месяцев назад
lmao wtf is ur pfp xD
@pinkmimic5942
@pinkmimic5942 5 месяцев назад
@@zbynekbroda4729 Pure perfection.
@mariosumilang8436
@mariosumilang8436 7 месяцев назад
I saw the other video about training the AI, super cool!
@TheMotlias
@TheMotlias 7 месяцев назад
1:08 honestly thought that was the intro to Red Dwarf theme song 😂
@Noam_.Menashe
@Noam_.Menashe 7 месяцев назад
Maybe whatever song it is used the intro.
@jellegamezz1238
@jellegamezz1238 7 месяцев назад
nice Mufat you pulled there
@obnoxas
@obnoxas 7 месяцев назад
As an American being, hearing about no tipping in other countries is wild. But then I remember that other countries that don't do tipping tend to pay liveable wages, and it makes sense. (Edited for spelling and grammar)
@matt-xe5km
@matt-xe5km 7 месяцев назад
It a livable wage but if your a doctor do you want to be paid the same livable wage as a taxi driver? no... so you go to america so you can make a bunch of money, hence why america has the best doctors
@MarmaLloyd
@MarmaLloyd 7 месяцев назад
We really don't. A "living wage" in my area doesn't even cover rent with a full time job. It's a socially acceptable level of poverty
@Royli33
@Royli33 7 месяцев назад
@@matt-xe5km lmao incredible how you portrayed ignorance with just this little text. a true american indeed
@aut1stickid
@aut1stickid 7 месяцев назад
​@@Royli33I've honestly never heard that take from an American. I think they're just one of those people who idealise the us
@busTedOaS
@busTedOaS 7 месяцев назад
@@matt-xe5km having a minimum income and having equal pay for everyone are two very different topics.
@dragongobrrr1350
@dragongobrrr1350 7 месяцев назад
I loved the music, reminded me of my favorite childhood movie, also great vid! 👍
@owensbeatedbeans
@owensbeatedbeans 7 месяцев назад
Would love to see this A.I learning to beat world records over time as it’s learning each track / techniques
@larion2336
@larion2336 7 месяцев назад
What happens when they get good enough that someone can make dozens of virtual machines and flood COTD with bots. Div 1 dominated by bots.
@owensbeatedbeans
@owensbeatedbeans 7 месяцев назад
@@larion2336 surely it would fall under TAS leaderboards Not be be used against human players Like a new medal system above author which would be A.I I might be completely wrong, but those are my thoughts.
@larion2336
@larion2336 7 месяцев назад
@@owensbeatedbeans But you could run such a bot via macro software and have it in a live match. It's very possible. Even outside Trackmania I think this is a threat rising AI systems will pose to competitive gaming as a whole, new cheats that just visually analyze what's on screen and react with superhuman precision.
@owensbeatedbeans
@owensbeatedbeans 7 месяцев назад
@@larion2336 damn to be fair, I see where your coming from Surely a system could be developed to find these A.I If it were to happen
@BobBobson
@BobBobson 7 месяцев назад
@@larion2336 That's gonna be a long time coming. The AI would have to learn the map in the same amount of time as a human player, including shortcuts, tricks, and other wonky shit, while being better than the humans. If you click on the link to the Yosh video of him training the AI it says he took 3 years to get it to this point on a single, very simple track.
@new4or
@new4or 7 месяцев назад
started watching trackmania content with Yosh`s last years video. than youtube recommended wirtual, than i startetd playing
@astiti5266
@astiti5266 7 месяцев назад
Somebody know the first citypop japanese song name or got a playlist of Wirtual's streaming songs? :D
@leondrobrady8860
@leondrobrady8860 7 месяцев назад
@WirtualTV I have an idea for a challenge: Make a map for the AI. Set your author time and find out how many training hours it will take for the AI to beat it.
@gamertherapyconsoleyoursel5804
@gamertherapyconsoleyoursel5804 7 месяцев назад
that's a cool idea
@TheAndrewSchmidt
@TheAndrewSchmidt 7 месяцев назад
I've heard that birds really don't like the scent of screens over your windows...the stench alone is enough to keep em out 😊
@Heteredony_JJ
@Heteredony_JJ 7 месяцев назад
Incredible, ando the How to train your dragon theme fit perfectly
@delliz8040
@delliz8040 7 месяцев назад
The AI will get stronger and stronger until no one can beat them no more
@burnstick1380
@burnstick1380 7 месяцев назад
And yet humans learn faster and more broadly. ;)
@Takyodor2
@Takyodor2 7 месяцев назад
@@burnstick1380...for now
@IronChief13
@IronChief13 7 месяцев назад
*unplug the PC*
@burnstick1380
@burnstick1380 7 месяцев назад
@@Takyodor2 faster: No. You need way better Algorithms for that so that's either impossible or it's a long way away. broader: You also need better Algorithms so same answer It also depends on how much power you throw at the PC
@xleep712
@xleep712 7 месяцев назад
And then you throw a map of the day at it and it crashes immediately and bonks against a wall for five hours because it was trained on a single map.
@thebeardedatheist
@thebeardedatheist 7 месяцев назад
For the bird issue @WirtualTV you can buy a fake owl statue (~$20) to put on your roof or fence to keep smaller birds away. It starts working instantly. Once it goes up the only birds we get are hummingbirds.
@noobkanon2
@noobkanon2 7 месяцев назад
From watching the video about the model trained and the methods used (and working in the field) - in fairly sure it's not a "trackmania" ai, it's a "this track" ai. What I mean is, the model can't be easily generalised to another track, for every track you have to start the training epochs from scratch, which is a huge burn of resources. Would be fun (and way harder) to build something that could be pointed at any track and get a fast time. Though it wools still need a few iterations to find a minimum. Kind of like a TAS?
@rraaiin
@rraaiin 7 месяцев назад
didnt the guy test it on a different track to prove it works on any track or am i thinking of a different video
@happygamer787
@happygamer787 7 месяцев назад
While it can't be generalised to any track, I'm quite sure he proved that it can be generalised to tracks that use the same type of turns/blocks.
@dhlehrenlos
@dhlehrenlos 7 месяцев назад
@@rraaiin yes it is easily able to finish other maps. But you will have to fine tune the AI to get competitive runs. Which is what you have to do as a human aswell. Literally just learning the map and finding new ways of driving different type of turns you've never seen before haha I would guess that future videos of him will dive deeper into this topic
@ara8692
@ara8692 7 месяцев назад
​@@rraaiinNah it's this one but I think he still retrained the ai but the ground rules stayed the same
@dhlehrenlos
@dhlehrenlos 7 месяцев назад
@@happygamer787 yes I just chedk the video again. He trained it on the long endurance layout but raced the same AI on the shorter track, which is similar in only having cutable 90° turns but different layout.
@JunctionWatcherUK
@JunctionWatcherUK 7 месяцев назад
10:10 deve in chat: “just watched the video this is gonna be impossible” !!!!
@roccov3614
@roccov3614 7 месяцев назад
I think the angle of this guy is to make a track that is hard for humans but not harder for AI. Thank goodness Wirtual can drive like a robot.
@snowfloofcathug
@snowfloofcathug 7 месяцев назад
Wasn’t expecting the HTTYD music, good choice
@MarJov
@MarJov 7 месяцев назад
This is absolute win for humanity! :D Wirtual pulling a Wirtual
@waste4245
@waste4245 7 месяцев назад
Sick run!!!
@createyour2831
@createyour2831 7 месяцев назад
The wall hop would be the FWO way Wirt come on!
@edmn
@edmn 7 месяцев назад
Tipping culture in America is so toxic. Pay your staff the wages they deserve!
@zielu7680
@zielu7680 7 месяцев назад
tru
@DrZaius3141
@DrZaius3141 7 месяцев назад
But don't forget that until they get the wages they deserve, you're a douche if you don't tip them.
@mrosskne
@mrosskne 7 месяцев назад
nah
@HoLLyWoOdUnDeAdFaN96
@HoLLyWoOdUnDeAdFaN96 7 месяцев назад
Do they not have screen windows in Norway? To stop mosquitoes and apparently birds to get in your house via the window
@kirtilot7421
@kirtilot7421 7 месяцев назад
I love the How To train your dragon music when you managed to get it
@Will_Kempkes
@Will_Kempkes 7 месяцев назад
Of course he gets it during the how you train your dragon music. GOAT sound track.
@abian54
@abian54 7 месяцев назад
Wow, in the end the bot pulled a Wirtual against Wirtual himself :o
@rlhemenway
@rlhemenway 7 месяцев назад
Dude you nosed that out perfectly.
@jailo28
@jailo28 7 месяцев назад
4:25 they invented this thing in my country a while back called a window screen. Very convenient and no creatures get in the house
@tanusszabo
@tanusszabo 7 месяцев назад
12:23 É O AYRTON SENNA DO BRASIIIIL *PAM PAM PAAAAM PAM PAM PAAAAAAM*
@Anthonythechickenman
@Anthonythechickenman 7 месяцев назад
birbs dominating the world: wirtual house's edition
@gadielsantana6562
@gadielsantana6562 7 месяцев назад
WITH THE LEGENDARY HOW TO TRAIN YOUR DRAGON MUSICCCC
@timma_j
@timma_j 7 месяцев назад
When the AI learns to overwall we are done for
@vFly
@vFly 7 месяцев назад
Let’s go, we escaping the matrix with this one
@siberx4
@siberx4 7 месяцев назад
Seems like Wirtual is a regular John Henry, keeping those pesky machines at bay.
@berti5879
@berti5879 7 месяцев назад
Legends was on Wirtual2 stream
@hoebare
@hoebare 7 месяцев назад
"What wild animal would you like to have as a pet?" My response: "yer mom"
@LordBhorak
@LordBhorak 7 месяцев назад
Vegas is crazy. Many casinos offer free drinks if you play, so maybe that's where the "tip the price of the drink" comes from.
@Kayem237
@Kayem237 7 месяцев назад
4:55 Considering that Casinos in Vegas typically give the drinks for free, the same amount as the drink is zero. Drinks in Vegas casinos are free because they make it back with the drinks making most people gamble more.
@sirka6539
@sirka6539 7 месяцев назад
bro was that Dragons music? what a legend
@TwistedRacoon
@TwistedRacoon 7 месяцев назад
Wish you had a channel with your high quality videos and an other for your stream highlights
@ilbott
@ilbott 6 месяцев назад
GOOD JOB
@F_the_G
@F_the_G 7 месяцев назад
I watched his vid! Thats going to be great
@mcie7145
@mcie7145 7 месяцев назад
12:00 dats the how to train your dragon music right there
@Phantom2502
@Phantom2502 7 месяцев назад
I think Wirtual needs to think about having screens on his windows, lol, that will solve the bird and potential bug issues.
@impeeps5674
@impeeps5674 5 месяцев назад
I’m fucking dead. The ending of the video 😂😂
@WoopyGrim
@WoopyGrim 7 месяцев назад
Mayo man with a new vid
@-lazyo-6428
@-lazyo-6428 7 месяцев назад
Imagine if Pablogd grinded this map as he did A07 race
@iTz_NaiX_33
@iTz_NaiX_33 7 месяцев назад
Congratulations
@getweirdwes
@getweirdwes 7 месяцев назад
In the end, Paul Bunyan bested the machine.
@GoofyAhhnimations7
@GoofyAhhnimations7 5 месяцев назад
love the httyd music at 12:23
@hingybingyplong
@hingybingyplong 7 месяцев назад
bro tugging at the heartstrings with the HTTYD ost
@penny1672
@penny1672 7 месяцев назад
holy the cut from 3 hours to 8 lmao
@thelegendarygamer8966
@thelegendarygamer8966 7 месяцев назад
orchestral httyd theme at the end gioes hard
@toastroaster3044
@toastroaster3044 7 месяцев назад
Bro used the 'how to tame a dragon' soundtrack and thought we wouldnt notice
@Lorentari
@Lorentari 7 месяцев назад
Time to take Wirtuals Replay file and refine the AI
@cyloye
@cyloye 7 месяцев назад
bro in his villain arc
@jimmymittens
@jimmymittens 7 месяцев назад
Have you tried putting screens on your windows to keep the birds out?
@ME0WMERE
@ME0WMERE 7 месяцев назад
You know, with a slightly different AI model and more training time, the AI would eventually figure out how to hop over the barriers
@matheusGMN
@matheusGMN 7 месяцев назад
looks like wirtual took the win to Brazil!
@iRWQFSFASXCi
@iRWQFSFASXCi 7 месяцев назад
Wirtual the Ai Hunter
@course1ne
@course1ne 7 месяцев назад
Good job. My hands would be destroyed i I played a map like this for 8 hours lol.
@TheStickCollector
@TheStickCollector 7 месяцев назад
Interesting to see
@Bjoern_1897
@Bjoern_1897 7 месяцев назад
Wirtychan, defender of humanity
@Neetneet007
@Neetneet007 5 месяцев назад
Wirtual is Trackmania’s John Henry
@dyingfish4614
@dyingfish4614 7 месяцев назад
„He himself” Bring Pablogd here to grind it
@fiskfisk33
@fiskfisk33 7 месяцев назад
I've heard mayonaise is bird repellant. If you put it all over your floor and roll around in it that should take care of it.
@mrfilax3214
@mrfilax3214 7 месяцев назад
Will you give the other map from the Ai video a go as well?
@busTedOaS
@busTedOaS 7 месяцев назад
10:15 "In a fast paced game like this, I should win" It's the opposite. AIs have no trouble doing frame perfect inputs while slow games like chess allow human computations to have a chance.
@Lensquik
@Lensquik 7 месяцев назад
yet Magnus Carlsen will likely never beat Stockfish ever
@busTedOaS
@busTedOaS 7 месяцев назад
@@Lensquik yep. to be fair chess already got a lot more attention from the AI community than TM.
@Flyingpapaya
@Flyingpapaya 7 месяцев назад
wait. what if we combined the things we love, the pyramids, and wirtual sliding across the floor covered in mayonnaise, and had our boy slide down the side of the great pyramid?
@_McMoon_
@_McMoon_ 2 месяца назад
It was like ROSSI vs LORENZO - CATALUGNA 2009.
@teacher464
@teacher464 2 месяца назад
Was that the Red Dwarf's theme?!
@SGTPlqsma
@SGTPlqsma 7 месяцев назад
Hes baaaaaaack!!!!
@fosstera
@fosstera 7 месяцев назад
the fact it only took less than 9 hours for you to beat an ai like that is really impressive!
@jonathanwilcox8902
@jonathanwilcox8902 7 месяцев назад
Feel like it’s way more impressive that he was even able to play a map that is the same turn over and over repeatedly for nearly 9hours.
@litapd311
@litapd311 7 месяцев назад
​@@jonathanwilcox8902trackmania players be like "yea this track is fire i'll grind it for 200 hours"
@asailijhijr
@asailijhijr 7 месяцев назад
Wirtual, keep birds out of your house by having decorations that look like birds of prey.
@thrustybagladeur8984
@thrustybagladeur8984 7 месяцев назад
T-pose and yell at the bird. Make yourself look like a threat, and it'll probably never come back again. You're probably getting visited by multiple different birds tho lmao. Maybe get a screen for the window? Also love the vid :D
@sgcabbage3572
@sgcabbage3572 7 месяцев назад
me when the celebration has how to train your dragon music
@lordisaac
@lordisaac 7 месяцев назад
Incredible.
@kenlied5841
@kenlied5841 7 месяцев назад
Why are there the white outlines at the skidmarks? I never have those
@Godwinsname
@Godwinsname 7 месяцев назад
Legend!
@nathanbeaudoin4437
@nathanbeaudoin4437 7 месяцев назад
has wirtual ever heard of a window screen? he might need it for his bird problem.
@Chasta1n42
@Chasta1n42 7 месяцев назад
If you dont want a birt, get a wild cat of some type. Tigers are super stanky, but super snuggly and love people.
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