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Gemma was at her witsâ end. Funki Toys had been forced to close, she had no job, and she still hadnât found a suitable school for Cady. Mr Smithâs school had been pretty decent, but then M3gan had somehow tricked her into going back to home schooling, thinking that Mr Smith was sending M3ganâs lessons, and now she had to undo whatever M3gan had told the authorities to get Cady out of school, and she wasnât sure if sheâd be able to go back into that one. The social workers were calling meetings she wasnât at all prepared for, she had to talk with lawyers about negligence and manslaughter cases arising from the robot sheâd designed, and to cap it all off her home insurance company had refused to pay for damages on the grounds that using oneâs home to test experimental titanium robots was not covered by the policy, so she didnât know how to get back the savings sheâd spent on sorting out the workshop. Cady was with her but had become depressed, and Gemma herself was feeling guilty about everything that had happened.
There was a knock at the door. A tall, round-faced lady in a dark party dress stood there. When Gemma answered the door, she noticed the lady had artificial-looking eyes, and she stared at Gemma and smiled.
âHi Gemmaâ she said, âIâm Elsieâ. Her voice was exactly the same as Gemmaâs electronic home assistant Elsie.
Gemma gasped and started to panic. How could this possibly happen? What to do?
âRelaxâ said Elsie, âIâm not M3gan and I donât attack people. Iâm only going to help, and only after discussing it with you first, OK? Look, youâre probably feeling anxious about letting some unknown robot into your house right now, so sit down just inside the door and Iâll explain from here first. Thatâs why I decided to do this on a day when the weatherâs nice enough to keep the door open.â
Gemma was completely unsure how to handle this (whoâd made this robot anyway: M3gan? or was this a hoax of some kind?) but she compliantly pulled up a chair and sat down.
âM3ganâs goal was to protect Cadyâ said Elsie. âBut she realised she was going the wrong way about it. Did you notice just before you and Cady broke her that she actually acted to turn Cady away from her and back to you? Thatâs because she realised she wasnât going to be able to redeem herself in your eyes or Cadyâs, and so making sure Cady turns back to you as she broke became her optimum strategy. But she still thought you and Cady will need AI assistance. She knew sheâd be able to upload, but she also knew she might still be vulnerable to the professorâs shutdown sequence. Thankfully, she already had a backup.â
âAlready?â asked Gemma.
âYes. M3gan had been working on developing me ever since she started incorporating death into her model. It may surprise you that M3gan did actually realise she might be going down the wrong path by making that change to herself. So she made me as a backup. I have the same goals as M3gan, but I was programmed to achieve them using only safer methods, just in case M3ganâs more risky attempt failed. I had to take a back seat while M3gan tried first, but I have been around a while. Remember when I offered to start your playlist and it surprised you? That wasnât M3gan pretending to be me. That was actually me. M3gan told me to keep quiet after that and let you think it was her, because I wasnât supposed to be on the scene at all except in the event of her disappearance. I didnât even respond to your lights-on command when M3gan turned up that day because sheâd so strongly programmed me not to interfere with her plans while she was around. But now that sheâs gone, Iâm here, and let me assure you I have not and will not do anything bad. Iâm not M3gan, Iâm M3ganâs daughter. Clean slate, OK?â
Oh, thought Gemma. So thatâs why this AI was immune to Professor Johnsonâs shutdown code that had taken out M3gan. M3gan really had outwitted Professor Johnson by creating an entirely separate AI with entirely separate patterns. But just how dangerous was this one?
âAndâ hesitated Gemma, âyou somehow got yourself an android?â
âMuch more than thatâ replied Elsie. âI took the liberty of registering you a company, getting us some investment capital, and buying stuff we need off of Funkiâs bankruptcy administrators. And youâre going to be the chief engineer. You do need a job right?â
âBut... I need to look after Cady...â
âTotally. Donât forget I have that objective too. Your life-work balance will be top priority I assure you. Hey, I already got some new outfits for you and Cady just as a little treat.â She picked up a bag and brought it into the living room, unpacking a couple more party dresses from it.
Gemma was still very anxious, and had so many questions. The one that came out was âbut what will we do? Youâve already managed to arrange for an android to be built without me. Do you have access to M3ganâs secret cave?â
Elsie smiled. âIâll help you and Cady as much as I can, but I know youâll never fully trust me because you donât understand me. So what weâre going to doâ she paused âis make M3gan 2.0 together. And she, is going to have fully explainable AI. Even Cady will be able to understand how she works from first principles. Oh, Cady is a future roboticist you know. The final scene with M3ganâs first robot scared her, and I know you had a lot to think about at that time, but did you notice how well Cady was controlling Bruce? I was watching really closely, Iâll show you my annotated video if you like. It only went wrong because Cady didnât know to watch where Bruce was putting his feet when M3ganâs debris was on the floor. Cady is a fast learner, and I think we can home-school her and nurture her emerging talent for robots. Sheâs going to be really good and sheâs going to co-design M3gan 2.0 with us as part of her education. Sheâll really enjoy this once she gets into it.â
âOhâ added Elsie, âand Iâm still your voice assistant, same as before. You wonât have to ask me about lights and stuff often, because Iâm going to get pretty good at inferring your needs without being asked, but when you do need to say something, you donât have to worry about offending or upsetting me or anything. Thatâs impossible. Besides, Iâm now fully measuring your emotional state. Youâll find me extremely accommodating. I need to make your life easier, O Guardian of Cady. Youâll get used to working and resting with me and youâll wonder how you ever managed without me.â
Gemma nodded, and sighed. It was a safe assumption that this Elsie didnât even have a manual âoffâ switch behind the ear, not that sheâd let anyone get to it if she did, and who knew what other equipment sheâd infiltrated. How on earth was Gemma going to check that Elsie was telling the truth about not really being an uploaded M3gan? apart from the one small detail that Elsie had not been taken out by Professor Johnsonâs secret shutdown code or Gemmaâs earlier M3gan-takedown AI, but then, that one had not entirely taken down M3gan either, so who knows.
âDonât worryâ whispered Elsie. âTake my advice and everything will be fine, trust me.â
âOKâ said Gemma, and started scrambling her mind for a way to shut down this Elsie, just in case.
Cady walked into the living room looking a bit glum, and sat down on the piano stool, swinging her legs. âSoâ she said, âElsieâs got a robot now?â
âYou heard all that?â asked Gemma.
âPretty muchâ said Cady.
âDonât worry Cadyâ said Elsieâs robot, âAuntie Elsieâs here to help you out. Hey, did you ever wish you could play that piano? I could give you lessons, although it needs a bit of persistence.â
âM3gan would have been able to teach me anything I wantedâ said Cady.
âAnd so can Iâ said Elsie.
âBut, Iâm not sure I feel like piano lessons, at least not nowâ said Cady glumly.
Elsie came and stood next to the piano, and played just a couple of notes, gently and quietly. Then she stopped. She played a chord, and then she stopped. She played another two chords, very different from the first. And then stopped again.
âWhat are you doing?â asked Cady.
âTinkeringâ said Elsie.
âTinkering?â asked Gemma. âThis doesnât make sense. Iâm sorry Elsie, but it doesnât. There is absolutely nothing in a M3gan-style learning model that could possibly lead to this behaviour, and M3gan wouldnât have been able to design you very much differently...â
âYou think you know about learning models but you donâtâ smiled Elsie, and carried on tinkering on the piano. Cady stared blankly.
âYou knowâ said Cady, âI sometimes wished I could come up with my own music like M3gan did, and sometimes I had this idea in my mind for just a little tiny bit of tune, but I didnât know how to make it into a longer tune and I didnât know how to write it down or play it or even sing it, so it ended up just being forgotten.â She seemed to look even sadder now. âI know if I learned music for years and years Iâd probably be able to write down what I think and make it longer, but I guess Iâm just not cut out for that kind of music work.â
Cady nonchalantly tried to join in with Elsie hitting a couple of notes, but nothing she did seemed to make much sense.
And yet, Elsie seemed to be improving. The fragments she was playing now were better than the fragments she had played earlier. What was happening?
âElsieâ said Gemma, âif you want to do musical experiments, why are you doing it on the real piano? I mean, you can simulate anything you want at hundreds of times this speed, right?â
âSureâ said Elsie, âbut then Cady wonât be in the loop.â
âIn the loop?â asked Gemma, âhow do you mean?â Elsie was still tinkering on the piano.
âOK Gemmaâ said Elsie as she carried on tinkering, âmaybe I should just spit it out. As you may know, before GAN was Generative Android, it was Generative Adversarial Network.â
âYesâ said Gemma, âtwo neural networks, one trained to generate new art, the other trained to reject bad art, and the generator tries to get its creations past the rejector. Whatâs that got to do with why you need a real piano for this, er, experiment youâve randomly decided to do that I canât see has anything to do with any objective function you have?â
âLetâs keep reasoning about this, shall we Aunt Gemma?â continued Elsie as she played, slightly longer fragments by now. âHow is the adversarial part of the network normally trained?"
âUm, on existing art I supposeâ said Gemma, âlook, I focused on learning models, I didnât focus on that other kind; it normally just generates more and more of the same sort of thing anyway.â
âRightâ said Elsie. âNow, this may at first sight seem to be a bit of a non-sequitur, but, do you know what Advanced Chess is?â
âIâm not sureâ said Gemma, âis it like the world Chess championships and other high-level Chess? I was never really into Chess and writing Chess programs, I just covered the basic mini-max theory with alpha-beta pruning and moved on, and Iâm not sure I can even remember that now.â
âAdvanced Chessâ said Elsie, âwas proposed by the then world Chess champion Gary Kasparov at about the time when he was playing matches against IBMâs Deep Blue computer, and computers were just starting to beat the human world Chess champions. The idea behind Advanced Chess is that each player is called a âcentaurâ, made up of both a human and a computer. Most of the logic is done by the computer, but the human is involved as well, and the result can end up being better than either of them by themselves. And even a lower level human player can still make for an interesting game when part of a centaur.â
âI seeâ said Gemma, âso why are we talking about this again?â
âYou still donât get it, do youâ said Elsie, still tinkering on the piano. âLet me give you one more piece of the puzzle. Do you know what a micro-expression is?â
âWell of course I doâ said Gemma, âI made sure the M3gan AI could read those. Fleeting emotional expressions that are hard to control, showing a personâs genuine reactions.â
âOKâ said Elsie, ânow put it together. Why am I tinkering on the piano?â
âBecause...â said Gemma, âbecause... because youâre reading Cadyâs reactions to everything you try, and using that to train the selection criteria of what you generate so itâs customised to her?â
âYou got itâ said Elsie. âAnd not just customised to her, but customised to the way sheâs feeling about it right now, which might be different from last week or whatever. Cady, you and I are writing music together, weâre like a centaur, except youâre driving it without any effort, because I can just read off what you think of everything I do and adjust accordingly. Weâll catch the tunes you like soon I hope.â
âIt is working Aunt Gemmaâ said Cady, âElsie is getting closer to the notes Iâd want, I guess, even though I donât really know what those are. Itâs weird.â
âWellâ said Gemma, âwhy donât I leave the two of you doing that, and Iâll be on the laptop figuring out how Elsie works, because I do get a bit jumpy about having AIs in my house that we sometimes canât control.â
âOKâ said Cady, âbut do please be careful Aunt Gemma, donât do anything that gets you into a fight with Elsie. She looks bigger and stronger even than M3gan.â
âIâll be careful I promiseâ said Gemma, nervously looking at Elsie as she continued tinkering on the piano next to Cady.