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#that's the last of them for the V2 batch! :D
autisticgayplushie · 1 year
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bacon the achillean puppy! :3
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sarahnevra · 3 years
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Ask me things?
SO!
My brain is kinda spongy lately and I want to do some digging into a bunch of my characters who just... have not had much going on with them. Or are kinda new. Or who have fallen by the wayside for whatever reason. Or, really, just need some fleshing out because I don’t always get to all the minutia without prompting. This batch are all from D&D modules or D&D ruled original settings.
Here is a list:
Grosbeak Greyscale (black dragonborn bard)
Hope Rigger (winged variant tiefling druid)
Inkbeak (hummingbird sorcerer)
Malaghriir “Greer” Torneld (drow druid)
Malaghriir "Greer" Torneld v2 (fire genasi druid)
Osric Halfapple (halfing/drider wizard)
Patience Halliwell (human (Stensian variant) barbarian)
Zenon “Copperhoof” (satyr sorcerer/worlock)
Wildon (last name pending) (fairy/pixie druid/barbarian)
Now, please feel free to ask any general questions. OR! I have a whole tag of ask memes, just please copy/paste the question along with the symbol/number/etc. because otherwise I will have no clue what you’re on about as my brain is a SIEVE on the best of days.
Have fun! Also if you want to ask about any of my other OCs whose names you know (or you’re just curious about), I am MORE than happy to talk about them as well.
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GAMMA ZETA LIE SORORITY'S "PRETTY LITTLE LIARS 7b SERIES FINALE" THEORIES BATCH FOR 2017!!! ITS HEEEREEE! #SharingIsCaring Bitches...
GZL PLL 7B Master Collection of Finds and Theories:
It’s that time again! Where GZL posts all the hard work we’ve done as a team all season solving PLL… our team is truly outstanding! I should know, I handpicked each of them as being the best of the best in the fandom! Each season before the finale, we post our master theories and body of work, so after the finale we can say we got this or that correct. This past year GZL has gone thru a lot of changes! Members have gone thru many life changes and we’ve still kept on keeping on. This is how I reward my GZL Dolls for their hard work all season. By posting our work so they all get bragging rights. I’m continuously impressed by how amazing this group of people is. We have some of the best detectives in the fandom, and I handpicked and invited each one to participate in a lil experiment of solving -A as a team. We’ve all become good friends now and have successfully solved PLL each season since! Way to go Team! We had a lot of challenges this season, and still managed to get'er done. Thanks for all of your hard work this season Dolls! We decided to make this season a bit more fun and laid back. We post our work, theories and finds before each finale, twice a year and here it is.
For those interested in joining, don’t fret that PLL is over. GZL will continue doing new shows. We recruit twice per year for those lucky ones. Here’s the work we did this season as well as some throwbacks and solo theories of members. We hope you enjoy! A lot of work went into this:
❤️ TABLE OF CONTENTS TO FINDS AND THEORIES BELOW:
🔺Peter Hastings and the Illicit Radley Baby-Breeding Ring (A “Just for Fun” Theory)
🔺AriA is A SleepwAlker
🔺#GrunwAld Means “Green Forest!”
🔺#Moleb: The AD Techy Power Couple
❤️ PETER HASTINGS HELP A.D. RUN AN ILLICIT BABY-BREEDING RING!: GZL 7b, 2017. A Just for Fun Hypothesis
PLL 7B Just-For-Fun Theory: Peter Hastings is Uber A! And The A Team is an Illicit Baby Trafficking Ring!!! 😱 (& Bonus: The 3 M’s of. good Theory!) NEW & REVISED ADDITIONS V2! So a lot of pll fans have been discussing Peter Hasting’s recent arrival back in Rosewood and wondering what he is still hiding. We know he has Umpteen million kids. My theory is: Peter is Uber A, and started the game merely to keep tabs on all of his damn kids, find out if there’s anymore out there, keep them out of trouble with typical teen issues like drugs (I’m Looking at You Spencer & Jason= the Spason Sibs, you’re welcome 😇), and avoid having to pay child support for all of them.
The GZL Evidence File 🗃:
1. We keep finding more kids this dude has had. We have no idea when this will end.
2. The Uber A mystery has to do with who’s kids are who’s. Who’s were Mary Drakes? Who’s Peter Hastings? Who’s a DiLaurentis in secret. Who’s a Hastings in secret. And who’s been adopted. Which kids were taken from their mothers in Radley… which seems to be an ongoing trend which brings me to:
3. Just how many babies have been born in Radley and why did they have a nursery there and then quickly take kids away from their mothers and adopt them out? We know Char and Bethany and Spencer were all Radley kids. We know AriA has been in Radley before but we dunno why. We know Mona learned some BIG secrets there. So did Cece/Char.
4. We know some of these kids grew up cray cray. Some were adopted out. They all have the common element of having problems with mental health or drugs.
5. Emily was forced to sell her eggs which were then stolen! Maybe this is how the A Team’s baby breeding program does things now to get and steal babies? Now that Radley is gone.
6. We know Ali was implanted with fertilized eggs while held against her will at Welby. It seems A had been planning it for a long time. Could this have happened to Mary Drake while in Radley? She had more babies than we knew, and how did she keep having them if she was a locked up patient in a facility which likely kept male/female living areas apart and would have rules against having sex in their rooms, etc. So maybe she was implanted with stolen eggs too. Were any of those parents in that generation of rosewood peeps unable to have kids?
7. Why yes: Ashley Marin seems a likely candidate cuz we know Hanna looks nothing like her. We also know Ashley has a murky past where she “got into some trouble.” But we still dunno this story. Maybe she sold her eggs while young like Em did and adopted Hanna and Hanna just doesn’t know yet. Maybe all the look alikes are related by blood?! All the blondes. Also Hanna might be adopted cuz hers doesn’t look a thang like her mama and we know there’s more there.
8. We know A has had some medical training and seems to be keeping tabs on a whole town of kids and orchestrating implanting woman and adopting out kids in secret! We know Veronica also may not have been able to have kids after Melissa… we got her story but look how her story has changed drastically from the many, many, many times Spencer has asked her about this!
Conclusion: Are we looking at weird secret baby breeding program run illegally at Radley Sanitarium and certain older members of Rosewood being involved? We know Peter Hastings was the father of some of them of them. And nobodies parents are who they seem. We wonder if AriA was born to her parents and we suspect she has a connection to biological mental health issues and was a patient there, and we suspect she may even be related to Wren, who was a dr there who knew some big secrets.
We know some doctors knew about babies being born in Radley… but there had to have been a LOT for it to cause Radley to build a nursery ward just for kids! Rosewood isn’t that big and 2-3 locked up mentally ill children usually don’t make up and entire children’s ward at a mental hospital! Why haven’t we seen all the other Radley kids then? And it seems no kids actually lived in the nursery for a very very long time! We have flashbacks but also look at the old fashioned dress of the Radley nurses Radley.
Just look at Bethany’s drawings of 2 kids being separated by an evil monster! And how she said Mrs D (or Mary) was a “liar,” and who coincidentally was on the board. Also her drawings of siblings being torn apart and mothers being thrown Off roofs and murdered to keep the secret. Even the dr doesn’t wanna talk. Also, the night Ali saw Veronica outside going thru things and they discussed Spencer not being herself, Veronica was going thru baby stuff! Maybe she had given the twin back long ago, cuz in their family album there’s THREE young girls, Spencer always been seen with one then Melissa. Spencer was just remembering a tale where Melissa defended her against a playground bully but Melissa doesn’t want to discuss it. I think Melissa was sworn to secrecy when the twin was given back early on for being violent and all kinds of evils, and Veronica had kept some of the baby stuff and started getting rid of during Spencer’s “troubling years on drugs” so she wouldn’t accidentally find something cuz she was a snoop remember!
Also Paige and Aria are looking a lot alike these days too. Almost like Paige may be her evil Twinsie. What if what we are looking at is a town full of bred twins and the families who adopted them found issues with one and so thise were given back and kept secret and now all of those twins who were given up are growing up and ANGRY and banned together to get revenge? Hmmm. This may explain why there’s twin clues for the entire cast. And what if some of those parents were adopted twins too like Jessica and Mary dram… cuz like their wealthy family helped run and financially back the ring, each generation. Jessica was on the board. So, who could have started this?
My guess is a young Grunwald and her husband who were one of Rosewood’s first adopted families having adopted 2 little blonde girls named Jessica and Mary. The twin story Ali told. And one of them went evils and had to be sent away to, where else? Radley! Where she became the next generation of mentally ill mothers to bear babies for the adoption ring. No wonder she’s so pissed! Wouldn’t you be? She was given up cuz the real evil sister set her up, and had to be locked up with no family and then who knows how many babies she had for the ring against her will. We know Marion was there too so could potentially be mom to some of these babies.
We saw this same thing happen to Ali recently and she was shocked. Had she not gotten out of Welby, she’d probably have had this happen a few more times to “earn her keep” there. SICK! Now I think the story of how this occurred with each family is different. Sometimes the good twin got to stay. Sometimes the bad twin tricked the parents and got the good twin sent off. And sometimes the bad twin came back to haunt the family and the town they didn’t get to grow up in, hence why it’s all such a confusing mess of who’s baby is who’s now. We don’t know as of last ep if it was Spencer’s evil twin she at the airport Ezra saw. She seems a bit different at times. And the summer she was all doped up and fighting with Ali, and I think Ali knew.
Ali was also extorting money from Byron at the time, for a big secret and I doubt it was just the affair. She was already being hounded by her evil Twinsie and had to escape, so she needed money. Ali herself might be the evil twin too or had been before she returned to Rosewood to reclaim her life. What we see is a much kinder gentler Ali almost like a diff person. Her hair is different, she’s more quiet and less nosy. Ali got her good twin sent away and the bad twin staying to be the popular girl just like in the books. Ali was secretly fighting her twin at the same time Spencer was. We thought we had learned this was Cece her real life unknown sister, but that night when she snuck out of the Hastings and came back with a bloody lip she had fought someone she never named, not even when Spencer asked her while in Radley.
Now those twins may have switched spots vying for Ali’s perfect life a few times, and I think the evil twin won out and then they were swapped back when the evil Ali died and the good Ali came back to reclaim her life she hadn’t had for a while. My big question is: where as these Twinsies hiding and who is helping them stay hidden, and pull all of this off? And do they know Ea other or not? Is it a twin war the discarded twins waged as an A Team (meaning: the BETTER twin, the A Grade twin) or is the secret Grunwald baby ring taking them back and caring for them and trying to keep them under wraps but having a hard time? Grunwald returns periodically to help these girls and we dunno why. We know she has a keen eye for teen bullshiz tho having ran a sorority! She may not be opposed to spanking kids when they get out of line. We know she saved All, and Ali, and Ali multiple times.
Sometimes she looks at Ali as if trying to tell which Twinsie is which. And one of the Ali’s gets spooked by it while the other sees her as a helper not her keeper. I also suspect the Fitz/Fitzgerald foundation is involved in funding this secretly. It has to be some wealthy donors backing this thang! Also we’ve seen Ezra go evils too and there’s been times we viewers AND the liars have suspected he was evil… what we were seeing was Ezra’s Twinsie doing bad bad things! Some fans are speculating Aria’s file says she was pregnant. If she was in Radley at one point she may have been.
But I feel she was young when at Radley, either as an adopted kid born there like Spencer and others, OR she’s had secret stays there since we’ve come to know her on the show (between the ages of approx 14-early 20’s). It’s possible her twin lived there or was sent back ir that aria is the evil twin in their fam and framed the other good twin to get her sent away. Cuz we’ve seen aria’s anger, her sleep disturbances, her sketchiness, her lies, her dating older men, her indecision about those men, her missing pigtunia, etc. We’ve seen her go thru various rebellious style phases, etc. Aria and her twin have been secretly battling it out the entire series! Spencer’s twin has made appearances as the drug addict ADHD one and desperately wants her family’s approval. Ali’s twin has replaced her sister. Jason’s twin shows up whenever Jason is traveling. Mary did some things acting as Jessica who also came and went randomly. Hanna has undergone personality changes where suddenly she’s super smart, vs. the shoplifting trouble maker. Caleb appears and disappears. Mona does too, sometimes without her signature nose beauty mark. Hmmm… 🤔 Now, who would be in charge of a secret baby breeding program where mentally ill women locked up were used to give birth and have a secret place to rear those kids till adoption? A Secret Society of Doctors and Wealthy Elites who could make a LOT of money doing this being Radley doors cuz who’s gonna believe a mental patient saying someone knocked her up and stole her babies? No one. And if a mother talked or did anything about it she got thrown off a roofsies! 😱
We know back in the old days of mental asylums and institutions, horrific tests and experiments were often conducted on patients who were used as unwilling guinea pigs. We also know Radley has a secret underground passage… that likely leads to the church, where: babies taken out of Radley to be adopted could be picked up (& christened to get the “evils” out of them being born of mentally ill women… who were often seen back in the day as: possessed by demons! Mental health issues long ago were considered to be spiritual afflictions of possession, rather than a biological health issue). We also know Human Trafficking doesn’t just include sex trade. It also has included funding illicit adoptions illegally. There’s many stories of adoption centers being busted for acquiring babies illegally! One only a few years ago looking like a normal adoption center but after a few babies turned out bad, and stories started, the center came under investigation. Back in the day I’m guessing that was more common and overlooked. But still illegal thus needing to be kept secret.
Also look at how there’s identical sets of “liars” around rosewood and nearby towns! Sara Harvey’s crew had a group of girls similar to the liars. We know there’s a multitude of blonde trouble makers in rosewood! Then we have the Gamma Zeta sorority sisters Grunwald looked after which had an identical set of looking liars. This was Cece’ gen. And now in rosewood there seems to be some “junior plastics” running around causing problems and all kinds of evils. While someone keeps tabs on them and tries to get them the truth!
A clue from @maliciousbuthot on twitter hinted this many times. This clue giver also said that Sara Harvey performed the implantation into Ali! So I got to thinking: this all centers around babies, adoptions, doctors, and groups of girls who are identical sets to the liars. 🤔
We know Maddie from Dance Mom’s was cast as one of these “blonde Ali type girls.” Maybe her ghost was a Radley baby portraying how her mother was forced to give birth in Radley. And the ghost twins Ashley keeps running into. Lol. Who likely are the same twins from Ali’s Halloween twin story, come back cuz they’ve got questions for their mommy, who curiously looked a lot like a younger Grunwald in the story, which appears to take place in Aria’s family’s kitchen back in the 1950’s based on fans having dated plates and kitchen ware there. Also the nurses dress like something out of the 50’s.
What kind of secret society would be breeding babies for secret adoptions you ask? One running the town’s older elite. Like Grunwald’s generation. We suspect she is Ali’s grams, and we know Mary drake was Ali’s aunt, and had Radley babies. Peter may be a member of this org and helping facilitate this illicit baby ring! WEIRD!!! 😳
Maybe Peter Hastings is one of the illicit baby ring’s biggest sperm donors?! I think Byron may have been too. Maybe it’s how he got all that money. We know A team has major financial assets and resources. They’re connected to doctors and various clinics. They’re trained in medical procedures. They’ve got access to pharmaceuticals.
Face it: the A Team is an Illicit Baby Ring and secret society! The Baphomet symbolism would hint at this. Except there’s one problem with these babies: They don’t always come out without mental health problems cuz the mothers were mostly Radley patients! Remember the similar genetic features of the girls in Rosewood? Maybe the mental illness genes also caused some problems. What if Sarah Harvey was related to all the other blondes: Bethany, Ali, and Hanna?
COMING UP NEXT: How does Aria’s secret Radley File play into this whole thang? Is she the evil twin or does she have an evil twin? It seems maybe her evil twin is the leader of the twin team if the A team is a bunch of angry Rogue twinsies come back for revenge on the families who cast them aside. She alone seems to know what her file holds though by her reaction to try to keep so much secret. She was FREAKED out to see an Artificial Intelligence Twinsie staring back at her during A.D’s FaceTime calls.
We don’t know who’s behind this computer AriA face, but what if it’s her evil twin and she knows unlike the rest she had one. Or maybe she has worked with her evil twin more than the others have with theirs and met her twin long ago? Or maybe her twin lives inside her? I firmly believe she’s worked with A many times before and is hiding something big. A secret Ali extorted Byron for. And why did Ali pick each of these girls? The probably wouldn’t have all been friends if Ali’s evil twin in the books needed new friends to keep her cover, so invented her own crew of rag tag outcasts. And she kept saying there was a reason she picked each of them. 😉 Maybe the reason was to keep her cover cuz she hasn’t been her sister all along since she took over?
A theory isn’t just a guess based on observing some clues. Every clue has to fit. And a theory must also determine Motive and Means and Method! I’ve done that here… but I’d like to see more theories a little more flushed out with the 3 M’s: Method, Motive, Means.
How do we do this? We answer these big questions when doing any theory!… and we don’t call them friggin theories!!! 😡 According to definition: We call them HYPOTHESES until they are tested and stand up to the test, which is when they become a theory. Once the theory is proven, it becomes a principal! But it must have: Method, Motive, & Means.
A. What is the Motive for the crimes? B. What is the Method used to carry them out? C. And does the suspect have the actual Means (resources or know how) to carry it out? Cuz if not, it’s not a theory by definition.
If there is ONE take away I want the now grown PLL fandom to take home, other than to not trust Mar, it’s this: a theory isn’t a theory till it has passed the hypothesis testing phase! If ur writing a “theory” to fit into a few ideas or only a few cluesies you want to pay attention to, and it doesn’t fit EVERY DAMN CLUESIE, It’s a waste of time to present to our scholarly community.
But every once in a while a fan gets a brilliant creative writing stroke of genius (we’ve all had them), and wants to make a fun theory they know isn’t likely, cuz it’s absurd or doesn’t fit all of the cluesies. Then we call it a “Just for Funsies!” But since the fandom has adopted “theories” as it’s lingo, here is my Just for Funsies.
Cuz let’s face it, we’ve all wondered about Mr. Hastings! He has more child support damage than most in Rosewood, so he would have a possible motive for being -A and spying on all his damn kids around town… and avoid child support. That’s a motive! Sorry for that tangent “theory”… it’s been bugging me for ages! Now you do. Don’t do it againsies.
Now, does he have the means: resources? Um, has a Hastings, and they’re like super rich, so duh! Lol. Only someone with the 3 M’s can be our AD! Unless Mar is writing the script, then any average college drop out can have a high tech lair that doesn’t make any sense at allsies… and that could very well happen to us again, relegating our fandom to *Gasp!*… the crowd of sad poor little Lost fans in collective mourning over what used to be a killer show that turned into shiz.
So, this “Hypothesis” centers around the shady Mr. Hastings and how many… many… many kids in Rosewood he seems to have who keep popping up each season. Even Sasha said in an interview, if she could give her character one bit of hindsight advice, it would be to look between the lines and know -A may be as close as your own family! GASP! Was that a clue? We know the DiLaurentis and Hastings families are like the Medici’s and Borgias. Wearily elite families who battled with one another to run the town. We know there was an affair between Peter and Jessica, and Mary. So that makes Spencer, Jason, Ali, and Cece all related. Wow! What if we took that family tree chart further? How many more women did Peter help father at Radley while being connected to a Radley Board member? We know Bethany called Mrs D. a liar. And she is now dead for it.
How could one man have so many kids? And leave so much death in his wake? Make so many women promise to keep secrets? How could there be kids never known about? Kids erased from family albums? We know both the Hastings, DiLaurentis, AND Montgomery families all had an extra kid shown in their family albums we never met!
So how could one man have so many unknown kids related to other Rosewood families? Easy: he was a sperm donor for an illicit baby breeding ring run out of Radley Sanitarium, using all the mothers locked up there against their will. BAM!
What if some of these Radley parent’s kids who were stolen from their birth mothers, are now very, very pissed! And wanna keep tabs on their kids and find out how many kids and who all they had, cuz maybe they were so doped Up in Radley they can’t even remember a lot of their time there. We know Marion died there. We know doctors from Radley have discussed delivering babies there when it wasn’t supposed to be happening… except their kids are now cray cray cuz of their mental health genes and being taken from their mothers and other possible siblings. Which may be why there’s an A Team and a force trying to stop get some attention around Rosewood.
And as we see in s7, Ali is stuck in Welby (the new Radley), unjustly by her husband/majorjerkface who was on the -A team, and there she gets implanted with Emily’s stolen eggs. So this would be current proof as to the shady doctors in Rosewood breeding babies out of mental patient women! There’s your proof! If Maddie Zeigler’s creepy lil dance in the Radley Basement of a mother going into labor and giving birth inside Radley, and Mary Drake’s Radley babies, and Ali’s new Welby baby (I swear if they name that baby Welby, Ima be pissed… let’s hope they name her/him Paige! Ali owes Paige and so does Em), are any proof: babies are being purposefully, and illegally bred from mental health patient’s by shady doctors. Oh wait, who was that doctor Mona stole magazines from? Have we ever seen an ethical doctor in Rosewood? No! And we know doctors are being paid to do things and keep quiet about it in Rosewood. There’s also the whole “Who’s Toby & Jenna’s daddy?!” Cuz we’ve never even met him. He’s on my list too! Just cuz we know he exists but have never seen him. Why? We see Jenna getting handed a Braille book about the endgame by someone wearing medical scrubs and gloves. Face it: doctors and babies and mental health patient women are at the heart of all of this madness.
Then I am reminded of the scene in Amish Country with the Amish girl who once again curiously had dolls of the liars. This little girl claims to have known Charlotte. Why would the Amish be connected? Maybe because the Amish are known for adopting a lot. Anyone who’s seen the reality show Going Amish, knows this. So this could be why Rollins was in Amish Country. And that barn they met this little girl in in Amish Country, looks a lot like the Campbell farm.
There’s also this thing where we know Caleb was in foster care. We never learned much about his family, except that his uncle was really his father. So once again we have a kid who doesn’t feel like they belong to their family. Caleb is still on my -A suspect list cuz he fits some certain other criteria, like height, having tech skills, seeing everything but being inconspicuous, being trusted by the liars, and taking off a times. So we don’t know who some of these parents even are, and the ones we thought we knew, we didn’t even know. Lol.
So who’s on who’s side? There’s a lot more I can add to this like Fitz foundation’s financial involvement and the rich family assets and connections in Rosewood that could have kept this whole baby ring going… so stay tuned. If you like it, hit me up in the comments or chat or my twitter to let me know you’d like to see more of this theory.
And as always: Credit Me Bitches, or Else!!! And Reblog if you’d like more! You’re welcome! 
😘
-L
© 2017, Fleurdelissaswords Additional Credits: G_Xoxo, Maliciousbuthot, PLLINSIDER, & various contributing GZL members, including @thepllfanxx.
❤️ ARIA IS A #SLEEPWALKER!!!: © 2017, GZL Master Theories 7b Batch.
The entire GZL crew gets credit for years of work on this one! If you weren’t thanked at the bottom in the credits, but helped back in the day on this, we thank you too! Here goes:
AriA is a SleepwAlker! 😱 Has this never occurred to anyone outside GZL? NO! Cuz we discovered it and, the rumors are true, we’ve been sitting on this theory for a few years now. It’s time it saw the light of day! We’ve compiled over the years, a massive database of evidence to support the hypothesis (which btw is the correct word the fandom should be using! Not theory! A theory is a hypothesis which has already been tested and stood up to scrutiny!) that AriA is in fact not suffering from MPD/DPD, but is in fact, a Sleepwalker. A really bad one too! Like so bad she got treatment in Radley for it. A secret she and her family have kept hidden well. The fandom read all of the timey-whimey sketchy AriA cluesies completely WRONGSIES! We will also explain the story behind the infamous Pigtunia, whom we are sorry to say, has not run off in a secret elopement with Tipi the. bird. Tipi doesn’t swing that way.
This theory involved events starting from the pilot episode on. We will present the facts, and why we think this is a plausible explanation for why we fondly refer to her as “Sketchy Aria.” We hope you enjoy reading it, as it took many years of hard work to pick through tons of episodes and evidence. We sought advice from psychological experts, mental health sufferers, and forensics peeps, to get to the bottom of whether Aria suffers from something like MPD, or something different, and possibly more sinister.
Oh Aria, why is it that you always get spared by A most of the time? Why is it that you seem to have issues with nightmares, and being found out late after dark, or show up when the time is different than it was when you left? Where do you go? What happened between 4p and 6:35p? It didn’t take that long to drive to your destination. Everything in Rosewood takes 15 minutes or less! It’s just not that dang big of a town.
You leave to go meet someone while it’s still light, and get there after dark? You have a scar one moment then by the next ep, which we take to be approx a week later, it’s already completely healed. Even your own friends think you’re the best liar! What gives? Aria: this is your tape!
Here’s the case against Aria being what she seems, an innocent girl who doesn’t know how these things happen, who doesn’t know why she always has advance info on people before everyone else, who loses her Pigtunia EVERYWHERE! If you like it, hit me up in the comment section with feedback, and reblog bitches! Sharing is caring. Don’t say I never gave you anything. 😉
Our group figured this one out a couple years ago and has been sitting on a BUTTLOAD of clues regarding it as the fandom desperately tries to understand Aria and what makes her tick. And now it’s Tick Tock Bitches for Aria, cuz AD seems pissed, and we hope she is finally about to be exposed. Did she come clean about all the info AD had on her? That small police report she made on Ezra years ago seems like small potatoes as far as blackmailing her into doing AD’s bidding. She seems rather freaked by the idea of being exposed too, even to Ezra sometimes… why is she still hiding things from the man she’s wanting to marry? Weird. And hey -A: medical records are strictly confidential and so that’s way wrong btw to steal! Shame on you. 😤 But we all know Aria has a Radley file, and Eddie Lamb, before his untimely death, seemed to recognize Aria… except she doesn’t seem to recognize him. Why would a mental ward employee remember someone when the patient themself does not? Hmmm. Those were the kinds of questions we asked. Sometimes it’s all about asking the right questions!
I know, I know. The fandom has been trying to fig out sketchy Aria since season 1. We know she’s connected to Iceland where Mar said -A has been seen. We know she’s gone thru many, many, many wardrobe phases. We know that red cup and pigtunia keep popping up in the strangest places! And we know she has a Radley file with an actual patient intake number. What kind of disorder would make a patient not remember certain things as Aria seems to suffer from? There’s a few: MPD is one often discussed in the fandom where a person’s compartmentalized alters may not remember what another alter did. Certain amnesia disorders can cause forgetfulness. Dementia and Alzheimer’s disease. But so can Sleepwalking disorders.
You know those commercials for sleep meds on late at night where in the warnings they say users may be prone to Sleepwalking and waking up not remembering having done things while on the med? AH-HA! This was the initial late night epiphany that got a few of us thinking. It’s true. Sleep eating is a common side effect of some sleep meds. And some sleepwalkers have been reported to do astonishing things while completely asleep and forgetting it the next morning. I once made and ate and entire chocolate cake in my sleep. It was due to any medications or anything, just a solo weird experience that hadn’t reoccurred. So it happens and can make an otherwise normal person seem a bit odd. People who run into a sleepwalker, likewise can report different personality traits, waking nightmares someone is screaming about, or even possibly, going by an entirely different name, as Aria said Emily called Aria “Arlene.” A weird choice of names. Unless the nights these girls were drugged, triggered a Sleepwalking episode of such magnitude people forgot they lost their pig puppets, woke to find friends missing, or oh say, forgetting they buried a body! Whatever sleeping pill Ali gave the girls “That Night” in the barn, seemed to have some interesting effects on the liars. And then the night Emily was drugged in a repeat of “That Night,” more interesting waking effects. We know Emily sleepwalked to a grave and was found holding a shovel. That has already been proven to have happened in Rosewood.
On another note, Aria also can’t seem to make up her mind about Jason or Ezra. Clearly she keeps going back to Jason and have some as of yet, unexplained bond with him (FYI Aria: We’re totally team JariA here at GZL since we figured this Sleepwalking thang out a few of years ago! We get it, he and Ezra both made you feel safe when sleeping, which is why That Night in the barn, You sleepwalked to his house). And your behavior patterns never disappoint when you’re in these Sleepwalking episodes, neither does your sense of fashion, depending on what you’ve been up to. And the subsequent seasonly clean up of the Ezria relationship when it goes inevitably haywire cuz of Aria again, never disappoints.
Now, I know many fans are inclined to think Aria has Multiple Personality Disorder (MPD in UK, or Disassociative Personality disorder. There’s some evidence to indicate there is a deep level of hiding and forgetfulness and lying and personality changes going on with Aria here. But we cannot fit a few symptoms into a diagnonsense, but rather we must find a diagnosis that meets all the displayed symptoms. I was a psychology major and come from a family background in the field, so I may have just figured it out with the help of my GZL society dolls and some late night infomercial epiphanies, when it comes to Sleepwalking disorders, especially diagnosed in childhood, it can be a tricky situation for family and doctors to figure out! Why is their kid showing signs of hiding behaviors? Why is the child found late at night standing out by the pool where they could have fallen and then claim to not remember how they got there?
I suspect Aria’s family had sought help for her as a child and maybe even got pigtunia as a tracking method for finding their daughter when she goes out Sleepwalking. If they could find the pig the next day, they would know where she had been! #GoodParenting might have indicated a human nighttime sitter rather than a pig puppet but this may plausibly explain why Aria was attached so fondly to Pigtunia and what Pigtunia’s occasional reappearances in new places may indicate. Sleep clinics or a mental hospital may help provide outpatient aftercare of this nature for a child suffering from nightmares and Sleepwalking episodes. Some trauma may have brought about the onset of childhood Sleepwalking in Aria too… we can’t be sure. But having a friendly pig to help guard her while sleeps would help a child with sleep problems. Lots of parents utilize such techniques.
Here I will make a case that it’s not mere forgetfulness from MPD episodes however, but that this is a sleep disorder as well. It may be she sleepwalks as someone named “Arlene” as Emily informed her she requested to be called once. People in active Sleepwalking episodes can have a range of bizarre behavior, even acting out dreams as we saw occur with one character in the Ravenswood spin-off! That character portrayed well what Sleepwalking night terrors can be like. Even Ezra said it’s dangerous to wake a sleepwalker. And he always seems aware of her nightmares. He often informs her when she’s had a nightmare the prior night. And she often blows it off as nothing which seems aimed at not worrying him. Here we see Classic Sketchy Aria doing her damage control.
The audience at home have also been privy to some of her dreams, seeing it from her perspective, as with her sex dream about Jason, and her recent 7b nightmare about going to prison and having a prison wedding. Lol. So we know:
*She suffers from periodic nightmares and very realistic dreams. These episodes of nightmares each season she discusses with Ezra, are often precipitated by feelings of guilt she has over messing up her relationship with Ezra yet again. In 7b she starts having nightmares and even pulls a knife on Nicole only AFTER the events of 7a where she deletes that call from Nicole off Ezra’s phone.
*This could explain her personality changes and some of her sketchy behavior.
*This could explain why Pigtunia is so important to her even still.
THAT NIGHT:
Now to begin, let’s review That Night, as the fandom fondly calls it. The night the pilot ep is set in, and the show has revisited, both in flashbacks and new versions of That Night in each season since. The one where Emily got drugged, the one with their slumber party reunion at the Radley Hotel. There’s always one of these drinking night slumber parties with the girls all together before all hell breaks loose. Weird things usually occur on these nights.
We can review the evidence from That Night #1, the night of the barn slumber party when Ali goes missing, for clues. Fans quickly picked up on how Aria was first to awaken (after Spencer, and Ali never slept). Spencer was on uppers which caused the sleeping pills to not work. We know Ali laced their drinks with a sleeping pill. But it seems to have not kept Aria down like the others, as when she awakes, the Red Cup she had been drinking as well as her beloved Pigtunia were nowhere to be found near her… hey, hadn’t they just been there? This indicates she had gotten up and took them both with her at some point during the night between the time they all fell asleep and the time she woke up for the second time which appeared as the first time to us. But really it was the second cuz we notice her cup and pig are gonesies! OHNOEZ?! 😱
We later see the same red cup on Jason’s doorstep and he even picks it up for a drink before realizing it’s empty, indicating Aria by the time she left the cup on his doorstep, had finished her entire drink! It also indicates she may not have entirely finished her laced drink before falling asleep in the barn or why else take it with her? Perhaps via Sleepwalking on autopilot she didn’t realize it was empty and took it along as a natural response to waking thirsty. At any rate the sleeping pills did not keep her asleep, possibly indicating she had used sleeping pills or been prescribed them in the past. Constant use of Sleeping pills can cause a tolerance to build up making the same dose less effective. Or perhaps she she just hadn’t finished enough of her drink to sleep for too long. Either way the cup and pig end up elsewhere and it is never explained why. But the implication is she woke up at some point which We we did not see.
In the book version Ali attempts to hypnotize the girls. Wow, mixing sleeping pills with hypnosis could be a bad combo for someone like Aria with lifelong sleep problems to do some crazy shiz. It could also be why she didn’t stay asleep long in itself. We don’t see this same attempt at hypnosis as we do in the books. So I won’t go into that part.
Say her family got her treatment when young at Radley Sanitarium for sleep observation and to keep her safe at night cuz as a child she had sleepwalked into a few too many dangerous situations. The doctors tried various sleeping meds so she developed a tolerance to sleeping pills in general. The pig was her favorite so she felt safe going to sleep and also served as a childhood way for the parents to keep track of their daughter’s sleep disturbances cuz she’d often leave it wherev she went while Sleepwalking. The pig could have been a good way to help her sleep on her own once released from Radley and was a tool she kept and used as best as she could.
That Night #1, will not be the first or last time Aria has “went out Sleepwalking after midnight” with or to Jason. She had a crush on him. I firmly believe the Patsy Cline reference was about Aria going out Sleepwalking after midnight looking for Jason or someone to keep her safe from her nightmares.
Fast forward to the time the liars raided Jason’s shed to see what pics he was developing. Here’s where we get our next big indicator Aria is a sleepwalker. These pics were all eerily of Aria… sleeping?! 😳 WHO DOES THAT?! Jason later had them framed and gave them to Aria, whom he knew was into photography. More on that photography connection in a minute. At the time of the gift being given to Aria, Jason says he did not take them, and had figured Ali did. But wait… Did Ali ever do photography? NO! Aria did. Maybe the person spying on and photographing Aria in her sleep was in fact the person who got Aria into photography in the first place? Has that occurred to anyone? Someone had to teach her. And we know now it was not Jason or Ali since neither did photography. Jason had his shed to build a darkroom solely for the purpose of developing that role of film he found, and it is here we are more glimpses of a Jason-Aria crush going on behind the scenes which we aren’t privy to seeing till later. But at this point we can safely Ali was a bit too busy running Rosewood to take up any meaningful hobbies.
Now, who else in Rosewood is into photography? Aria, Lucas, and Ian. These are the ones seen with cameras. So it’s plausible one of those 2 gentlemen introduced Aria to photography. We still have no confirmation of who did however, it is left up for viewer speculation. But just by asking the right question of “who does photography in Rosewood?” we can narrow down the field of possible people who’d be spying like this on Aria, AND A team peeps. Cuz we know A likes photography too! More live video photography like Ian and Ezra, but it’s a hint at least of who’s most apt to be spying around Aria sleeping after dark.
Why would someone be taking boring (but beautiful) pics of one of the liars sleeping? We must ask these questions then determine the most logical answer. Logically if I was keeping tabs on a kid sleeping, it would be to ensure they were safe, find out if they were asleep at the time, or if it was known she was a sleepwalker, to keep tabs on what she does while asleep! Why else would someone be that creepy about Aria’s sleep habits?
So Whoev took those pics we can thus logically assume 3 things: They were into photography. So is aria, so maybe this is whom Aria learned photography from… cuz that hasn’t been answered yet!
2. This person (maybe -A or someone wanting to use her Sleepwalking for the -A team knowing she wouldn’t remember whatever they made ever do while asleep the next day) knew she had sleep problems and was actively spying to see when she was asleep or not.
3. This person’s pics are very intimate looking B&W. As if they may have been a bit obsessed with Aria. Was this just to gain Intel on her to use for their own gain or is this person in love with her, noticing her lips as she sleeps and snapping pics of that, etc. This person also has a fondness for B&W like Aria does. So there’s yet another Aria connection to whoev is stalking them. Because of this, i am convinced Aria knows her tormentor well. Most victims of stalking know who is stalking them… except these girls! Criminal Profilers will say most stalkers go after someone they’ve become obsessed with at an unhealthy, dangerous level.
In future seasons, there has often been a redo of That Night, as mentioned above. The next slumber party is just as bizarre, and is where Emily went missing after being drugged, and was later found by a grave holding a shovel. She noted Aria made her call her “Arlene.” Could This Be for Arlene Drake? Or her Sleepwalking alter ego? Like an MPD when she’s asleep? There is a type of disorder that is a lot like a mix of MPD Alters except these alter personas only come out when the person is asleep. Is Aria Sleepwalking as Arlene? She looks a lot like a drake with that dark hair too… hmmm.
ARIA’S FASHION HOLDS CLUES TO HER MIND STATE AND BEHAVIOR GOING ON AT THE TIME:
Have you ever noticed after each season when Aria flubs it with Ezra, she has a period of repenting to him, where her clothes are more conservative and toned down as she tries to make it up to him, for whatever she did? Recently she went to Ezra’s to sleep late at night (maybe with her sleep disorder she felt more comfortable there, and safe from hurting others which she may suspect she’s done before and is hiding, although the details may be a bit fuzzy the next day when awake, which is common with Sleepwalking patients).
At Ezra’s, she discovered late at night, Nicole was sleeping there! So what does Aria do? She pulls a knife on her! Again: WHO DOES THAT? Someone Sleepwalking to her boyfriend’s late at night for some shut eye, and gets startled… Ezra did say it’s dangerous to wake a sleepwalker! And it must be VERY dangerous when it comes to Aria’s Sleepwalking cuz she nearly stabs Nicole before realizing she is not a killer. Maybe Aria sleepwalked there and didn’t mean to pull a knife? Maybe she feel asleep on the couch just to get some shut eye then awoke to Nicole and was startled, but not fully awake. We later see her in her usual toned down sweater and jeans look, as she tries to make it up to Ezra. This has occurred almost every season. She is dressed wildly while she is out on the prowl late at night (pun intended), in animal prints and bright colors. She seems to have endless energy. But then a few eps later we see her double-fisting coffee on a yoga pants and pony tail sort of low maintenance day. Haven’t you ever just been too tired from being up late to do all the hair and makeup before school? We see Aria in this state often when she is resorting to black and white easy wear garb.
Speaking of Ezria, WHERE did they meet? At a bar after dark! And Ezra also commented on her troublesome nightmares and even made a Sleepwalking comment once: “It can be dangerous to wake a sleepwalker.” It’s like he knew how to deal with her and maybe she felt safe with him cuz of this? But at the same time it’s like she never just came out of the sleeping bag and told him she has a serious sleep disorder. It’s a policy of don’t ask/don’t tell between the 2 of them. So he seems aware but she doesn’t seem to want to ever discuss it.
Then there’s the times she awoke at Jason’s to coffee and she seemed happy but slightly confused and drained. She was almost evasive with him. We were lead to believe her and Jason got back together during that 5 years, and she slept there knowingly. But what if she has a habit of Sleepwalking to different exes houses and then awakes the next morning unsure how she got there but they’re used to it so they just give her some coffee and fall back in love with her? Aria does have a way with older men! So her being connected to Uber A whom we suspect is also older, likes sweets, and is into photography, and has “pretty eyes” (& Some tech skills that Aria oddly seems to have picked up VERY fast on both accounts) is plausible.
It’s also plausible she doesn’t even remember knowing Uber A during the day while awake, cuz they go out walking after midnight and then she wakes up having forgotten most of it. -A could have been using her for years this way to get a lot of his/her dirty work done! What better way to keep secrets if your minion doesn’t even know what they’re doing, or their role in it. Aria seems to know now for more recently helping AD, but may not remember all past details relating to helping the A Team at night. We’ve seen her as black Jodie before a few times in previous seasons. So it’s possible she remembers some things or what we are seeing is an asleep Aria when she’s all animal print or black hoodie. Kind of brings another aspect to the whole show, doesn’t it?
But even a forgetful sleepwalker can remember or suspect little things they may have done during an episode. Which may account for her sketchy behavior with hiding certain things at certain times or knowing things the others don’t yet know, etc.
Maybe she suspects all along that she’s done bad things, maybe even murdered people, stolen stuff, hurt others, during these Sleepwalking episodes where A uses her for A’s own game. So what we may be seeing with her behavior is Aria scrambling to cover something she suspects she’s relapsed into again, her Sleepwalking/sleep disorder, but doesn’t fully remember all that happened, while trying to do her own sleuthing to figure out what she did do, and her role in it, and how to fix it all quick before everyone finds out she’s having her night terrors causing her sleepwalk into danger again.
Doesn’t it seem odd she always knows everyone’s biz but we dunno why? How she always has a new phone and new clothes? Sleepwalkers tend to lose stuff easily! She often acts as if she feels guilty, but at the same time we get this genuine feeling that she doesn’t even remember any involvement in -A’s games. And -A always seems to give Aria a pass, even just last ep in 7b, where her turn on the game board was next but she got out of it.
This also may be why we see her ditch Ali and go meet with A, and why A is facetiming her and only her. It seems she has a more intimate relationship with A than the others. But she seems just as at a loss for who A could be as the others. Maybe she turns double agent for A in hopes of learning more about the role she suspects she’s played on the A Team ALL along?! What if she needs to know the truth to help solve dis shiz? So she pretends to go to work for A in hopes of finding out if she’s done those terrible things she suspects… it’s ok Aria. It’s not the first time you’ve betrayed your friends. And it won’t be the last!
Then there was the That Night redo at the hotel Radley where they all had a bit too much to drink, and they wake up learning yet more people have died. They follow Ali to meeting Char at the church, etc. This scene resembles a remake of their old slumber parties. And again this means any time these drinking slumber parties occur, Aria could be going full on “Arlene” on us and Sleepwalking into bad things again. Even Mona called her Big A. We never really believed Charolette was Big A. Hanna has to get info off the hotel security cams, and it’s a big to do. Is it possible Aria is the catalyst, the one setting off the new A game each season when she sleepwalks into trouble at their slumber parties? Hmmm.
At the Radley Hotel Slumber Party, Aria is wearing animal print, and it’s a reoccurrence of “That Night” all over again, where bad shiz goes down.
And idk about any of you, but when it comes to spycraft, learning how to Blue Snarf and hack and surveillance others, Caleb gives Hanna and Aria some toys and teaches them how to use it, and BAM, Aria picks it up so quickly she’s now a mini-Mona! This leads me to believe it is not her first time with surveillance gadgets or doing this! She seems good at slipping trackers in Sydney’s purse. Maybe she’s used to her mother doing it to her to keep tabs on her whereabouts at night? An interesting thought, isn’t it? Maybe that job in Iceland for a year was about more than her parent’s infidelity, but also a way to keep aria safe when she sleepwalks, by keeping her in a remote area. In the books she meets an older guy there too! What is it with Aria and older men?
Another fan and writer reminded us of that plan the liars made while cleaning up trash on the side of the street in Orange jumpsuits. One of them comments and they start arguing. They fight about “a deal with a rattlesnake.“ the snake presumably as -A. (Cite: http://m.huffpost.com/us/entry/1180298)
Upon reviewing some of Aria’s fashion choices, we realized that Aria has worn a lot animal prints and jungle themes, as well as SNAKES! She had a snake bracelet in one of her many, many, many, jungle themed outfits! In episode 5x04, Aria is wearing a snake print top. This isn’t the only time she has worn snake themed prints, along with animal prints. In s7, she wore snake print again.
I’m guessing Aria wears a lot of animal prints when she is in active sleepwalking episodes (now there’s one way to explain her fashion changes! Her wardrobe has serious bipolar disorder! Lol). She’s feeling empowered, and dangerous. She has frequently engages in dangerous behaviors when dressed this wildly. Whereas by the time we see her in her B&W phase she’s drained from nights of no sleep. And by the time we get to her seasonly "Ugly Sweater” phase, it seems she’s being repentant toward Ezra and has toned it down a bit to look more responsible. She’s in that phase now as of the last 2 eps: 7x17, and 7x18. It’s like she’s given up on fashion and taken up coffee. However we do see one more rare glimpse at her Snow White style during her pre-wedding dance class with Ezra, where just a week later in viewer time, her large self-inflicted arm wound has vanished completely! Wow, who wants magic healing powers like Snow White Aria?! 🙌🏽
Speaking of Aria’s arm wound and her fashion choices, it seems possible that Miss Aria is also a cutter in secret. Another fan mentioned this once (& I apologize for not citing it here but I have lost the link then couldn’t find it when I tried to go back and look for it, so forgive me first fan who brought that theory/hypothesis up!)
During these times Aria is more adventurous and animalistic in her wardrobe choices, we often also see her with chunky bracelets only on one side. And the Ugly Sweater Repentant phases she goes through each season could also be to hide cut marks. We see her in short skirts a lot but hiding her wrists or arms at times.
Anyone else notice how Aria and Paige McCuller’s hairstyle is a lot alike recently. In fact they look rather similar… almost like they could be sisters or cousins almost. If Aria has an evil twin it could be Paige as their hair mirrors each other. Also the hair on AD during their FaceTime chats is a lot like Paige’s. If Paige just brushed her hair out a bit after each vid chat and went to work. It could be either Aria’s own hair CGI’d/A.I.’d onto AD or as I suspect, a puzzle hodge-podge of each character’s facial/head features. The eyes don’t match. The eye of AD on the left has much darker eyeliner than the one on the right. The eyebrows don’t quite match either. Made me think of the s7b promo posters of the triangles showing just a part of each liar’s face. Twitter clue handle AKnowsAll has hinted that promo poster is a puzzle clue! Maybe AD is using bits of each liar’s face to make the Artificial Intelligence AD?
MONTGOMERY MENTAL ILLNESS SIGNA AND CONNECTIONS:
*Byron admits his brother suffers from mental illness.
*Byron admits he hasn’t been so good about enduring Aria doesn’t get burned… by whom?
*Byron is caught cheating on his wife by his own daughter.
*Ali attempts to blackmail Byron for money to keep his cheating secret.
*Aria once tells Ezra her aunt had her cat stuffed and talks to it.
*Aria is oddly attached to her Pigtunia puppet. Puppets are often used in play therapy for kids with mental illness.
*Aria is dating her own high school teacher and hides it from everyone.
*Everyone admits Aria is the best liar.
*Aria herself admits to being -A once.
*Mona who also suffers from mental illness and was an outcast, liked to play with toys (dolls in this case) and talk to them. It was a sort of therapy for her.
*Aria likes to dress up as different characters from movies and literature. She’s also been known to write her name using the trademark -A as seen in this pic. Oddly she wakes up in a coffin next to a dead Garret.
*Aria has chronic episodes of nightmares.
*Mike her brother had to get help for mental illness and put on meds for acting out and stealing stuff. Ella gets involved with a much younger con artist guy.
During 3x1, where “That Night” happens all over again, Aria seems to have a hallucination/episode in the bathroom and believes she sees -A. Fans still don’t know whether -A was really there or she just thought so. She would have been suffering from Sleep Deprivation after their reunion slumber party where Emily gets drugged and is found by a grave calling Aria “Arlene.” Curiously, Aria is the one wearing a yellow top in this episode.
Onto 7x19, where Aria is found curiously talking to a dead body in her car, driving around in circles trying to figure out what to do. We haven’t seen her talk to something not alive before so this strikes us as odd. She’s almost expecting answers and this convo is helping her to process and make decisions during a stressful situation. This could be seen as an adult breakdown version of a little girl learning to talk out her problems to a pig in a therapist’s office!
Then suddenly as soon as she tells Ezra, the body disappears. Ok bodies don’t just appear and disappear. Did Ezra see the body? Maybe she just imagined it, cuz she was Sleepwalking again. Was there a body in her trunk, or were we seeing her madness from her perspective and believing it was a real event? Was she even awake? This entire scene takes place at night and she is once again separated from the liars and feeling guilty for her actions. What if feelings of guilt trigger her Sleepwalking/nightmare episodes and this acting out she gets into cycles of? Cuz she just had been having more nightmares lately according to Ezra. She had just pulled a knife on Nicole late at night going to Ezra’s to get some sleep. She may have been Sleepwalking there and startled awake to find she had instinctively pulled a knife on someone! Is this how she acts when she’s in this altered state?
If so, we can assume she’s become violent before! And Ezra is quick to take her side, help calm her down, etc. He’s done this before for her. Although whether or not he knows she may have attacked others in her sleep/altered states is still up for debate and not our concern here.
It seems odd things occur when Aria is asleep, having nightmares, or lacking sleep. In 2x12, we see Aria is back to her low maintenance B&W easy-wear, double-fisting coffee as she sleuths to eavesdrop. Hmmm… she seems tired, and curious. This may be a bad combo for our AriA.
The Dreaded Cites:
Info on Sleepwalking disorders: http://www.healthline.com/health/sleep/sleepwalking-and-children
On Waking a Sleepwalker: http://mentalfloss.com/article/49053/why-arent-you-supposed-wake-sleepwalker
© 2017, FleurDeLissasWords, & Gamma Zeta Lie Sorority, including members: Lt. Ginger Sweazy, Becky Ann, Libby Dormouse, Ali Pi, Emma Swan, Kim Glasgow, Sheena Clayton, @thepllfanxx, Josh Gladden, Molly Shrews, Katsy Nicole,
❤️ GRUNWALD “GREEN FOREST” IN JEWISH-GERMAN! 😱
GZL is devastated Meg Foster has not had an appearance in PLL 7b. We know she’s busy working for Rob Zombie now, and this dashed all of our Uber A hopes and dreams. Here is an old “theory” that is beloved in GZL, as Grunwald is what brought many of us together.
This is a super easy one no one ever added up.
So if one asks the question (prior to s7), what qualities we were looking for as a collective fandom in PLL, it would be these pivotal 3:
A. -A was once referred to as “Pretty Eyes. Many fans took this to be Toby as he was on the A Team that season, and out of the entire regular cast, has pretty blue eyes.
B. -A is older and has resources.
C. -A may be of German origin. We know our beloved Mar, exec producer ooooif PLL is also German, so that’s probably an homage to her heritage.
D. -A likes sweets and having tea like a refined person.
E. -A uses the initial "A” so there must be a reason.
So we know our Uber -A has access to resources. Who in Rosewood could be from old money? This narrows it down a lot right here: The Hastings. The DiLaurentis, the Fitzgeralds, and of course the refined well-dressed Grunwald.
Which brings me to my next point. The surname Grunwald is tindeed German/Jewish-German, and means “Green Forest.” How many shenanigans have taken place in the Rosewood forests? In Tyler State Park? A LOT! In fact Ali once equated -A as the forest Andy being everywhere and seeing everything. Yuh Many fans have suspected Grunwald may be the grandmother of Ali. She has blue eyes like the DiLaurentis. We know she’s not Toby & Jenna’s mom, despite their pretty blue eyes. She could be a DiLaurentis or Cavanaugh just by looks alone!
We figure Mrs. Grunwald the psychic advisor, and strict abusive sorority mother, likely has a motherly streak but can be mean… much like our -A seems to be giving and taking away from the girls in Rosewood -A seeks to influence.
Then there’s that Halloween story Ali told while babysitting with Hanna, of the 2 blonde girls in a 1950’s kitchen, and coming home to find one twin stabbed and then sent the other away. And on Ravenswood we know Grunwald was plagued by calls from a young girl from spirit realm where these spirit twins seem to have resided… if it wasn’t Aria’s kitchen long before the Montgomery’s owned it. Lol. The mother in this story looks like a younger Grunwald, complete with same hair and dress. This would have been Grunwald’s generation of kids too, about that age in the 1950’s.
Then we have her strikingly gorgeous eyes. In fact, when she was cast as Hester in The Scarlet Letter, it was her eyes that won her the role! And we know the Scarlet Letter was an “A” for adultery. Woah! Take that in for a moment. Hollywood cast her in a lot of roles because of those “pretty eyes.” A lot of younger viewers may not know Meg Foster’s acting résume but she also played Evil-Lyn a villain of superheroes. That’s TWO scorned women roles. And we know PLL cast very carefully. A lot of fans have drawn comparisons on which actors were chosen for which roles and why. A lot of real life came into play when casting for roles of a lifetime. Ali had already portrayed older girls and was 12 when the pilot was filmed. Ashley Benson had a history of playing the blonde mean girl. Lucy Hale had a history of playing the artsy music loving weird quirky girl… and so on. So can we expect any less when casting for the lead villain on our beloved show? NO! Meh Foster plays a good villain with a nice streak.
Maybe the -A in this show stands for a scorned woman who was falsely branded, and turned all badsies… but nthen still wanted to ensure the girls of Rosewood were brought up properly, and called out for their lies and bad behavior, as -A often does. At times -A rewards the girls. And at other times -A punished them, much like a strict mother, or sorority mother might! We know she saved Ali from death by burial. We know she helped Ali stay hidden and some might say, was an influenjhrhce on her. But later when they meet in the street, Ali seems creeped out by her penetrating gaze, like she knows something Ali doesn’t want known. H
Meg Foster in The Scarlet Letter (which we see teacher Ali writing about on the wall in the initial blackboard scene, which is later changed to versions of her names and aliases): http://m.imdb.com/title/tt0078683/
Meg Foster has also played Hera, Queen of the Gods. Ali, and then Hanna, and now Addison have been the Queens of Rosewood. Maybe Grunwald was too back in her day, but thinks what girldom in Rosewood has come to is disgusting and deplorable?
Her role as Hera: https://www.pinterest.com/pin/349310514823115889/
So what would a GrunwAld as -A intention be for all of this? Simple: she lost one of her daughters to bad behavior. She knew how girls could be with each other. She went on to be the house mother for a sorority and ran it with an iron fist. Nothing got by GrunwAld’s psychic “pretty eyes!” The sorority girls themselves confirmed this. She seemed to have eyes in the back of her head.. or eyes that could penetrate your soul.
I once found an anagram in one of the many PLL codes that spelled Carla. This is GrunwAld’s first name. I believe it was the Eye Chart that said “Can U See Me Now.”
More interesting connections on Meg Foster here: https://en.m.wikipedia.org/wiki/Meg_Foster
She was born in Pennsylvania. Rosewood is theresies! 😱
She played a role as an “Ali Tanner!” Woah!
She played a Queen more than once.
In Teen Titans, her role was “Mother Mayhem”… need I say more?
No other actor or character on PLL fits all the criteria we know for Uber -A.
She’s approx 5'6. Not quite tall enough to be the character Charles in the dollhouse, which still doesn’t destroy this theory cuz as far as we know, Cece/Charlotte was “Charles.” I never really believed this plausibly and keep hoping it’s all a bad dream or Char’s big lie, and this will all end up making sense… somehow. But if it doesn’t, and we’re left with questions, let this “theory” answer them for you for all time! It was Carla GrunwAld!!!
😘 -L
© 2017, FleurDeLissasWords… this one’s all mine kids! Credit me bitches or else.
❤️NOT ENOUGH EMPHASIS HAS BEEN PLACED ON #MOLEB!!!
I just love the chemistry of this pair in the show! Both the techy genius outcasts. Both have reason for grudges. Both a bit misunderstood. Here’s the GZL Group Theory on If #Moleb did it, and is the ultimate A.D. Team:
#Moleb.. Not Enough Emphasis Has Been Placed on Mona+Caleb as the AD Power Couple!: GZL 7b, 2017
We know AD is a Team. We also have been told via twitter clues (credit @AKnowsAll) that AD is 1. A Name. 2. Also a Place.
We know Mona and Caleb have all the Techy Skills in Rosewood (as does Aria now too, but more on that aspect later).
What if they’re working together as AD this whole time, except Mona never knew she was working with Caleb?! 😱 This might make some sense. Both have motive: misunderstood genius outcasts bullied by the girls early on in the series. No one wanted Hanna with that bad boy Caleb. And maybe they have been the A Team leaders all along? This is the hypothesis we’ll be working with in this piece.
Why would Caleb sell out his A Team partner by using a thermal camera to show Ezra what Mona is up to in her lair? Simple: AD=Caleb got pissed off she was back to helping the liars again and going solo, so he’s once again throwing her under the bus. He’s done it before back when Original A was revealed. Even back then she was helping the liars secretly and seemed to want to expose herself.
Face it: the two both have not only equal tech skillsies but also use a lot of similar technology. Almost as if one got it and learned it from the other!
TECHY GENIUS: Who Does Radley Security?
ACCESS TO RESOURCES (Aka: Means): Who seem to have unlimited access to resources for gear and stylish clothes despite hardly ever being seen working?
AD REFERENCES: References early in the series to an “Artful Dodger!” Another fan (mentioned below in the cites section), reminded us that Caleb was once referred to as this. Could this be a reference to AD?
WHO ARE HIS PARENTS?! WHERE ARE HIS PARENTS?
BEING PLACED IN FOSTER CARE AT AGE 5: he may have more reason than any character to want to find family and get revenge.
7b CLUESIES FOR CALEB:
When did he get a Flir Thermal Imager? He didn’t say. Seems to be this season’s newest tech for him. He seems to upgrade his tech Ea season.
In s7a, Caleb even steals Ali’s goodwill jacket and Spencer’s phone and runs from the group trying to solve for -A, with the jacket to take to “AD” to get Hanna back. Caleb has always been a “let’s find out who this -A is” except his tech never actually gets the girls anywhere. He switched Hanna’s phone saying her old one was buggy and could be a link to AD. He gives her a new phone… which he has a constant supply of, like AD does. Weird! What if he’s been playing both sides all along? This could explain how AD knows so much about the girl’s misdoings. They spent a great deal of time discussing AD issues and their crimes in the Radley Hotel lobby, KNOWING Caleb did the security system and the security footage was being reviewed by police to implicate Spencer in Rollin’s death.. don’t these girls ever learn?! U don’t discuss the crimes you’ve committed that you want kept secret in a camera’d lobby.
Why would someone need a thermal imager if playing A? GZL asked this question. We often find answers right under our noses if we ask the right question! Well, Aria’s phone from AD was rigged to blow up on command! A thermal imager would be handy to detect a fire inside someone’s home. Notice this burning phone was not put out by Aria, but it didn’t seem to burn the place down as we never see any fire trucks arriving later. It must have went out on its own or been put out after Aria walked out of the door. Caleb is good at causing distractions using the elements as he did causing a flood earlier this season to save Hanna from having to find evidence. A good way for a bad guy to get rid of evidence he didn’t want in anyone’s hands but his own.
There have also been fires each season A has caused to one liar or another. Lol. A techy person would know how to rig a bomb to explode via a remotely controlled trigger device!
Why are all the liars often seen inside the Radley bar lobby discussing A related or incriminating things even though they KNOW CALEB did the security for the place and Rosewood PD has gotten her hands on the Radley footage already… why be foolish enough to sit there again after finding this out and continue to not only discuss but say their specific roles in turn of how Archer was run over? Seems stupid. *Just an annoying side note.
We know he was a troubled boy and Lucas’ best friend was Charles at the camp for troubled boys. Back prior to the CeceIsA reveal, GZL did a painstaking facial recognition and height comparison of ALL PLL Characters, comparing them to the masked figure Charles inside the dollhouse! The Top Matches for this height were: Caleb, Spencer, Cece, and Jason. Charles and Caleb both start with a C. Maybe he changed his name? Both Lucas and Caleb have some tech skills, and both lived together.
GRUNWALD SAW SOMETHING DARK AROUND HANNA:
And caleb has dark hair. The darkest on the show currently now that Aria’s hair is lightened… maybe he became dark too?! The color is also a close match for Spencer’s, making them plausible siblings based on height, smarts, sleuthing ability, and type A personalities. Dang, how many kids did Peter Hastings have? Cuz Caleb’s father/uncle was light haired, almost reddish I believe. He didn’t look a thing like his father/uncle. We say this a lot about Hanna and her mother too.
TWITTER CLUE HANDLES:
Twitter user: AKnowsAll insists AD is both a name AND a location. I did an exhaustive search on locations beginning with the initials AD, which turned up… not a whole lot. There’s a few cities here and there with these letters. Then while googling info on another fav show (Salem) I came across a reference to a “Charles Rivers” in Salem Massachusetts. If Caleb’s name prior to being put in foster care or coming to Rosewood was “Charles,” this could make sense. Also, according some height comparisons done by GZL members, Caleb and Jason matched up fairly close with masked Charles height, along with Spencer. If Caleb Rivers is really Charles as AD, as in the early earned moniker the “Artful Dodger,” he could be AD.
HE LET SARA COME WORK FOR HIM WITH NO JOB SKILLS! She didn’t know how to use a computer and was otherwise not qualified for a techy sort of job, but he hired her anyway. He seemed to take a liking to wanting to help her. If both had been members of the AD Team, and he had been her boss on the AD Team, he may have wanted to help her once free… or keep tabs on her. She seems to have either not known Caleb was AD, or hadn’t seen him unmasked, or possibly she really did differ from a sort of Stockholm syndrome and wanted to remain with her captor.
Also let’s review every liar who’s phones could be compromised in season 7:
Hanna was given a new phone by Caleb under the pretense that her real phone could have been compromised by AD somehow after her kidnapping.
When Caleb went to stab the liars in the back and take Ali’s dubious jacket to AD, he ran off and took Spencer’s phone with him. We never find out if she got it back, but if he had it in his possession for a while, he could have cloned it or compromised it somehow to be able to spy on her.
Aria always has new devices, BUT, when she did her brief stint on the AD Team, we see her old phone blown up. She grabs a new one from a stash of them she has, but where did she get a stash of burner phones? Who has those? Caleb! Her real phone got blown up by AD and AD did NOT want her throwing it out a window. When it’s blown up, she grabs another and dashes out not even bothering to put the phone fire out. With all the fires they’ve had, seems irresponsible to me. Once AD/Caleb was done spying on Aria for her AD tasks, he destroyed the phone she was using to communicate with AD.
In the next ep we see Caleb with a new thermal imager we have no idea how he acquired or why, and is showing Ezra what Mona is doing so if he is AD, he is now spying on Mona again… no wonder he went into the diner for pie to meet her. She appeared as if she had no idea who she was waiting for as AD, and caleb messes that stake out Up for everyone (as always) and Mona ends up getting away. She later reveals her involvement in Charlotte’s death, and regresses back to Crazy Mona for the first time in ages. Caleb as AD has been using her and she even said she never knew who Charles was but that she was scared of him.
The Few Things That DON’T AD-D Up:
A. While his eyes are pretty, there are other characters like Grunwald, and Toby, who are known in the acting world for their strikingly “pretty eyes.”
B. His name: Caleb Rivers, IS Hebrew and French origins, NOT German like Grunwald or Grottesman. The reference to water doesn’t exactly add up like Grunwald’s German-Jewish name meaning “Green Forest” (a perfect name for Uber A really, with so much having happened in the forest… but that’s another GZL theory). Rivers usually do run through forests and forests cannot be sustained without water, So Maybe it’s fitting in a round-a-bout way. Lol.
C. He seems more helpful toward the liars and wants to protect Hanna. But has his protection worked every time? No, sometimes it’s backfired badly, as in most of his s7b suggestions. Starting the flood, erasing security footage the cops realized was missing, and how to handle the life-sized Hanna Doll, were all incorrect and landed Hanna, and thus the liars in hotter water. It almost seems as if he is actively working against them. He also had no ideas about the game board’s function and was quickly dismissed in regards to having any helpful ideas about the blasted game. Odd considering he should know a thing or two about technology and how Uber A operates at this point.
So, as far as the male cast goes, Caleb could be AD. Maybe this was his game all along? We’ve all seen those weird moments where he seems less than a trustworthy devout boyfriend. He’s a master manipulator, and they always said A is someone they know who’s very close to them! No one better would match up with this statement. Someone Garret said “has you all fooled.” Hmmm. I say #Moleb’s name is written all over this conspiracy.
You’re welcome! 😘 -L
Citations from other theories in cyberspace:
https://www.google.com/amp/thoughtcatalog.com/de-elizabeth/2015/03/7-reasons-caleb-could-be-big-a-on-pretty-little-liars/amp/
http://aminoapps.com/page/pll/2342683/caleb-is-a-d-theory
Mention of the “Charles River” near Salem Massachusetts: https://en.m.wikipedia.org/wiki/Charles_River
© 2017, Fleurdelissaswords, & Gamma Zeta Lie Sorority mystery solving group. Please share but don’t use without written permission.
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Tagged by @bynaturedesiresknowledge
A - age: 38
B - biggest fear:  Not being who God wants me to be
C - current time: 9:15am
D - drink you last had: Water
E - every day starts with: Wake up, make breakfast for me and the kid, make his lunch, keep him on track, iron his clothes, drive him to school, hugs before he gets out.
F - favourite song: Changes a lot, for many reasons.  Still not over a new one, Spicy Boyfriend by Shawn Wasabi.
G - ghosts, are they real? Used to think they were, uncertain these days.
H - hometown: A small batch of super tiny towns in middle Georgia originally.  Most of my life was in Savannah.
I - in love with: God forever showing his wisdom and grace, my wife’s laughter, my son singing songs.
J - jealous of: People who don��t have to work hard to fit in and make connections with people work the right way.
K - killed someone: Only in video games
L - last time you cried: Last night
M - middle name: I can tell you that it doesn’t end in W
N - number of siblings: A half brother and half sister on my father’s side, a half brother on my mother’s side.
O - one wish: That we survive this administration and that everyone moves in a better direction rather than a worse one.
P - person you last texted: My wife
Q - questions you’re always asked: Why do you do that?
R - reasons to smile: God loves me
S - song last sang: I sing a lot.  Not sure what the last song specifically was.  Co-Pilot by Letters to Cleo might be it.
T - time you woke up: 6:30am
U - underwear color: Grey at the moment
V - vacation destination: La Jolla
W - worst habit: Having them
X - x-rays you’ve ever had: Teeth from various dentists, ankles to find out my flat feet have drilled by tibia into my ankle bones and I shouldn’t be on my feet a lot, hand when I cut it on a window to see if glass was still in the wound.
Z - zodiac sign: Scorpio
Thanks for tagging me @bynaturedesiresknowledge
I tag @tesserfication, @ninjatron3000-v2, @zaftigwriter, @positivemotivation, @filmfaerie, @snipthebluewire, @branssparklydancepants, @veritasvulpes, @hopefulmisanthrope
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Fortnite Update 3.5 Released With New Port-a-Fort; Patch Notes Released
https://cryptobully.com/fortnite-update-3-5-released-with-new-port-a-fort-patch-notes-released/
Fortnite Update 3.5 Released With New Port-a-Fort; Patch Notes Released
Fortnite has another update out, and Battle Royale has a new item available now on PS4, Xbox One, PC, and mobile. In addition, the previously announced replay system has been implemented, a new limited-time mode is coming soon, and a bunch of new cosmetics have been added to Save the World. Numerous issues cropped up after its release, but things seem to be running smoothly now, and players will get freebies as compensation.
Version 3.5, as the update is called, adds the recently teased Port-a-Fort feature, which is a throwable item that spawns a fort in seconds. You can carry up to five of these, though they only drop in stacks of one. Take a look at the Epic-tier item below. Battle Royale will also revive the 50v50 mode “soon” with a few small changes, although it’s since been delayed until next week. Additionally, the console versions should load faster and some weapon changes have been made.
Save the World, meanwhile, adds some new cosmetic options that include four new Heroes with a cyberpunk theme and a set of neon weapon skins. Take a look at those in the images below.
Aside from bug fixes and balance tweaks, the only other meaningful addition is Fortnite’s replay system. This allows you to save your matches and watch them back from any angle. This is designed for sharing options but could also allow you to learn from where you and other players go wrong. Take a look at the full patch notes at the bottom of this article, via Epic.
Our Fortnite: Battle Royale review went live just recently. Critic Michael Higham enjoyed the multiplayer title and awarded it an 8/10. “While there are several moving parts in the game’s ecosystem, Fortnite’s biggest accomplishment is in how it seamlessly merges a number of simple mechanics to create a distinguishable battle royale game,” he wrote. “What looks to be a straightforward building system steadily escalates to an elaborate display of tactical prowess. As the saying goes: It’s easy to learn, hard to master. Although a few shortcomings in the map design eventually surface and fatigue in looting can set in, Fortnite rarely fails at challenging you in unexpected ways, resulting in something more than just another typical last-person-standing shooter.”
For more on Epic’s hit game, check out six common mistakes players make in Fortnite: Battle Royale or our Vending Machines location guide. Alternatively, take a look at our Fortnite beginners guide.
Fortnite Update 3.5 Patch Notes
General
Wood, Stone, and Metal resources will now always be the first items in the inventory list (e.g. instead of Traps).
Purchased V-Bucks are now shared between Xbox One, PC and Mobile.
Login Queue Improvements:
During wait periods, login will now remember your place in line if you quit out of the game and return.
Mobile devices will not enter the login queue more than once per login attempt.
Two-Factor Authentication challenges will not put you back into the login queue.
Bug Fixes
Adjusted the Login screen layout to better support varying screen sizes and safe zones.
Fixed a rare crash that occurred during logout.
Fixed PS4 players leaving their party after a match where they are playing with players on other platforms.
Fixed Survivor and Hero squads being locked after switching to Save the World from Battle Royale.
On PC, fixed PS4 controllers showing Xbox buttons, even after the controller type was changed in the settings.
Fixed rare cases in which character parts would stretch unnaturally.
(Example) Ears of the Rabbit Raider outfit.
Fixed the inability to rotate elements in the Battle Royale Locker after buying a Llama in Save the World.
Battle Royale
Replay System
Save your matches and watch them from any angle!
Speed up or slow down the action.
Help tell your story better with player outlines and name plates.
Several Camera Modes to choose from:
Third Person
Follows and orbits around the selected player.
3 different follow modes; Off, Auto, Lazy.
Drone Follow
Drone style camera that always keeps the selected player in frame.
Drone Attach
Drone style camera that is loosely attached to the selected player.
Drone Free
Drone style camera that is free to fly around the island.
Gameplay
This camera shows what the selected player saw during gameplay.
Adjust cinematic camera settings
Exposure
Aperture
Focal Length
Focus Distance
Currently available on PC and console only.
Weapons + Items
Port-a-Fort added.
Epic rarity.
Drops in stacks of 1. Can stack up to 5 in inventory.
When the Port-a-Fort is thrown, a pre-made fort is constructed instantly at the impact point.
The Port-a-Fort is made out of metal and is three stories tall.
The bottom floor is 1×1 with a door for entry. Tires inside allow for easy access to the roof.
Decreased Guided Missile maximum turn rate by 75%.
Reduced Guided Missile movement speed by 15%.
Added a short equip time to many weapons (particularly, those with a slower rate of fire).
This will reduce the effectiveness of quickly switching between weapons for high burst-damage.
Removed the reloading animation on the Pump Shotgun.
Weapons affected are:
Rocket Launcher
Hand Cannon
Revolver
Tactical Shotgun
Pump Shotgun
Heavy Shotgun
Bolt-Action Sniper Rifle
Hunting Rifle
Crossbow
Adjusted item availability in Vending Machines.
Reduced chance of Chug Jug by 50%.
Increased chance of Medium Ammo weapons in Rare Vending Machine by 100%.
Reduced chance of Explosive Ammo weapons in Rare Vending Machine by 50%.
Reduced chance of Explosive Ammo weapons in Epic Vending Machine by 25%.
Increased chance of Heavy Ammo weapons in Epic Vending Machine by 25%.
Reduced chance of Explosive Ammo weapons in Legendary Vending Machine by 25%.
Increased chance of Heavy Ammo weapons in Legendary Vending Machine by 25%.
Reduced drop rate of Remote Explosives in floor loot by roughly 33%.
Updated Medium Ammo inventory icon to make it more easily identifiable.
Bug Fixes
Gameplay
Limited Time Mode: 50V50 v2
Two teams of 50 fight to the finish!
Due to this being a “large squad” mode, Profile Stats will not be tracked. Daily & Weekly challenges will still work, with the exception of the Squad-based challenges (‘Place Top 6 in Squads’, etc.).
Storm & Map
Each team has a bus, approaching the island from opposite directions. On the map, the friendly bus has a blue outline, enemy has red.
Final storm circle visible on minimap at start.
Players have 10 minutes to loot the map as the storm closes in on the circle, then 5 minutes to fight, and another 5 minutes as the storm shrinks to the end.
Supply drops come in batches of 3-6, fall every two minutes, and only land in the final storm circle.
Added dotted line to map, which indicates the “battle lines” between the two teams. Crossing the line will make running into enemies more likely.
Loot
Farming resources increased 75% over default.
Increased floor loot spawn likelihood by 15%.
Floor Loot spawns double ammo.
Ammo boxes spawn triple ammo.
Chests spawn double ammo & consumables.
Supply drops spawn double ammo, and an extra consumable, resource drop and trap.
Bug Fixes + Mode Improvements
Fixed a bug that created uneven teams where one side could have more than 50 players.
Downed players lose health more quickly than normal (10 health per tick).
New ‘Builder Pro’ controller configuration
This configuration is similar to “Combat Pro”, but optimized for fast placement of building pieces.
Wall, floor, stairs, and roof have designated buttons on controllers.
The first button press will switch to the mapped building piece, then every press after will place that piece.
To switch between materials or traps, press the Left D-Pad button.
New Squad Comms wheel
This allows you to communicate quickly without voice.
The following callouts are currently available: Enemy Spotted, Need Meds, Need Shields, Need Materials, Need Weapon (context-sensitive), and Need Ammo (context-sensitive).
Defaults to ‘V’ key, Right D-Pad on controller, or in the Emote menu on Mobile.
The Loot Llama can now be opened through destruction as well as an interaction.
Added a blue tint to friendly traps to help distinguish them from enemy traps.
Bug Fixes
Fixed an issue preventing players from editing their own structures.
Supply Drop fixes:
Fixed an issue preventing players from opening supply drops in rare cases.
Fixed an issue causing supply drops to jitter as they fall if a player destroys the object that it landed on.
Fixed an issue causing supply drop loot to spawn in the air after the drop had been shot down.
Fixed an issue causing players to be pushed under the map if they stood under a falling supply drop.
Fixed an issue causing players to launch out of the map after landing on a supply drop.
Fixed an issue where building would be blocked for 3 seconds at a time under poor network conditions.
Fixed an issue causing controllers to vibrate during the skydiving phase when vending machines loaded into the world.
Fixed an issue that would hide structure health bars when the player aimed their weapon.
Fixed toggling aim down sights not returning to its previous state after reloading.
Fixed an issue where poor network conditions could prevent buildings from streaming in.
Fixed an issue where you could not select the same Banner Icon and color combination in Battle Royale that you have in Save the World.
Audio
Added unique equip/reload sounds for the following weapons (all others remain the same):
Epic/Legendary Assault Rifle
Heavy Shotgun
Pump Shotgun
Bolt-Action Sniper
Hunting Rifle
Added more variation to the Tactical SMG fire sound.
Added more variation to the medium-range Epic/Legendary Assault Rifle fire sound.
Bug Fixes
Remove the second “insert magazine” sound during the grenade launcher reload animation.
UI
Bug Fixes
Fixed the controller button label for Toggle Map not shown after being eliminated.
Fixed a bug in the Locker that made skydive previews appear without the correct animation.
Fixed text on the minimap that was too small.
Fixed the map marker not retaining its location when zooming in and out.
Fixed an issue with map markers not pinning at your cursor when placing them while zoomed in.
The controller analog stick can now be used to scroll the map while zoomed in.
Fixed an issue causing the eliminated player count displaying as zero when spectating a Guided Missile.
Art + Animation
Tweaked the object pop in animation so objects ease in rather than pop in.
Bug Fixes
Fixed inconsistent Battle Bus position changes that could occur every few seconds.
Fixed the Rock Paper Scissors emote so that it replicates properly in the lobby.
Fixed the Rainbow Smash and Candy Axe harvesting tools not always activating.
Fixed the Guided Missile firing animation so that it plays properly while spectating the player that is firing the weapon.
Reduced the size of Mushrooms that were too large.
Performance
Major optimizations + improvements made to console load times and CPU performance.
We’ve made some data layout optimizations in order to improve load times and performance. Load times reduced by 25-30 seconds as a result of these changes on Xbox One and around 10 seconds on PS4. On both platforms, we expect to see fewer issues with geometry or cosmetics failing to load in time, and FPS drops during skydiving. The Xbox One download will be larger than normal in this release as a result of these optimizations. We’re working to minimize the impact of this type of optimization in future releases. – Developer Comment
Reduced download and patch size for players who just have access to Battle Royale (PC only).
Fixed various issues causing the game to freeze up/hitch while loading assets, especially on console. These assets are now preloaded before the game starts.
Optimized servers to reduce network lag when firing weapons and taking damage.
Mobile
Audio indicator no longer shows silenced weapons, crouched footsteps or ally pickaxes.
Multiple graphical improvements were made to the skybox, vegetation and anti-aliasing.
Bug Fixes
Fixed an issue that caused input to continue when no longer touching the screen.
Fixed an issue where the message about jailbroken devices being unsupported wasn’t being shown
Attempting to play using a jailbroken device will result in being kicked.
Fixed various interacting actions, including:
Icons not showing properly on lower-end devices
Supply Drops not being able to be opened.
Doors not consistently opening and closing.
The Map not being able to be zoomed & panned.
Instances where accidental button presses would occur.
Fixed an issue causing Revolver and Grenade Launcher ammo to float outside the gun.
Save The World
Gameplay
Enabled environmental damage for ranged weapons.
Percentage of damage done to the environment varies by weapon.
Environmental damage scaling for ranged weapons should remain consistent relative to the health of the environment, taking into account the rarity and alterations on the weapon.
NOTE: Environmental damage increases with tier and rarity only and is not multiplied through Offense.
Ranged weapons can not damage structures you or your team have built.
[Rework] Outlander Fragment
Fragment abilities, other than the Loot Llama, no longer require equipped Fragment ammo to activate.
Fragment abilities now have a cooldown and Energy cost, as other abilities do.
Fragment abilities are now improved when the Outlander expends Fragment ammo in their activation.
Fragment Ammo capacity has been dramatically increased.
[Rework] Melee Weapons + Environment
Melee weapons (aside from Pickaxes) can no longer damage structures that you or your team have built, and have had their environmental damage increased.
Environmental damage scaling for on-level melee weapons should now feel more consistent, relative to the health of the environment
NOTE: Environmental damage increases with tier and rarity only, and is not multiplied through Offense.
Axes do increased damage against wood. Hardware does increased damage against stone.Swords, Clubs, Scythes, and Spears do not favor any material type.
[Rework] Anomaly
Anomaly rewards increased, changed from BluGlo to mission rewards.
Anomaly shards will take full damage from the Pickaxe, reduced damage from other melee weapons, and can no longer be damaged by projectiles (Throwing Stars, Rockets, etc).
Crafting queue size increased from 10 to 20 (this means 1 in production and up to 19 pending).
Cozy Campfire no longer grants any Utility score for healing and instead grants more for placing the trap.
Falling Damage has been adjusted so that damage occurs at higher heights.
Players now first take damage after falling 1300+ units instead of falling 850 Units
(Example) You can now walk off a 3 story building, but you can’t jump off.
Initial fall damage increased from 5% max HP to 10% max HP.
Next Damage Threshold is now 20% max HP at 3 tiles.
Next Damage Threshold is now 50% max HP at 3.75 tiles.
Next Damage Threshold is now Knockdown at 4.5 tiles.
Farther than 4.5 tiles will also result in Knockdown.
Enemy fall damage values have been adjusted to be in line with these changes.
The vehicles that Survivors stand on top of will no longer take damage from ranged or melee weapons.
Only the Pickaxe can damage them.
Increased wood, stone, and metal stack size and carry limits.
The default building resource capacity has been increased from 999 to 2000.
Building Resource Capacity nodes have replaced the previously existing Weapon Skill nodes in the Skill Tree. These new nodes allow players to upgrade their resource carrying ability by 1000 apiece to a maximum of 5000 per type.
Weapon Skill has been effectively uncapped since v3.3, which allowed us the opportunity to remove and repurpose their nodes in the skill tree. So don’t worry – your ability to use weapons of all levels remains unchanged! – Developer Comment
Existing items will not automatically restack.
You can condense stacks by dropping and picking up items or transferring between backpack and storage.
Economy Tuning
Increased Hero and Schematic Quest XP for Stonewood, up to Mid Plankerton.
Players who have already completed these Quests will be awarded the difference.
Challenge Quests have been extended to 20 Stages.
The ‘Leave No One Behind’ Challenge Quest now awards Survivor XP, scaled based on stage.
Players who have already completed Stages 1-10 of this Quest line will be awarded the Survivor XP.
Bug Fixes
Fixed a long delay that occurred when joining a party when first loading-in on PS4.
Fixed an issue that could cause BluGlo pylons to spawn on top of one another.
The buff from BluGlo pylons is no longer lost after 10 minutes.
Fixed an issue that would cause players to pick up items much slower than normal.
Missions And Systems
New Questline: Into the Storm: Opening Act
Accompany Lars and Ray on their journey into Lars’ past in the brand new questline, ‘Into the Storm’!
Brand new Survive the Storm map – Thunder Route 99.
Into the Storm Llama is available in the Loot Tab.
Cost: 1000 Storm Tickets
Event Llama guarantees at least one Epic (or higher) Neon Weapon or Cyberpunk Hero
Every 1000 Firecracker Tickets will be converted into a Spring Llama.
Quest Rewards:
Choice of Legendary Ranged Neon Weapon (Pistol, Shotgun, Assault).
Survive the Storm returns!
Improved rewards.
Added Spring It On! Gold, scaled by difficulty and number of days completed.
Improved the amount of Hero / Schematic / Survivor XP earned.
Increases more with difficulty and number of days completed.
Increased the rarity of items (Survivors, Schematics, Transform Keys, etc.) that drop from Survival mode, especially at high difficulties.
Reduced the number of low-rarity items that drop.
Mission Alerts award between 300 and 1500 tickets, scaled based on Survival length and difficulty.
Quota: Three 3-Day Survivals per 24 hours.
Quota: One 7-Day Survival per 24 hours.
Added side quests with new banner rewards!
Power 15 Event Themed Banner + 1000 Storm Tickets.
Power 40 Event Themed Banner + 1000 Storm Tickets.
Power 70 Event Themed Banner + 1000 Storm Tickets.
Changed the Survival Mode vote to skip the day to majority vote (from unanimous) to keep consistent with all other voting.
Mutant Storms
Mutant Storms are more active during this event and award between 100 and 240 Storm Tickets, scaled based on difficulty.
Repeatable Quest to complete 2 Mutant Storm Mission Alerts that awards 100 Spring It On! Gold
Opt-in difficulty boost and group missions do not award tickets during this event.
Mini-boss Mission Alerts can no longer be selected if you have not unlocked the mission the alert is attached to.
This will prevent low-level players from attempting Mission Alerts that are too difficult for them, unless they are invited into a group by a higher-level friend.
Mimic Reward Updates:
Mimics will always award the equivalent to at least a Level 3 (Blue) Treasure Chest.
Some Mimics will instead award the equivalent to a Level 4 (Purple) Treasure Chest.
‘Evacuate the Shelter’ adjustments:
In non-group missions, the number of enemies needed to be killed after reaching the shelter has been reduced to 10 per players in zone instead of 35
The final encounter in non group missions has been reduced to 6 minutes from 8
‘Repair the Shelter’ adjustments:
See-Bot will no longer be attacked on arrival.
See-Bot will now arrive with a 5 minute counter. After 5 minutes it will leave to recharge and then return later to a different location on the map.
The Husk attack now begins when a player deploys the See-Bot. See-Bot is safe before then.
Players have 5 minutes to start the scan and then defend See-Bot.
Husk attack difficulty has been reduced for first two attacks.
Shelter will now automatically start diagnostic scan when player reaches the shelter instead of having to interact with it.
Decreasing the difficulty of the mission and initial combat encounter allowed us to double down on the mission core: scrambling to rescue a sieged shelter and creating a time pressure. -Developer Comment
With the automatic diagnostic scan the length of time until first raid occurs has been increased to 8:30 minutes after diagnostics are complete to allow more time to prepare, used to be 6:30 minutes.
Progress for the quest ‘Air Quotes’ is now given when the first 25 enemies have been successfully eliminated after activating the Storm Chest. Rather than having to eliminate all waves of enemies before the timer is up.
Bug Fixes
Fixed an issue where some players were locked out of their Storm Shield.
Visual level of Survival mission reward chest increased (so it reaches max-level chest appearance at 7 days).
Heroes
Cyberpunk Heroes added, available in the new ‘Into the Storm’ event Llama.
Bullet Storm Jonesy (New Soldier Subclass) Bullet Storm: Uses high magazine weapons to build up attack speed and mow down enemies.
New Perks:
Start Up – Firing with a ranged weapon increases rate of fire by 1.2% per shot for up to 20 shots. Resets on reload or weapon switch.
Start Faster – Increases ‘Start Up’ rate of fire bonus to 2.4% per shot.
Harvester Sarah (New Ninja Subclass) Harvester: Close range scythe Ninja who uses Smoke Bomb and Shadow stance to survive on the battlefield.
New Perks:
Scythe to Meet You – Scythe attacks apply a 30% snare for 1 second.
Late Arrival – Scythes deal 48% increased damage to slowed or snared targets.
Heavy BASE Kyle (New Constructor Subclass) – Heavy BASE: Constructor focused on taking down enemies within BASE to charge up a great energy nova.
New Perks:
Feel the BASE – BASE generates energy when enemies die within the area affected by BASE. After 30 kills BASE emits an explosion that knocks husks back and deals damage in a 3 tile radius.
Turn Up the BASE – Increases the radius of ‘Feel The BASE’ by 2 tiles and damage by 80%.
New Tactical Perk:
Feel the BASE – BASE generates energy when enemies die within the area affected by BASE. After 30 kills BASE emits an explosion that knocks husks back and deals damage in a 3 tile radius.
T.E.D.D. Shot Jess (New Outlander Subclass) T.E.D.D. Shot: Deploys T.E.D.D.Y. to provide cover fire while sniping foes from a distance.
New Perks:
Quick Scope – Increases sniper rifle rate of fire by 35%.
Precision Handling – Hitting a headshot increases the speed of your next reload by 7% (Max 35%). Resets after reloading.
Eye on the Prize – Getting 15 headshot kills grants 1 Charge Fragment.
New Support Perk:
Sure Shot – Increases sniper rifle critical hit damage by 35%, 53%, 70%.
Outlander
Shock Tower
No longer requires a Fragment to operate.
Cooldown has been set to 60 seconds.
Stamina cost has been set to 50.
Using a Fragment will reduce the cooldown by 30% and reduce the stamina cost to 0.
Damage has not been adjusted.
T.E.D.D.Y.
No longer requires a Fragment to operate.
Cooldown has been set to 60 seconds.
Stamina Cost has been set to 50.
Using a Fragment will reduce the cooldown by 30% and reduce the stamina cost to 0.
Damage has been unadjusted.
Impossibility Matrix
Now increases the cooldown reduction for ‘Shock Tower’ and ‘T.E.D.D.Y.’ to 50% when using a Fragment.
Fragment Ammo
Cap has been increased to 25 + Llama fragment.
Llama Fragment
Acquiring a Llama Fragment now immediately resets the cooldown of all your Fragment abilities.
Constructor
Recycling
Increased the maximum storage capacity of BASE Recycling from 150 to 450.
Hyperthreading
Increased the maximum storage capacity of BASE Hyperthreading from 300 to 900.
Bug Fixes
Fixed an issue where the ‘Plasma Pulse’ tooltip wouldn’t reflect the current ‘I.F.F. Coding’ functionality.
Fixed an issue with Fragment Flurry Jess and Shamrock Reclaimer’s support bonus ‘Energized’ not scaling correctly across multiple star levels.
Fixed an issue where ‘Dragonslash’ caused Ninjas to lose collision against Heroes and Enemies.
Fixed an issue where ‘Decoy’ wasn’t taking damage from Husks.
Fixed an issue that could cause ‘Mantis Leap’ to stack velocity infinitely.
Weapons And Items
Neon Weapon set added, available in the new ‘Into the Storm’ event Llama.
Ranged Weapons:
Argon Assault Rifle
Helium Shotgun
Krypton Pistol
Melee Weapons:
Argon Axe
Krypton Sword
Neon Scythe
Impulse Grenade
Doubled the knockback distance against enemies.
No longer affects allies.
Easter Egg Launcher Eggs no longer detonate when a player is downed but are cleared when a player respawns or disconnects.
Bug Fixes
Fixed an issue where crystal Scavenger melee weapons had the same durability as ore Scavenger melee weapons.
Fixed an issue where the Vacuum Tube Spear and Axe knocked enemies back instead of stunning them in place.
Dragon’s Might shotgun projectiles no longer bounce off of deep water.
Fixed an issue where Dragon’s Might shotgun projectiles weren’t exploding on contact with enemies.
Bullet tracers shot from other players single shot weapons no longer travel through walls.
Fixed an issue where the Boost Trap would give more resources than intended from recycling.
UI
Added an option to show a Collection Book indicator on items in the Armory menus.
Added an option to toggle whether or not ‘Favorite’ items are grouped together in the Armory menus.Added tooltip text for the cinematics volume setting in the audio settings tab.
Items in the Armory that don’t have stats no longer display a stats panel.
Replaced references of the word “Vault” with “Armory” in skill tree nodes.
Bug Fixes
Fixed an issue where players using the Combat Pro control scheme would see “Unable to Edit Building” when pressing the button to get on their Hoverboard.
Fixed an issue where the ‘Place Trap’ controller button icon was missing when using the Combat Pro control scheme.
Updated reward summary cards to no longer be selectable once they move off screen.
Fixed an issue where damage return values for Traps that deal elemental damage were not indicating what type of elemental damage was dealt.
Updated Electrical Wall and Ceiling Trap descriptions to mention their elemental damage traits.
Fixed a spelling error in the Mythic Wukong Berserker description.
Fixed an issue that prevented players from selecting options (mute, add friend, etc.) in chat.
Fixed an issue where the camera would jump when zooming in on a skill tree tier.
Fixed the ‘Import Friends’ button not being selectable with a controller.
Fixed 4-player level difficulty being cut off in the in-zone objectives screen.
Fixed the ‘Research’ purchase button’s cost icon being offset when using a controller.
Fixed BluGlo having the ‘Equip’ button active in the in-zone inventory.
Fixed a crash that occurred when typing a comma while naming your Homebase.
Updated player revive screen text.
Audio
Metal toilets now plays a metal sound when destroyed.
Unsearched shopping carts now have impact sounds.
Technology
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Machine Learning Platform meetup
Recap of the Oct 2017 ML Platform meetup at Netflix HQ
By Faisal Siddiqi
Machine Learning is making fast inroads into many areas of business and is being employed in an increasingly widening array of commercial applications. At Netflix, ML has been used for several years on our Recommendations and Personalization problems. Over the last couple of years, ML has expanded into a wide range of newer applications here, such as Content Promotion, Content Price Modeling, Programmatic Marketing, Efficient Content Delivery, Adaptive Streaming QoE, to name only a handful. Scaling and speeding up the application of ML is at the top of mind for the multitudes of researchers, engineers, and data scientists working on these salient problems. We are always looking to learn from academic research and industry application in large scale contexts and love to share what we have learnt as part of running the Netflix use cases at scale.
Last week we hosted a Machine Learning Platform meetup at Netflix HQ in Los Gatos. We had five talks from top practitioners in the industry and in this post we will provide a brief overview summarizing them. The talks from Google, Twitter, Uber, Facebook and Netflix largely fell into one or both of these themes:
Sparse Data in ML: Challenges and solutions
Scaling up Training: Distributed vs Single machine approaches
Google
Ed Chi kicked off the talks with a presentation on how to learn user and item representation for sparse data in recommender systems. His talk covered two major areas of emphasis — Focused Learning and Factorized Deep Retrieval.
In setting up the motivation for the first area, Ed talked of the Tyranny of the Majority in describing the outsized impact of dense sub-zones in otherwise sparse data sets. As as solution to this challenge, he talked about Focused Learning, a sort of divide-and-conquer approach, where you look for subsets of data to focus on and then figure out which models can learn on each subset with differing data density. As an example of this approach, he talked about how using focused and unfocused regularization factors in the cost function, allowed them to model the problem with more success. In the canonical example of movie recommendations, he demonstrated how this approach led to outsized improvements in model prediction quality for sparse data sets (e.g. where Documentaries is one of the most sparse categories).
The use case that Factorized Deep Retrieval addresses is about predicting good co-watch patterns of videos when the corpus of items to recommend is huge (YouTube). You want the recommendations to not ignore the fresh content while still ensuring relevance. He presented TensorFlow’s distributed implementation of WALS (weighted alternating least squares) Factorization as the solution they used for picking sparse but relevant candidates out of the huge candidate corpus. Online rankings for serving were staged into a tiered approach with a first pass nominator selecting a reasonably small set. Then subsequent rankers further refined the selection until a small set of highly relevant candidates were chosen and impressed to the user.
https://medium.com/media/dbe8bb59d3158712d0e20db20322689d/href
Ed also talked about several implementation challenges, in sharing, failures, versioning, and coordination, that the TensorFlow team encountered and addressed in the TFX (TensorFlow Extended) system internally in use at Google. They are looking to add some of these features to TF Serving open-source in the future.
Twitter
Next up was Joe Xie from Twitter who started off by setting the stage with the real time use cases of Twitter. He talked about their single/merged online training and prediction pipeline as a backdrop to the parameter server approach his team took to scaling training and serving. Joe talked about how they tackled one area to scale up at a time. He walked through three stages of their parameter server, starting with first decoupling the training and prediction requests, then focusing on scaling up the training traffic and finally scaling up the model size.
They were able to increase the prediction queries/sec by 10x by separating training and prediction requests in v1 and increase training set size by 20x in v2. They are working on accepting models 10x larger in size in v3, and looking to explore data-parallel optimizations and feature sharding across their v3 distributed architecture. When asked about whether trainers and predictors are also sharded, Joe mentioned that for now they have sharded the trainers but not the predictors.
https://medium.com/media/49012ba8b4951679ec21be9f8d17f9cc/href
Uber
Alex Sergeev from Uber introduced a new distributed training library they have recently open-sourced — Horovod, for making distributed TensorFlow workloads easier. Alex started off by setting the problem of scaling up model training. With ever increasing data sizes and the need for faster training, they explored distributed TensorFlow. Alex alluded to challenges in using the distributed TensorFlow package out of the box. At some level they felt lack of clarity around which knobs to use. As well, they weren’t quite able to do justice to their GPU utilization when training data at scale via TensorFlow.
They explored recent approaches to leveraging data-parallelism in the distributed training space. Motivated by some past work at Baidu and more recently at Facebook (see below), they took a different approach to their deep network training. Conceptually, the training set was split up in chunks of data each of which was processed in parallel by executors, computing gradients. In each pass the gradients are averaged and then fed back into the model.
Typically, in TensorFlow the workers compute the gradients and then send them to the Parameter Server(s) for averaging. Horovod utilizes a data-parallel “ring-allreduce” algorithm that obviates the need to have a parameter server. Each of the workers are involved in not only computing the gradients but also averaging them, communicating in a peer-to-peer fashion. Horovod uses NVDIA’s NCCL2 library to optimize bandwidth of communication between workers.
Alex talked about how they were able to utilize this for both single GPU as well as multiple GPU cases. He also talked about Tensor Fusion, an approach to smart batching that gave them larger gains on less optimized networks.
https://medium.com/media/745233f5b8c850f58d7ee8eae2e3d5c1/href
When asked about distributing the data across GPUs, interestingly, Alex mentioned that in their benchmarks they have seen better scale performance with 8 machines with a single GPU versus a single machine with 8 GPUs.
Facebook
Continuing the thread of GPU optimization for large scale training, Aapo Kyrola from Facebook shared some insights on their experiences working on this problem. As a matter of fact, Aapo described in more detail the case study that was referenced by the Uber presentation on Horovod just prior to this talk.
Aapo started off by giving a quick overview of Caffe2, a lightweight ML framework, highlighting how training can be modeled as a directed graph problem. He compared synchronous SGD (stochastic gradient descent) with asynchronous SGD and then proceeded to describe how they pushed the boundaries on sync SGD on Caffe2 with GLOO. The latter is an open-sourced fast library for performing distributed reductions and leverages NVIDIA’s NCCL2 for inter-GPU reductions.
This all led to the case study of their recently published milestone achievement — they were able to train a ResNet-50 (a 50 layer residual convolutional net) on the ImageNet-1K dataset in less than 1 hour. Sync SGD was used with a data-parallel approach and the “all-reduce” algorithm from GLOO. The case study described how they were able to tweak the learning rate piece-wise with an 8K mini-batch size to get to near state-of-the-art on error rate metrics.
Aapo ended the talk on some lessons learned through this exercise, like how Sync SGD can be pushed quite far on modern GPUs, and how learning rate is an important hyper-parameter for mini-batch size.
https://medium.com/media/ba056537a370ac65965120aa239ceba9/href
Netflix
Netflix’s Benoit Rostykus talked about VectorFlow, a recently open-sourced library for handling sparse data. VectorFlow is designed to be a lightweight neural network library for not-so-deep networks and sparse data.
In many ways Benoit’s talk presented a bit of a counter narrative to the rest of the talks. He argued that while there are a lot of applications in ML which are better served by throwing more training data and more layers (eg, images in convolutional nets), there is a surprising number of applications on the other end of the spectrum too. Such applications, like real-time bidding, can be handled in a single machine context, often need simple feed-forward shallow nets, and performance on CPUs can be pushed hard enough to meet the training latency and cost budget.
VectorFlow was designed for these contexts and this philosophy informed several design decisions. For example the choice of the language, D, was one such decision. The modern system language was chosen to address the goal of a single language in adhoc as well as production contexts — providing the power of C++ and the simplicity/clarity of Python.
Another notable differentiator for VectorFlow is its focus on optimizing for latency instead of throughput. By avoiding large data transfers between RAM and CPU/GPU memory, and avoiding allocations during forward/back-prop, VectorFlow is able to speed things up considerably during training. Benoit was able to demonstrate that for a training set size of 33M rows with a data sparsity of 7%, VectorFlow was able to run each pass of SGD in 4.2 seconds on a single machine with 16 commodity CPU cores.
VectorFlow is used in real-time bidding, programmatic advertising, causal inference, and survival regression to name a few applications in Netflix.
https://medium.com/media/74b6f38ac25e9a62cad5cd393f04e4d0/href
Benoit scoped out some of the future work on VectorFlow’s roadmap which includes deeper sparsity support, more complex nodes, and more optimizers, without giving up the core mantra behind VectorFlow that Simple > Complex. VectorFlow is open-sourced and available on github.
This meetup featured high quality talks and active participation by the audience. It was followed by engaging informal conversations after the talks around the direction of ML in general and deep learning in particular. At Netflix, we are solving many such challenging problems in ML research, engineering and infrastructure at scale as we grow to meet the needs of the next 100 million Netflix members. Join us if you are interested in pushing the state of the art forward.
Machine Learning Platform meetup was originally published in Netflix TechBlog on Medium, where people are continuing the conversation by highlighting and responding to this story.
Source
https://medium.com/netflix-techblog/machine-learning-platform-meetup-ddec090f3c17
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