tag:blogger.com,1999:blog-69390704242736485422024-03-26T12:32:35.737-07:00Life - but not quite the universe and everythingLife - but not quite the universe and everythingKynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comBlogger25125tag:blogger.com,1999:blog-6939070424273648542.post-15096867446577142492023-12-09T02:27:00.000-08:002024-02-04T00:05:54.859-08:00<p> </p><p style="text-align: center;"><b>Index</b><br /></p><p style="text-align: center;"><b><br /></b></p><div style="text-align: left;"><span style="text-align: center;"><a href="https://sites.google.com/view/wtfhyd/home" target="_blank">Sentiments and Sublations</a></span></div><div style="text-align: left;"><span style="text-align: center;"> </span></div><div style="text-align: left;"><span style="text-align: center;"><a href="https://lcipm.blogspot.com/2023/12/judicial-errors-in-unjust-trial-of.html">Lindsay Partin Case</a></span></div><div style="text-align: left;"><span style="text-align: center;"> <br /></span></div><div style="text-align: left;"><span style="text-align: center;"><a href="https://lcipm.blogspot.com/search?updated-max=2023-11-11T16:00:00-08:00">The Moment of Untruth </a></span></div><div style="text-align: left;"><b style="text-align: center;"><br /></b></div><div style="text-align: left;"><a href="https://lcipm.blogspot.com/search?updated-max=2023-10-25T13:39:00-07:00&max-results=1">The Black Hole of Kirkpatrick's by Proxy</a></div><div style="text-align: left;"> </div><div style="text-align: left;"><div style="text-align: left;"><a href="https://lcipm.blogspot.com/search?updated-max=2023-10-25T13:32:00-07:00&max-results=1">The Deadly Pseudoscience of Dr Kirkpatrick</a></div><div style="text-align: left;"> </div><div style="text-align: left;">Economic Cause and Effect (in prep)</div></div><p><a href="https://lcipm.blogspot.com/search?updated-max=2023-09-05T18:42:00-07:00&max-results=1" target="_blank">Nothing to Fear</a><br /></p><p><a href="http://lcipm.blogspot.com/2022/03/">It's All About the Angles</a> (golfswing geometry)<br /></p><p><a href="http://lcipm.blogspot.com/2022/03/alphabetsoup.html">Alphabet Soup </a><br /></p><p><a href="http://lcipm.blogspot.com/2022/02/">It's Not Her Fault</a> (Ukraine)<br /></p><p><a href="http://lcipm.blogspot.com/2022/02/mentally-deranged-metaphysics.html">Fairy Story Physics </a></p><p><a href="http://lcipm.blogspot.com/2021/05/">Trial and Error </a></p><p><a href="http://lcipm.blogspot.com/2020/07/">Peter and Barbara </a>(Symbiotic Investment Fund Idea)</p><p><a href="http://lcipm.blogspot.com/2020/06/">Stuff</a> (economics for kids of all ages)</p><p><a href="http://lcipm.blogspot.com/2020/06/blog-post.html">Boris and the Bean's Talk</a></p><p><a href="http://lcipm.blogspot.com/2020/05/">Sleight of Mind </a></p><p><a href="http://lcipm.blogspot.com/2020/05/update-to-metamorphosis-to-economic.html">Economic Symbiosis</a></p><p><a href="http://lcipm.blogspot.com/2019/01/">5-pendulum</a> (golfswing mechanics) </p><p><a href="http://lcipm.blogspot.com/2018/02/">Short Ship Tales</a></p><p><a href="http://lcipm.blogspot.com/2018/01/">My Go Study Journal</a></p><p><a href="http://lcipm.blogspot.com/2016/09/">The Reason for Tilt</a> (re Alphago)</p><p><a href="http://lcipm.blogspot.com/2016/04/">Go Talking Software</a></p><p><a href="http://lcipm.blogspot.com/2014/03/">Maths for Everyone </a><br /></p><p><a href="http://lcipm.blogspot.com/2013/11/">Living Computers: Intelligent Plastic Machines</a></p><p><a href="http://lcipm.blogspot.com/2013/04/">Liam's Book</a> (the material of the spirit) <br /></p><a href="http://lcipm.blogspot.com/2010/06/">Being</a>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-56107038094633356372023-12-09T02:11:00.000-08:002024-03-26T12:25:28.954-07:00Lindsay Partin Case<p><b>current draft :</b></p><p><a href="https://drive.google.com/file/d/1eXhaxZgzUeIGcVai-eLds1DTFy6ZeTyZ/view?usp=drive_link" target="_blank">Lindsay3.pdf </a> </p><br /><p><br /></p><p> </p><p><br /></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-51609171277273668672023-11-11T15:56:00.002-08:002023-12-09T01:42:28.988-08:00<p><b> The Moment of Untruth</b></p><p><span class="style-scope yt-formatted-string" dir="auto">lots of interest and opinions in the Body Language Panel's show on Sirhan Sirhan<br /><a href="https://www.youtube.com/watch?v=afwvU7jx8QA">https://www.youtube.com/watch?v=afwvU7jx8QA<br /></a></span></p><p><span class="style-scope yt-formatted-string" dir="auto">these 4 fellows are professional readers of body language and micro-expressions, and all the commenters (including me) are rank amateurs, most of them more curious about the subjects than about their body language "tells". But occasionally a subject comes along where we amateurs already know a lot about the subject, plus we know something about the analysts. </span></p><p><span class="style-scope yt-formatted-string" dir="auto">In this case, what we know about the subject is that he's not what he's made out to be - plus we also know that the 4 analysts are all government contractors, so their job here is to pretend that the subject is what he's made out to be. That means the analysts are going to be telling some lies here, giving us amateurs an interesting opportunity to see if we can use what the experts have taught us about body language to discover when they, the experts, are themselves being deceptive :)</span><span class="style-scope yt-formatted-string" dir="auto">
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</span><span class="style-scope yt-formatted-string" dir="auto"> </span></p><p><span class="style-scope yt-formatted-string" dir="auto">Our job is made easier when one of them says something that we already know is a lie, so we can see if his own body language gives the lie away.</span><span class="style-scope yt-formatted-string" dir="auto">
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</span><span class="style-scope yt-formatted-string" dir="auto">First up, Greg, starting at </span><a class="yt-simple-endpoint style-scope yt-formatted-string" dir="auto" href="https://www.youtube.com/watch?v=afwvU7jx8QA&t=1593s" spellcheck="false">26:33</a><span class="style-scope yt-formatted-string" dir="auto"> - he's going to tell us a lie, so see if you can spot anything when he does so. </span></p><p><span class="style-scope yt-formatted-string" dir="auto">The lie he's going to tell is that he will claim that back in the 1960s, it was easier to get close to VIPs than it is today. We know this is a lie, because for over 2000 years, it's never been possible to get close to a VIP, except when they are unimportant VIPs like King Charles, who have no say in anything that happens in government.</span><span class="style-scope yt-formatted-string" dir="auto">
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</span><span class="style-scope yt-formatted-string" dir="auto"> </span></p><p><span class="style-scope yt-formatted-string" dir="auto">Your task is made more difficult because Greg is wearing glasses, and he has a naturally unexpressive face; but you know he's going to tell a whopper of a lie, a simply monumental lie, </span></p><p><span class="style-scope yt-formatted-string" dir="auto">because no way in the world would Sirhan could have possibly known Kennedy was going through the kitchen, let alone be able to walk in there, with a gun, unless he was brought on by the same people that changed Kennedy's route at the last moment to stage the assassination live on TV, </span></p><p><span class="style-scope yt-formatted-string" dir="auto">just the same grandiose stunt they did with his brother before him, to prove to everyone in the know who might be tempted to spill the beans just how overwhelmingly and irresistably powerful they were, and hence what the price for whistleblowing would be.</span><span class="style-scope yt-formatted-string" dir="auto">
</span><span class="style-scope yt-formatted-string" dir="auto">
</span><span class="style-scope yt-formatted-string" dir="auto"> </span></p><p><span class="style-scope yt-formatted-string" dir="auto"> Can you spot Greg's "tell"?</span><b> </b></p><p></p><div class="separator" style="clear: both; margin-left: 40px; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/afwvU7jx8QA" width="320" youtube-src-id="afwvU7jx8QA"></iframe></div><b><br /></b><p></p><div class="style-scope ytd-comment-renderer" id="main"><div class="style-scope ytd-comment-renderer" id="comment-content">
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<span class="style-scope yt-formatted-string" dir="auto">i saw it ! i hadn't expected to be able to, but it turned out to be a huge "tell", easy to spot. It's at </span><a class="yt-simple-endpoint style-scope yt-formatted-string" dir="auto" href="https://www.youtube.com/watch?v=afwvU7jx8QA&t=1668s" spellcheck="false">27:48</a><span class="style-scope yt-formatted-string" dir="auto"> - Greg suddenly drops his head and closes his eyes, to avoid being seen to look down and to the left, and his head even tilts a touch to the right, as he consciously tries to conceal his lie.</span><span class="style-scope yt-formatted-string" dir="auto"> </span></div><div class="style-scope ytd-expander" id="content"><span class="style-scope yt-formatted-string" dir="auto"> </span></div><div class="style-scope ytd-expander" id="content"><span class="style-scope yt-formatted-string" dir="auto">Freeze-frame at that instant, and we can see Scott looks very very sad, as he knows his pal is blatantly lying and giving it away by his body language. Mark's face shows deep concentration, as he studies Greg's face on his own screen. And Chase has his usual bland smooth smooth used-car salesman look, as he waits for Greg's fish (ie. you, the viewer) to jump into his (Chase's) net.</span><span class="style-scope yt-formatted-string" dir="auto"> </span></div><div class="style-scope ytd-expander" id="content"><span class="style-scope yt-formatted-string" dir="auto"> </span></div><div class="style-scope ytd-expander" id="content"><span class="style-scope yt-formatted-string" dir="auto">Hey, thanks guys - you taught me how to spot when you yourselves are lying! :)</span>
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<div class="style-scope ytd-comment-renderer" id="action-menu"><div class="top-level-buttons style-scope ytd-menu-renderer" id="top-level-buttons-computed"></div><div class="style-scope ytd-menu-renderer" id="flexible-item-buttons"></div></div><div class="stroke style-scope yt-interaction"></div><div class="fill style-scope yt-interaction"><br /></div><p><br /></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-40627279443716211012023-10-25T13:32:00.011-07:002023-11-22T02:42:29.500-08:00<h2 style="text-align: left;"><b>The Black Hole of </b><span class="bold style-scope yt-formatted-string" dir="auto">Kirkpatrick</span><b>'s by Proxy</b></h2><p>The judge in the Halloween Spectacle Jack and John suit ((Kowalski) vs (Johns Hopkins (JH))) told both parties yesterday (25 October) that he wants to steer them away from the "black hole" of Munchausen's by Proxy (MbP).</p><p>From a practical point of view, that's a sound strategy, because it would indeed suck all the time and energy from the media circus, and the toing-and-froing wouldn't ever get out again to see the light of day, and we the audience would all be left in the dark not knowing which way is up, and the judge himself would be locked in, unable to get away to get the decent haircut and shave that he so badly needs.</p><p>But from a public interest point of view, it's the worst decision he's made so far, for two reasons:</p><p>(1) Not only is Jack's sharp spiv-suit an offence against good taste, his lawsuit is too, because it falsely accuses JH of deliberately harming Maya for personal gain, the precise definition of MbP.</p><p>(2) The suit itself is an example of MbP, or more correctly, Mb(P1bP2) - because in reality it's not Jack's suit at all, it's Anderson's, with Jack as his proxy P1, seeking to harm proxy P2 (JH), for Anderson's personal gain (in the process harming Jack as well as JH, because the suit is an Emperor's suit of no clothes at all!! </p><p>It is in the public interest because although JH, like the entire USA, and indeed the entire world, is a privately owned for-profit enterprise, it makes its money by providing public services (healing the sick), and Anderson is trying to enhance his own reputation by damaging theirs. This must not be allowed. Anderson must be stripped bare of his Machiavellian cloak of disguise and forced to run naked through the streets so we the public can throw rotten eggs and old cabbages at him to assuage our indignation at his effontery.</p><p>(3) [Nobody expects the Spanish Inquisition] it's in the public interest bigger picture, because it would tickle the public into ruminating about the mechanism of MbP, which is the very mechanism that MPs use the world over to misuse their office for personal gain, and by entire Deep State governments with their own publics as their proxies, the secondmost famous example in recent history being the "Day of Infamy" Mb(MbP) sandwich of Pearl Harbour, in which the Gnomes of Zurich deliberately hurt the American Public for personal gain by lending money to their governments so they could fight imaginary enemies made real by the same trick performed over in Japan by Lord Peter Semple on behalf of the British Government to sucker the nutcases in Tokyo into believing they could get away with it. </p><p>The firstmost famous example of MbP on the world stage is of course the secondmost example chronologically, which added the e-technology of real-time chroma-key video masking Virtual Reality Television which at the last count was still tricking 30% of the American public into believing that the planes they had seen on their Goggle-boxes 23 years ago were real.</p><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/U0w2dt1zGkM" width="320" youtube-src-id="U0w2dt1zGkM"></iframe></div><br /><p>edit: At 8:08:23 of Law&Crime video of Day 23 of the trial, one of Beata's blog entries is shown - by the defence! - but what Beata says in her blog is the clearest indication i've seen yet that Beata did NOT have MbP, so it's astonishing that it's not the plaintiff showing it. </p><p><a href="https://youtu.be/1dDW4iWIDj0?t=29264">https://youtu.be/1dDW4iWIDj0?t=29264</a> <br /></p><p>The reason i say it's an indication that Beata wasn't hurting her child to gain attention for herself, is that either she's as cunning a liar as Tony Blair, or she is genuinely feeling empathy as well as sympathy and concern for Maya.</p><p>Call me naive, but on this evidence i can't believe Beata was a Tony Blair type. She was going the wrong way; she was doing Maya harm, and she would have killed her if she hadn't killed herself first, but i think she was just a desperate woman deluded by a couple of quacks, who were themselves deluded.</p><p>Even decent, otherwise intelligent, people can be deluded - there are millions of them who believe in God, but there is no bloody God! The proof is in the 10-part series <i>Who Invented God: Number 29.</i><br /></p><p></p><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/LdYdEaAj0qE" width="320" youtube-src-id="LdYdEaAj0qE"></iframe></div><p><br /><b>Trial Day 24:</b></p><p>"Teach me faith, O God, and grant me hope" - Beata Kowalski<br /><br />Beata's Maya-memo of Nov 22 suggests to me that Beata is heavily under the influence of the Catholic Church; at one point she says a priest dabbed holy oil on Maya's head and suddenly "everything just got better".<br /><br />She is as deluded as the desperate crowds at Lourdes. You've got to hand it to Roman Catholicism, it's got more effective mind control techniques than MK-Ultra or Guantanamo Bay.<br /><br />Nov 24 self-email Maya-memo is disturbing; Beata praises herself a bit too much for my liking. If her concern was Maya, why would she even bother writing about how mommy wasn't getting paid for helping her own daughter??<br /><br />i'm veering towards MbP now.... it's an astounding diagnosis, it sounds like fantasy itself, but there are also people who kill for pleasure; or who get Bulimia; or cut their arms to ease the pain of anxiety; or throw their tennis raquets or golf clubs in frustration, or give money to paedophiles so imaginary Jesus will save them from burning in Hell.... maybe MbP isn't so different from those other cases of irrationality after all?<br /><br />Nov 25 self-email Maya-memo has me (almost) going back in the other direction! This one is all about Maya, all about Beata's empathy for Maya. there's only two small references to herself.<br /><br />Jesus, if i had a daughter who seemed to be in constant pain, i would be running around in ever-decreasing circles too... <br /><br />And let's not forget that everyone who writes a diary, or an autobiography, or who goes on the stage, or into the movies, is basically trying to communicate, even if self-indulgently to themselves alone, or to an imaginary readership, perhaps hoping that a real someone out there will appreciate them - such behaviour is not aberrant, but natural for a social animal that gets by with a little help from your friends...<br /><br />Why did Shakespeare, or Hemingway, or Groucho Marx, write books? Why am i writing this?<br /><br />It's all for the same reason; the same reason that Beata wrote her Maya-memos....</p><p> </p><p><b>Trial Day 24 3:36:00</b><br /></p><p><span class="style-scope yt-formatted-string" dir="auto">oh dear - for the first time in this whole trial, Anderson makes a valid point - and what a point! </span><span class="bold style-scope yt-formatted-string" dir="auto">Smith did not mention in her report that Kirkpatrick had told her it was his idea to dope Maya up to the eyeballs</span><span class="style-scope yt-formatted-string" dir="auto"> . Oh dear god, this a dreadful </span><span class="bold style-scope yt-formatted-string" dir="auto">deception by omission</span><span class="style-scope yt-formatted-string" dir="auto"> on Smith's part, because Kirkpatrick's admission means without a shadow of a doubt that Beata was NOT pretending - she was following Kirkpatrick's advice in good faith, and therefore it was most definitely NOT Munchausen's by Proxy, it was </span><span class="bold style-scope yt-formatted-string" dir="auto">Kirkpatrick's by Proxy</span><span class="style-scope yt-formatted-string" dir="auto"> !!!</span><span class="style-scope yt-formatted-string" dir="auto">
</span><span class="style-scope yt-formatted-string" dir="auto">
</span><span class="style-scope yt-formatted-string" dir="auto">oh my god. (not that there is a god, you understand - it's just an expression of dismay)</span><span class="style-scope yt-formatted-string" dir="auto">
</span><span class="style-scope yt-formatted-string" dir="auto">
</span><span class="style-scope yt-formatted-string" dir="auto">Even so, Smith did have to separate Beata from Maya, but only because Beata had been led astray by Kirkpatrick. </span></p><p><span class="style-scope yt-formatted-string" dir="auto">Smith saved Maya, but she also killed Beata. </span><span class="style-scope yt-formatted-string" dir="auto">Oh, Jesus, this is worse than tragic.</span></p><p></p><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/sRcYS9xhSts" width="320" youtube-src-id="sRcYS9xhSts"></iframe></div><br /><span class="style-scope yt-formatted-string" dir="auto"><br /></span><p></p><p></p><p><a class="yt-simple-endpoint style-scope yt-formatted-string" dir="auto" href="https://www.youtube.com/watch?v=sRcYS9xhSts&t=13824s" spellcheck="false">3:50:24</a><span class="style-scope yt-formatted-string" dir="auto"> Smith reveals herself to be pig-headed and narcissistic, insisting that "medical child abuse" caused by a parent's psychiatric disorder is a medical diagnosis that is her right to diagnose, without any psychiatric evaluation of the alleged abuser. That's insane!</span><span class="style-scope yt-formatted-string" dir="auto">
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</span><span class="style-scope yt-formatted-string" dir="auto"> </span></p><p><span class="style-scope yt-formatted-string" dir="auto">A similar leap in the dark happened in the Lindsay Partin trial, where "child abuse specialist" Dr Makoroff diagnosed abusive head trauma, based on - wait for it, you won't believe this - a "medical history" consisting SOLELY of a one-line report from a social worker that "Dad said" that the victim had been fine the evening before! </span></p><p style="margin-left: 160px; text-align: left;"><a href="https://www.youtube.com/playlist?list=PL4y5WtsvtdupUFar66LMekFVK8NVb8SqO" target="_blank"><span class="italic style-scope yt-formatted-string" dir="auto">You, the Jury</span></a></p><p>Update: Having now heard Maya's victory press statement, I can't imagine what it must be like to be utterly devoid of any empathy
for all the doctors and nurses and child protection staff that tried to
help her, who she is now kicking in the face for their selfless
efforts. They would be fully justified in refusing to treat her again.</p><p><br /></p><p><br /></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-6044363896068332662023-10-22T15:10:00.006-07:002023-11-22T02:37:03.678-08:00<h3 style="text-align: left;">The Deadly Pseudoscience of Dr Kirkpatrick</h3><p>Buggy Microsoft Windows became famous for getting its knickers in a twist and going into a catatonic <i>Blue Screen</i> . But by giving it a "Brain Reset" - switching it off, and then back on again, it lost its memory of what had bothered it, and it could start again as if nothing had ever happened.<br /><br />Kirkpatrick guessed that he could do the same with hysterical histrionic humans, switching them off into a ketamine coma (just short of brain dead), and switching them on again a while later, by which time they would have lost their memory of whatever it was that had been bugging them.<br /><br />Unfortunately, Kyle wasn't merely a temporary software memory figment of imagination in Maya's emotionally insecure subconscious which had got its knickers in a twist over her Mom's switch of attention to the new baby, he was still there. So when the cyclone hit and triggered Round 2 of Maya's <i>Blue Screen Conversion Disorder</i> , Beata's own hysterical histrionic insecurity spiralled down when it hit the bump of Johns Hopkins' commonsense, and headed for the hills, giving Smarmy Anderson his big chance to get rich quick.<br /><br />God never intended that the hot and sticky southern states of USA would be inhabited by Northern European white men evolved to live in the cooler climes of higher latitudes, so they became a hornet's nest breeding ground for insecure hysterical histrionic nutcases like the Klu Klux Klan, opening the Garden of Eden door of plenty for opportunistic snake-oil salesmen ambulance-chaser rabble-rousers like Alex Murdaugh, Smarmy Anderson, Netflix, Daily Mail, Court TV, Law&Crime Network, Agatha Christie, and Alfred Hitchcock. <br /><br />it looks like Beata probably did not have MBP after all, because my<br />Eureka moment copied below (which just has to be accurate!) indicates<br />that initially, Beata was responding to Maya's genuine CRPS-ish Conversion Disorder, so it was Maya, not Beata, who started the whole thing.<br /><br />Then for other reasons (not MBP), Beata went crazy trying to fix<br />Maya's problem, which would have been as mysterious to her as mine was<br />to my mother's. Slightly different symptoms (asthma vs. excema), but<br />same underlying cause of T-cells over-responding to subconscious<br />stress.<br /><br />i'm only sorry i didn't figure it out before Beata took her own life.<br /><br />It does mean that Jack doesn't have to give back the money he got from<br />Sally Smith, if my guess that it wasn't MBP after all is correct. So<br />Maya can keep her new car!<br /><br /><b>Eureka moment</b>: 10 year-old Maya wasn't always telling the truth, that much is<br />certain. But did she know that what she was saying wasn't true?<br />That's less certain, although she herself did once say when first<br />admitted that her life was a lie.... but then she maybe enjoyed the<br />hospital experience (much nicer for her than what she had been going<br />through before), and tried to prolong it, by pretending. Is<br />pretending the same as lying? As Shakespeare puts it: "There are<br />more things going on in Maya's head, Horatio, than are ever dreamed of<br />in your philosophy"<br /><br />i speak from personal experience: at Maya's age, i had constantly<br />itchy fingers and backs of knees, a classic mild form of CRPS, which<br />drove my own Mum (herself a nurse) crazy trying to solve it. All the<br />doctors diagnosed contact dermatitis and prescribed steroid creams and<br />once even x-ray treatment, burning the affected area. Nothing worked.<br /><br />Then, at age 14, i went to France, on a school exchange visit, to stay<br />for a few weeks with a French family, and the following year, their<br />son came to stay with us. I enjoyed France so much, i went back every<br />summer holiday thereafter. Every time i came back from France, my<br />dermatitis had magically cleared up. It was a miracle. But a few<br />weeks after being back in England, my dermatitis came back again. My<br />Mum decided it must be the French water, which was softer than chalky<br />hard English water. That made sense, because skin tests had showed i<br />was allergic to chalk (and everything else they tested!).<br /><br />At age 27, after getting a PhD, i wheedled a visit to the Professor of<br />Dermatology by pretending to his secretary i was a doctor (only half a<br />lie, as i was entitled to use the title "Dr"). He took one look, and<br />said "You have atopic excema. Change your soap". I did, and it<br />worked.<br /><br />30 years later, i got interested in "Biological Computation", and in<br />the course of my researches, learned that excema is caused by an<br />overactive immune system susceptible to stress.<br /><br />I hadn't known it, but my childhood dermatitis was in fact not an<br />allergy due to topical environmental irritants like chalk and pollen,<br />but a conversion disorder - a systemic internal immune system overreaction to subconscious stress, which was relieved every time i was living in the French<br />family, because their mother was, unlike my own, non-judgmental<br />towards me.<br /><br />So, Maya, i know how you feel, and why you got asthma conversion disorder (it's the same fundamental reason i got mine, even though my symptoms looked<br />and felt different to yours), and why you feel the way you do.<br /><br />I think your Mom didn't know what she was doing; you can forgive her -<br />she loved you so much, it drove her crazy trying to solve your<br />problem, which was a real medical problem (one similar to mine), but<br />one which you can fix for yourself, simply by becoming aware of what<br />it really is. </p><p></p><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/LU9DKrSJHMo" width="320" youtube-src-id="LU9DKrSJHMo"></iframe></div><p></p><p>Update: It's understandable that you can't accept your mother was a danger to you, but your claim that <b><i>you</i></b> have got justice demonstrates that you are a narcissist lacking empathy for all the doctors and nurses and child protection staff that saved your life. That's shameful. Give the money back.<br /></p><p></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-46082905186130545782023-09-05T18:38:00.002-07:002023-09-05T18:38:49.227-07:00<p> </p><p><strong>Nothing to Fear</strong></p>
<p>Dear Michelle, We have never met, yet this morning i awoke thinking of you, and felt a wish to tell you a story i once told to Tracey, who was in the same situation that you are in now. Her reply is one of my treasured memories.</p>
<p>Even though we have never met, we are indirectly connected by what i call "economic symbiosis", although that's another story.</p>
<p>We are also directly connected by biology; we are kith and kin: for our genes - the things that make us who we are - are about 99% the same.</p>
<p>So i know how you feel.</p>
<p>And as if that weren't amazing enough, we are also 98.5% the same as chimpanzees! </p>
<p>And as if even that weren't amazing enough, we are 60% the same as flies! We have the very same basic 5-part body plan as flies, a plan drawn on the Architect of Life's drawing board by our "Hox" genes, which we share with flies. I forget the details, but they are in my book called "Living Computers: Intelligent Plastic Machines".</p>
<p>But there's more!... We are also 40% the same as bananas!!</p>
<p>Phew! Imagine that; you are 60% fly, and 40% banana. Makes you think, doesn't it?!</p>
<p>Like bananas and flies, we also are like Socrates, who Plato (or was it Aristotle?) claimed to be mortal, pretty much his only serious claim to fame, apart from being very annoying to the High Priests of Athens.</p>
<p>Your melanoma has returned, which must be very unsettling to you, which is why i want to share with you the same story i told Tracey, who also had melanoma.</p>
<p>It's my own experience of staring my own death right in the face, and i want to tell you, from that vivid personal experience, that death is nothing to be afraid of, even if it gets you.</p>
<p>It was in 1985, in early winter, at night, when we were shipwrecked off the coast of New South Wales, Australia. At the time, Bruno and i were on deck; me fighting with the mainsail, he watching me nervously from the cockpit, and seasick Alois was lying down below. Our little yacht had been, for hours, being forced backwards by a strong headwind and adverse countercurrent.</p>
<p>It was my fault; my navigation error; my useless seamanship; but it was Alois who paid the ultimate price for my incompetence, something for which i can never forgive myself, an eternal caveat on the piece of paper i was given 10 years later, which states "This certificate entitles the holder to sail as Master of United Kingdom pleasure yachts not exceeding 200 gross registered tons".</p>
<p>Back in 1985, the boat i was supposed to be delivering to Bob in Hawaii, was tipped over by a huge wave that i never even saw coming. i was flung through the air as if shot out of a cannon, then whirled around in an underwater washing machine, head over heels, over and over again, for what felt like forever. My lungs were bursting, and i toyed with the idea of just taking a gulp of water to get it over with, but then, to my astonishment, my head broke the surface.</p>
<p>And immediately went under again. But then came back up again, thanks to the lifejacket i was wearing.</p>
<p>But it wasn't good news, for a little ways ahead, exactly the way the sea was taking me, enormous waves were smashing one after another into a huge great impassive black wall. it was obvious that i too would soon be smashed into that wall, and that would be that.</p>
<p>i was too tired to swim, and not a good swimmer anyway. there was nothing i could do.</p>
<p>i fell asleep. after a while, when i awoke, the wall wasn't there any more. the lights on the shore were a long way further away than they had been. </p>
<p>i was being swept out to sea.</p>
<p>now i knew, with absolute certainty, that it was just a matter of time before the sea or one of its creatures got me.</p>
<p>and with this realisation came the calmness of certainty; i wasn't afraid; i knew it would happen; i was ready for it.</p>
<p>Of course, as you will know because i lived to tell the tale, i was wrong, but that's not the point.</p>
<p>None of us wants to die, but we all eventually do, even Socrates.</p>
<p>So because it's inevitable, it doesn't make any difference in the long run, whether it happens sooner or later. </p>
<p>Lough Neagh, in Northern Ireland, is home to a nation of mayflies - one day in May, they all come out of the lake together: tiny, silent, gossamer creatures - so delicate, so beautiful. So many that walking through them is like walking through a cloud.</p>
<p>But the next day, they are all gone; all dead, except for their invisible children hiding in their eggs back in the lough, waiting to come out themselves as new adults another May day in another 12 months' time.</p>
<p>It used to amaze me that Nature could be so wasteful; to put so much energy into making those beautiful gossamer mayflies, only to throw them away after just one day.</p>
<p>But actually, in Nature, nothing goes to waste, not even nuclear bombs, because everything is eventually recycled somewhere, somehow, sometime.</p>
<p>That's what eventually happens to everyone; to me, and to you, and to the next generation of mayflies.</p>
<p>It doesn't hurt any more when you're dead.</p>
<p>And each day you're not dead, is one more day extra.</p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-43886970112037919712022-03-07T02:11:00.006-08:002022-03-19T23:41:13.160-07:00It's all about the angles<div><b>Part 1:</b><br /></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"> </div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: left;"></div><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/iBfo6Z6XNzM" width="320" youtube-src-id="iBfo6Z6XNzM"></iframe></div><p> </p><p><b>Part 2:</b></p><p></p><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/UnkTBK6ZIwk" width="320" youtube-src-id="UnkTBK6ZIwk"></iframe></div><p></p><p><b>Part 3:</b></p><p>Nick Faldo showing junior golfers how to get a knighthood<br /></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhtqrGOhHq-4lmzQiXB3tqSHR2__Dv68vhX8q4ohJnv2YvPZhHAMdC7lvHxyJYJ9dFoutOyvw0DyFq_Cm_Qu8_VgEu8_i_lDTabFW3RYjh9AjN4U_FtYjaNw8wDnr4efJdRAVMaTuRKfElUXgqMHoaLTh3IrXT0WGOm_leDGW9jpby9sWSF_-mJTxrz=s787" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="468" data-original-width="787" height="190" src="https://blogger.googleusercontent.com/img/a/AVvXsEhtqrGOhHq-4lmzQiXB3tqSHR2__Dv68vhX8q4ohJnv2YvPZhHAMdC7lvHxyJYJ9dFoutOyvw0DyFq_Cm_Qu8_VgEu8_i_lDTabFW3RYjh9AjN4U_FtYjaNw8wDnr4efJdRAVMaTuRKfElUXgqMHoaLTh3IrXT0WGOm_leDGW9jpby9sWSF_-mJTxrz=s320" width="320" /></a></div><br /><p></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-32452058472253351372022-03-02T11:37:00.022-08:002022-03-18T17:53:31.936-07:00AlphabetSoup<p>
a <i>homosynonym</i> (a newly-invented <i>portmanteau</i> word like "jabberwocky") is a quite interesting kind of word, quite different to an antonym... <br /></p><p>An antonym is a word that looks the same as another word, but which has a different meaning;
whereas, a homosynonym is a word which sounds like another word (homonym), <u>and</u> means the same sort of thing (synonym), but in a different way (kind of like a pun with its wires crossed). </p><p>a classic (neoclassical, perhaps) example is <i><b>Ai</b></i> which is either: </p><p>1. a slothful natural <a href="https://www.thegreatprojects.com/blog/international-sloth-day-2018" target="_blank">creature</a> who seems to just hang around in trees, and(or?) <br /></p><p>2. a highly energetic artificial creature (like <i><a href="url=https://www.youtube.com/watch?v=Q8XnKslrkDk&list=PL4y5WtsvtduqNW0AKlSsOdea3Hl1X_v-S&index=37&ab_channel=djhbrown" target="_blank">Alphago</a></i>) which rushes around in trees. </p><p>It's an awful pun, i know, but i find it nicely ironic that scarey Artificial Intelligence shares its name with a South American monkey that looks quite a bit like cuddly ET (and may even have been the inspiration for that character). </p><p>The pun needs a bit of explaining: <i>Alphago</i> is a tree-searching computer program - the tree in this case being software-imagined possible futures in a game of "Go":</p><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/4OQ3yCwd7js" width="320" youtube-src-id="4OQ3yCwd7js"></iframe></div><p><span style="font-size: x-small;"><b>footnote:</b> sloths got their name because early biologists couldn't be bothered waiting around to see what they did because they seemed to just hang there forever (actually, they're just trying to look like part of the tree, it's a camouflage thing) - but more recently, more patient observers have noticed that the minute they glance away, the sloth suddenly vanishes and it's not there any more when they look back - which suggests that the sloth is more intelligent and quicker than the biologist! :)</span></p><p><b>Example 1</b><span style="font-size: xx-small;">afterthought</span><b>: UKreigns over Ukraine</b></p><p>Which is bullshit, because UK is so fUKtup; it's US who reigns over <i><u>you</u></i>, ok!, except even that isn't true because US isn't us, it's THEM:</p><p style="text-align: center;">[ Dyslexia Rules, k.o. !]<br /></p><div>NATO is the military wing of the "Octopus" (the cartel of <i>Alphas</i> in our very own Brave New World Order as foreseen by Aldous Huxley), the elite 0.000001% who own and control everything (covertly, behind 6 degrees of separation: A controls B, who controls C, who controls, D, who controls E, who controls your own government laughing called a democracy), including all central banks of the doublethink "free" world, which is the world enchained by the Octopus. That's why NATO wants to crush any alternative to neoliberal capitalism riding under the reins of the Alpha's monopoly of finance ("give me control of a nation's money supply, and i care not who makes its laws").</div><div><br /></div><div>The Octopus is nothing new; it's being going on for 6000 years, ever since the first ziggurat was built in the city of Ur to hold all the surplus wheat produced by peasants and wage-slaves, so as to enable the king and his high priests to hold the city's populous to ransom during the fallow winter. Money today is what wheat was in those days, the only difference being that wheat does have real (nutritional) value, but money doesn't have any value of its own at all - it's just fiat, which equals credit, or debt, depending on which side of the equation you're on. </div><div><br /></div><div>That's why all <a href="https://cfa.gmu.edu/news/2019-10/big-brother-and-other-terms-1984" target="_blank">doublethink</a>-named <a href="https://www.legislation.gov.uk/uksi/1998/3132/contents/made" target="_blank">Civil Procedure Rules</a> are laws to protect the rich against the poor, the creditor against the debtor; the employer against the employee; "labour laws" being impotent PR fop spin to blow smoke in your <a href="https://www.youtube.com/watch?v=xgVo96JaqeM&ab_channel=MovieclipsClassicTrailers" target="_blank">Eyes Wide Shut</a>, which like <a href="https://www.youtube.com/watch?v=6D1nK7q2i8I&ab_channel=JamesReed" target="_blank">Goldfinger</a> was filmed right in their symbolic house, to thumb their noses at you without your realising it, you dumbass sheep.<br /></div><div><br /></div><div>There is a viable alternative: <br /></div><div><a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3561330">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3561330</a></div><p> but the only catch is, it will take at least another 6000 years for it to catch on.</p><p><b>2</b>: <b>ppp and <i>ppp </i></b></p><p>Most homosynonyms are spelled differently, but there are some - such as johnson and <i>Johnson</i> (two same kinds of pricks in two different ways) - which are spelled the same way as well as sounding the same way and meaning the same thing but in a different way.</p><p>ppp and <i>Ppp</i> are a second example; ppp is a protocol used to separate wheat from chaff in point-to-point electronic communications colloquially known as email, and in the quite interesting scintillating repartee jumping over horsey obstacles placed in their way by a horse-faced chair between witty guests on a TV panel game called <a href="https://youtu.be/ibfahX4SFTA" target="_blank"><b>Qi</b></a>, whereas:</p><p><i>Piddler's puerile pugilism</i> is the exact opposite, a monotonic avalanche of lame-brained infantile gainsaying argument spewing out of the keyboard of a halfwit troll, smothering the few pearls of Suze et al even before they get a chance to be spread, thereby rendering the original intention of the public contributions <a href="http://old.qi.com/talk/viewtopic.php?p=1405822#1405822" rel="nofollow" target="_blank">Qi forum</a> utterly inutile, and suited only to the utterly inutile, it having turned into nothing more qi than a toilet wall covered in shit-useless egomaniacal old quean's vile bile graffitti. This may be proof beyond reasonable doubt that qi is the opposite of iq, overwhelming even the other meaning of ppp.</p><p><b>3. 0ups, OUPs, and oops</b></p><p>Open University Pontifications delivers drivel around the world to anyone who will pay to play -</p><p>- whereas 0ups is the big zero inside everyone <b>up</b> themselve<b>s</b>,</p><p>except for the tiny few who know they know nothing so are willing to say "oops" each time they slice their own ball.</p><p><b>4. RT and <i>arty</i></b></p><p>The first casualty in UKreign war is the truth; the second casualty is anyone like RT who speaks it, who has just been taken out, whereas:</p><p><i>arty</i> is how Artful Dodger spinners see thems elves, as they pick the pockets of the poor to fill the troughs of the pigs that pay them to fuck truth in the Rs.</p><p>Welcome to 1984, 2022-style. <br /></p><p><b>5. Angles and <i>angles</i></b></p><p>Everyone knows the angle of the dangle is proportional to the heat of the meat, even without having to at end school geometry class, </p><p>but it is less well-known that <i>Grande Bretagne</i> is still suffering under the yoke of the invading Angles, which ruined its language, despoiled its froggy cuisine, and blew smoke in the faces of Joe Blowitupyerarse golfers, who can't see that <a href="https://www.youtube.com/watch?v=3E5ZHde_7rc&ab_channel=djhbrown" target="_blank">the slower you swing, the further the ball goes</a>, because it's all about angles, except for the horizontal armswing angle, which should be 0 but so often isn't.</p><p><b>6. Trussed, trussed and trust</b></p><p style="text-align: left;">You can trust your bottom dollar that you can't trust Boris, but what about Truss? She made her name in Brexit by complaining about imported French cheese, and now she's in charge of trussing up black pomegranates and sending them back to France - the coloured ones, that is. But as in West Side Story, where </p><p style="text-align: center;">"Life can be bright in the UK rain,<br />Kyle can all fight in the Uk-reign;<br />Life is alright in the UK complain,<br />If you're all white on the UK plains!" <br /></p><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/YhSKk-cvblc" width="320" youtube-src-id="YhSKk-cvblc"></iframe></div><p>So if you're White Russian from Ukraine and aren't Red and don't speak Russian, UKreigns Truss will take your reins, throw off your trusses, and welcome you to English rains with open arms
sales.</p><p><b>7. Why vet death?</b></p><p>Now that there are only 5,000 new covid infections per day, Queensland Health Minister Yvette de'Ath, on the instructions of Australian Prime Minister Bruce LickinUSars, has declared that no-one need wear a mask any more, as his bosses need those death figures to get back up, to reduce the load of aged drains on the profit market (sorry, i meant to say 'the economy').<br /></p><p><br /></p><br />Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-47181653089241990862022-02-25T00:51:00.011-08:002022-03-03T13:39:11.675-08:00It's not her fault<div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhMOsq3Laj77W_py-9izwxei8XcjF37Vbk11BH9dAM9wmcsldkufB-VqcTqIBF9DujuLVigS52rYe2kosuMcG4ugOPL2AuX6CeM3_LD2R0HG2BcTe_CFiODJKiKD8k1G_lwftXGOSYbKr8tgp4zatUCXu3MekPdj9cWB5SQYAFoKwXOvClneZSsHNwJ=s672" style="display: block; padding: 1em 0px; text-align: center;"><img border="0" data-original-height="376" data-original-width="672" height="358" src="https://blogger.googleusercontent.com/img/a/AVvXsEhMOsq3Laj77W_py-9izwxei8XcjF37Vbk11BH9dAM9wmcsldkufB-VqcTqIBF9DujuLVigS52rYe2kosuMcG4ugOPL2AuX6CeM3_LD2R0HG2BcTe_CFiODJKiKD8k1G_lwftXGOSYbKr8tgp4zatUCXu3MekPdj9cWB5SQYAFoKwXOvClneZSsHNwJ=w640-h358" width="640" /> </a>Events in Ukraine have cost me $20,000 in investment losses over the last 2 weeks (the smart money having flown first, before the news broke), and i expect it to continue.<br /><blockquote></blockquote><blockquote><blockquote><blockquote> "...a clear picture of events in Ukraine" <span style="font-size: x-small;"><a href="http://old.qi.com/talk/profile.php?mode=viewprofile&u=773">(Celebrity baleen)</a></span></blockquote><span style="font-size: x-small;"><a href="http://old.qi.com/talk/profile.php?mode=viewprofile&u=773"></a></span></blockquote></blockquote><blockquote><span style="font-size: x-small;"><a href="http://old.qi.com/talk/profile.php?mode=viewprofile&u=773"></a></span></blockquote></div><div class="separator" style="clear: both;">if a clear picture were ever to emerge, it would be the first time such a thing has happened within 2000 years of a military event happening. The true causes of WWI are still not out in the open, let alone WWII; the only thing that can be said with any certainty about the latter is that Roosevelt knew about Pearl Harbour in advance, because it was the real-life James Bond<br /></div><div class="separator" style="clear: both;"><br /><a href="https://en.wikipedia.org/wiki/William_Forbes-Sempill,_19th_Lord_Sempill" target="_blank">Lord William Semple</a> <br /><br />who was tasked with persuading the Japanese High Command that they could get away with it, and all the US aircraft carriers sailed out of the harbour a few days before a bunch of old superannuated ships <a href="https://en.wikipedia.org/wiki/Attack_on_Pearl_Harbor" rel="nofollow" target="_blank">were air-bombed</a> to sway American public opinion 180 degrees away from its anti-involvement in Eurpoean squabbles miles away across the pond position, over to the gung-ho "get the Krauts" rhetoric of Churchill (so he could get his own Blenheim Palace).<br /><br />several years ago, i <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3561330" target="_blank">forecast in print</a> that the next financial crisis would be bigger than the last (2008) one. <br /><br />i didn't know how they would engineer it (i only knew the 1929 and 2008 crashes had both been engineered by the same basic technique: a decade of super-low interest rates (eg the Roaring Twenties) followed by a sudden major selloff (or synchronised call in of Margin Call loans), triggering all the lemmings to rush off the cliff so the sharks could move in and hoover up real assets like farms and businesses for pennies in the dollar, widening the wealth gap and cementing their grip on power by strengthening their grip on the throats of wage slaves.<br /><br />covid came along - whether that was engineered or not, i don't know; perhaps it was just a coincidence that a US army sports team had been in Whuhan, leaving just before the first news broke.<br /><br />perhaps Ukraine is just another coincidence; for after all, its language war had been going on since 2014, and no-one forced Putin to take action (did they?); perhaps it will all blow over as fast as it's blown in;<br /><br />or perhaps it's the second of a new row of dominos that have been stacked up on the QT, just as the row of just 3 GFC dominos were stacked up on the QT over a period of 10 years, waiting for George Bush to go on telly and say "Every American should own his own home" to set up the smallest (subprime mortgages) domino, ready to fall and push over the middle CDO domino, to fall and push over the big CDS domino, which was pulled (as in Silverstein's <a href="https://en.wikipedia.org/wiki/World_Trade_Center_controlled_demolition_conspiracy_theories#7_World_Trade_Center" rel="nofollow" target="_blank">"pull it"</a>) by the Banque de France, whose chairman Christine Whatserface was promoted to head the IMF as her reward for being a good girl and doing what she was told, just as <a href="https://en.wikipedia.org/wiki/Janet_Yellen" rel="nofollow" target="_blank">Janet Yellen</a> was given a smaller pat on the back for doing what she was told too.<br /><br />Stephen Fry, on a BBC tv show called Qi, demonstrated that a falling wooden domino can push over one 3 times its size. <br /><br />Quite a coincidence, i'm sure they didn't get the idea from me, as no-one reads anything i write. </div><div class="separator" style="clear: both;"> </div><div class="separator" style="clear: both;">But a falling financial domino can push over one 3000 times its size...</div><div class="separator" style="clear: both;"> </div><div class="separator" style="clear: both;"><a href="https://www.youtube.com/watch?v=Y_pqzBTjVlo&ab_channel=djhbrown" rel="nofollow" target="_blank"><div class="separator" style="clear: both; text-align: center;"><iframe allowfullscreen="" class="BLOG_video_class" height="266" src="https://www.youtube.com/embed/Y_pqzBTjVlo" width="320" youtube-src-id="Y_pqzBTjVlo"></iframe></div><br /><br /></a></div>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-56891776831906463822022-02-16T13:25:00.003-08:002022-02-16T18:43:23.225-08:00Fairy Story Physics<p>The 18th century in France saw blind faith in State Authority seriously challenged for perhaps the first time in human history, rooted in recent discoveries in science. </p><p>But it didn't turn out too well in the short term though, with the idealistic aspiration of Liberty, Equality, and Fraternity quickly turning to the Terror of Madame Guillotine, only repeating the crudities of the Crusades and setting the scene for even worse atrocities in Nazi Germany and American Imperial adventures in the oil-rich Middle East. </p><p>In the former case, the great unwashed German public were persuaded to meekly go along with it, whatever private reservations they may have harboured, swayed by the unscientific argument that one race was superior to another, and that they, the blond-haired blue-eyed ones, were God's own Chosen People. </p><p>The inanity of this unenlightened argument should have been laughed at by the hoi-polloi, if for no other reason that it's public face belonged to a failed painter with black hair, brown eyes and a Charlie Chaplin moustache.</p><p>But it wasn't. </p><p>When God made Man, He must have done it on a Friday afternoon, because He made so many basic mistakes in the design of the human brain that it's a bloody miracle we haven't already let ourselves be blown to Kingdom Come by Dr Strangelove.</p><p>For Heaven's Sake, only a nation of halfwits could vote in a Billy Bunter buffoon as their own Great Leader!</p><p>This year, in September, it will be the 21st birthday of an even more egregious transgression of Common Sense, so egregious that one can only conclude that Sense is anything but Common, for every schoolkid in the physics block should have been marching in the streets demanding that <span style="font-family: arial;">f = ma </span>be given a hearing.</p><p>But they didn't, and it wasn't, and it still isn't.</p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhhrfbgehTgccuKlKqz5oyrEcIB05brE6WiFT3P3XmX6uAwWC8GpgTvC0kj3O-40wEmL6zrlvnDFyCZwhdNaJ4oYu4cinYTMo9nlyotnli7jaE_373BRWBQYIJFY2gNR-LYBLEZm1fhxISw8kxv7ZMcHnWmnLT71JiUMml2Hh15E1xqZ4HKtuN9-4I0=s825" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="717" data-original-width="825" height="557" src="https://blogger.googleusercontent.com/img/a/AVvXsEhhrfbgehTgccuKlKqz5oyrEcIB05brE6WiFT3P3XmX6uAwWC8GpgTvC0kj3O-40wEmL6zrlvnDFyCZwhdNaJ4oYu4cinYTMo9nlyotnli7jaE_373BRWBQYIJFY2gNR-LYBLEZm1fhxISw8kxv7ZMcHnWmnLT71JiUMml2Hh15E1xqZ4HKtuN9-4I0=w640-h557" width="640" /></a></div><br /> <p></p><p><br /></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-19689749416673653332021-05-11T17:29:00.001-07:002021-05-16T12:51:28.841-07:00Trial and Error<p>Science advances by trial and error - each time a trial produces an error, knowledge focusses in on the truth.</p><p>But that doesn't happen when the stakes are higher, in a criminal trial.</p><p>When an error is discovered in a criminal trial, the law should take the initiative to correct that error.</p><p>But it doesn't. It has to be dragged kicking and screaming to the appeal court, where stick-in-the-muds cast a jaundiced eye over the sight, often making oversights of their own.</p><p>That's what happened to one accused person who was only</p><p><span style="font-size: small;"><b><span><a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3842792" target="_blank">Guilty of Innocence</a></span></b></span> beyond all reasonable doubt</p><p><a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3842792">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3842792</a></p><p> <br /></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-40356480496760539052020-07-17T13:16:00.001-07:002020-07-18T20:39:26.071-07:00Peter and Barbara<br />
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<iframe allowfullscreen="" frameborder="0" height="270" src="https://www.youtube.com/embed/zx9iz4FxQLE" width="480"></iframe><br />
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Within a Cooperative community, working bees and suchlike are really great for giving occasional assistance on special projects, but aged and infirm people need routine help with things that require physical strength and mobility; things such as shovelling shit from one pit (composting toilet) to another (compost heap).<br />
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Or mowing the grass. Or lugging heavy dustbins up a pretty steep slope.<br />
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Or just doing the shopping, when their left arm has seized up so they can't turn a steering wheel and/or their right foot is so sore it hurts to press the car's brake pedal.<br />
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Or when they can barely walk at all.<br />
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In Australia, myagedcare.gov.au is a government office set up to help aged people, but apparently there is a waiting list up to 3 years long for home care (designed to relieve the taxpayer burden of providing aged care services), so you can't expect miracles.<br />
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<b>Symbiotic Investment Fund</b><br />
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One of the most safe and solid forms of superannuation investment is real estate.<br />
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Inflation never stops, and house prices generally rise with it - indeed, over the long term, they rise a little faster than general inflation, as noted by economist Thomas Pikkety in his famous book.<br />
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Aged Cooperative members reliant solely on state pensions can't afford to pay their fellow members to do the heavy lifting for them; but they do have a substantial asset: their house.<br />
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If you want to invest for your own retirement, there is no better thing to invest in than an aged fellow member's house Investment Fund, by lending them money, secured by their house, at eg a fixed interest mortgage rate similar to that eg Commonwealth Bank charges for house loans (currently 4.5% per annum), and receive your payoff when their house is sold by the executor of their Wills to pay off their outstanding debts.<br />
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Investment Fund money can be used by the house owner to pay for things they need, such as new batteries etc for an ancient and creaking solar power setup so that they won't every now and then run out of electricity.<br />
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Or to pay other members to routinely do things that don't require special skills, but do require physical strength and endurance, such as shovelling shit from one pit to another.<br />
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Any Investment Fund deposits would be made official, through the auspices and record books of a third party - the Cooperative's official Investment Fund manager - so your money would be safe.<br />
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Literally, as safe as houses.<br />
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<b>Work for Credit</b><br />
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There are plenty of you who are fit and healthy and can work for money.<br />
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You could work for yourself, for cash in hand, paid out of their house Investment Fund. or by turning your time now into future money, by "loaning your labour" - at an appropriate dollar value hourly rate - to your neighbours, as your own investment in your own future, receiving the same interest rate on that dollar value as anyone lending cash to an investment fund would receive.<br />
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Here's how it could work: Someone whom both house owner and workers trusts is given - <i>at no pay for him/herself</i> - the simple responsibility of deciding how much a task is worth (either on a time+materials or fixed-cost basis, the two ways standard commercial contracts operate) and signing off on the task when the work is done. The dollar value of that work and its completion date are then noted in a diarised set of accounts - the house Investment Fund - which records who has invested what and when in the house.<br />
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Interest earned accumulates regularly, in just the same way that a bank updates its customer accounts. It's a very simple calculation, exactly the sort of calculation that electronic spreadsheets were invented to do, so the Investment Fund manager has little to do other than just deciding how much a piece of work is worth, which itself is a very simple calculation.<br />
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But it is important that the one doing the deciding is an independent third party, to ensure fair play.<br />
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Then, when the house is eventually sold, all investors (both cash investors and work for credit investors) receive payment from the house's Investment Fund (in just the same way that a company's debtors are paid off when the company is wound up).<br />
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Much necessary work actually adds value to a house, so even if you are purely self-centred, it's still in your interest to work now for money later.<br />
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Surely it's better to work - for the same money - for your needy neighbours than for the profits of some fat cat business owner capitalist in Main Street?<br />
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There will be some among you who will baulk at the very idea of Cooperative members becoming capitalist investors, or selling their time to other members, fearing that it might undermine the concept of working bees, or inflate Cooperative house prices - but it wouldn't do either.<br />
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Please think about it.<br />
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It doesn't take much - just an hour or two a week - to make an enormous difference to the quality of life of someone who's past it, who's not as strong as they once were (especially when they still think they still are!). Someone like you too will eventually, one day become, because time doesn't wait for anyone.<br />
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Of course, elderly people are generally cautious; one such lady i spoke with on this subject remarked that she "doesn't want to make a booboo" - a sentiment which i fully endorse. In her shoes, i would feel exactly the same and have exactly the same reservations and concerns.<br />
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So the whole thing would need to be officially managed carefully and openly, by people with honesty and integrity, who have the trust of the entire Cooperative community, and on top of that, have the house Investment Fund accounts they manage regularly audited by an independent professional-quality auditor, or it wouldn't fly at all.<br />
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And that would be a great shame, for you would have missed an opportunity to improve your own lives, your children's future lives and the lives of your aged fellow members in need right now, all at one and the same time.<br />
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It's just a bit of paperwork; it's not complicated; it's not risky for anyone (not unless your accountant runs off with the money like Robert Maxwell did with his employees' pension fund....)<br />
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<br />
<b>Dotting i's and Crossing t's</b><br />
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Impact on inheritance: to most people, their home is more than just a pile of bricks, or fibreboard, or mud. It has sentimental value to them; as do their own children, so it is common for a dying person to will that the house of which they are so fond stays in the family.<br />
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That's all good and reasonable - but it's not rational.<br />
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Except for Stately Homes and inherited titles such as Duke of this or that, most children don't give a fig about their parents' house - to them it's just a source of money which they'd rather spend on a flashy car or to pay off their gambling debts.<br />
<br />
When children are really children, they do indeed have as much emotional investment in their parents' home as the parents themselves - but as soon as they reach puberty, teenagers want nothing more than to have their own space, away from the prying eyes and controlling hands of their parents.<br />
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That's all good and reasonable too - and, moreover, it IS rational!<br />
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So when a parent leaves a house in their Will to a child or children, what they really are leaving is not the soft subjective sentiment, but the hard, material, objective, dollar market value of that construction.<br />
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So if an heir wishes to reside in the house they've inherited, it is only fair that they should be obliged to pay off any debts that house owes to others, <i>before</i> they get the right to move in, even if they're already living there as dependents.<br />
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That's fair enough, isn't it?<br />
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<br />
<b>Wide Eyes</b><br />
<br />
At one point, i considered whether it might be a good idea to have a single Cooperative-wide Investment Fund, but decided against that, because investment in a particular house should not exceed that market value of that house, and with lots of different houses being invested in all over the place, it would be easy to lose track of what is really going on.<br />
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So one house, one fund, is better.<br />
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On the other hand, there are lots of large-price things that people don't need all the time - things such as a tractor, <b>or a small fleet of cars to do the shopping</b>, or a satellite internet connection and a few computers to use it - so it makes sound economic sense for such things to be cooperatively-owned and shared on a community-wide basis.<br />
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Even cheaper things such as portable generators, hedge trimmers, chainsaws, and stuff like that, cost significant money and are better being maintained by a Cooperative workshop than rusting away in people's sheds.<br />
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And the same goes for leftover bits and pieces from construction projects (or superannuated cars and caravans and shoes your kids have grown out of, or old clothes you never wear any more - anything, whatever) - they could be donated to the Cooperative, or sold at their current market price, to be bought by other people who want them.<br />
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That sounds like a Cooperative would be acting as a bank (and as a charity shop or pawn shop), a source of finance, a hub of commerce - and that's exactly what it would be.<br />
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Wouldn't you like to be part-owner of a bank? :)<br />
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<br />Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-68841064444254714382020-06-15T19:27:00.003-07:002023-09-04T02:12:27.418-07:00Stuff<div style="text-align: center;">
</div><p>
Everyone has to deal with a lot of stuff. Stuff like things and other people.<br />
<br />
There's a lot of posts in this blog, but this post is about videos i made specially for kids aged from 5 to 195.<br />
<br />It's all about how people do swaps on stuff (which grown-ups call "trades" or "value exchanges").
A picture is worth a thousand words, so the saying goes, so enough words
for now, let's look at some pictures instead - moving pictures: movies.</p><p> <br />
Here is the list (its videos will change from time to time, but the list will stay the same):<br />
</p><div class="separator" style="clear: both; text-align: center;">
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<a href="https://www.youtube.com/playlist?list=PL4y5WtsvtduqwSCGSx3dke0O2DaoWW913">https://www.youtube.com/playlist?list=PL4y5WtsvtduqwSCGSx3dke0O2DaoWW913</a><br /><p>
It will tell you where money comes from - it doesn't grow on trees, even if paper money is made out of trees - and so is modern plastic money, which is made out of plastic, which is made out of oil, which is made out of dead trees and other things that once were alive and died millions of years ago, even before you were born!<br />
<br />I haven't made all the movies yet, so check back from time to time to
see if there are any new ones. i expect it will take me about a week or
more to make each one, even though they are all pretty short (i'm a
slow worker...)</p><p>You can comment here or on YT</p><p><br />
<br /><br /></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-67395607078343319772020-06-10T19:58:00.001-07:002020-07-18T21:10:46.672-07:00Boris and the bean's talk<div style="text-align: center;">
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<iframe allowfullscreen="" class="YOUTUBE-iframe-video" data-thumbnail-src="https://i.ytimg.com/vi/u7DiBh-dO_c/0.jpg" frameborder="0" height="266" src="https://www.youtube.com/embed/u7DiBh-dO_c?feature=player_embedded" width="320"></iframe></div>
<br />Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-70669934074027094712020-05-23T17:29:00.008-07:002022-03-09T13:17:10.743-08:00Sleight of Mind<div class="separator" style="clear: both; text-align: center;">
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<span style="font-size: large;"><b><a href="https://drive.google.com/file/d/1TIhGIS7N_KqUOmra_PiLTPFPJbNEiEQq/view?usp=sharing" target="_blank">A Short Story About Covid</a></b></span></div>
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</div><div class="separator" style="clear: both; text-align: center;"><a href="https://drive.google.com/file/d/1TIhGIS7N_KqUOmra_PiLTPFPJbNEiEQq/view?usp=sharing">https://drive.google.com/file/d/1TIhGIS7N_KqUOmra_PiLTPFPJbNEiEQq/view?usp=sharing</a></div><div class="separator" style="clear: both; text-align: center;"> </div><div class="separator" style="clear: both; text-align: center;"></div><div class="separator" style="clear: both; text-align: center;"><img border="0" data-original-height="1054" data-original-width="1600" height="263" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhoGETB6fNHLv3nGxFxncu_T71YY41tETF1wBqBnDLpdiFpW7Uqa8eHo9zNMKO55Jso0Zstb11Luq50kfmnsNopg-sTMzqIsbk5gPBpm1C21gMlpCluTYuFeAWI54BcBLThuJ4KTOVFcnA/w400-h263/G%25C3%25A9r%25C3%25B4me_Eminence_grise_1873.jpg" width="400" /><div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjEy6OBtAi9eL5BtuMoIx-YI7JeXvYVc-i6kWwzsoZRmWkkjqMcB0Htha4-BmPXWzPVtSImMwx6H6ZbBTk6k4AgS5tl9x8TlYt15VEldCdj4KgtjKb7DpYrQ7Blv0-DjIMwAulmdW60epsbJQfbbmE8Y_4nDqWf-jKwyCO6PER-e9MOXI9Q3ozhUw5f=s715" style="display: block; padding: 1em 0px; text-align: center;"><img alt="" border="0" data-original-height="624" data-original-width="715" height="174" src="https://blogger.googleusercontent.com/img/a/AVvXsEjEy6OBtAi9eL5BtuMoIx-YI7JeXvYVc-i6kWwzsoZRmWkkjqMcB0Htha4-BmPXWzPVtSImMwx6H6ZbBTk6k4AgS5tl9x8TlYt15VEldCdj4KgtjKb7DpYrQ7Blv0-DjIMwAulmdW60epsbJQfbbmE8Y_4nDqWf-jKwyCO6PER-e9MOXI9Q3ozhUw5f=w200-h174" width="200" /></a></div></div>
<br />Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-21388084195952220722020-05-14T23:31:00.002-07:002020-07-18T21:16:37.357-07:00Economic SymbiosisSSRN is a great site for posting works-in-progress, and Reddit is as good a way as i can think of for telling people about them, but they've recently been invaded by software terrorists, producing things like this:<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiAutNDtObav8Nmc5Xs2RYbRTHe8fKj_oODLqTnS1j_kmIjY4JDxK7XDHjn5s3bfZntkkk3Z5wOyJzxh95TMDcxbN-XqM59Y-5TcWH7PxN8o8h_gKqX9hwikj_yIrlgTPQorsccMyR_Ckc/s1600/denied.png" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="232" data-original-width="532" height="139" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiAutNDtObav8Nmc5Xs2RYbRTHe8fKj_oODLqTnS1j_kmIjY4JDxK7XDHjn5s3bfZntkkk3Z5wOyJzxh95TMDcxbN-XqM59Y-5TcWH7PxN8o8h_gKqX9hwikj_yIrlgTPQorsccMyR_Ckc/s320/denied.png" width="320" /></a></div>
so i am left with no alternative but to make available here a link to my essay on <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3561330" target="_blank">Economic Symbiosis</a> - which could change the world if only people knew (and thought) about it, he said modestly.<br />
<br />
Here's the link again if you missed it the first time :-<br />
<br />
<a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3561330" target="_blank">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3561330</a><br />
<br />
Google vs Reddit - who will win? :)<br />
<br />
PS. if reading is not your thing, you can watch the movie instead<br />
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Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-16158586140561308752019-01-23T15:56:00.000-08:002019-01-23T15:56:29.287-08:00<a class="embedly-card" href="https://www.reddit.com/r/3Blue1Brown/comments/a97hua/video_suggestions/eesxus5">Card</a><br /><script async="" charset="UTF-8" src="//embed.redditmedia.com/widgets/platform.js"></script><br />
<br />Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-32130504876163280962018-02-21T18:14:00.001-08:002018-03-13T14:07:32.695-07:00Short Ship TalesChapter 1 <b>Start the Clock</b><br />
<br />
Taking the new pressure cooker out of its box, Bruno couldn't find its weight. <br />
<br />
No weight, no pressure. No pressure, not enough kerosene to last to Auckland.<br />
<br />
"You can't go into town now!" exclaimed Shiela, "My parents are coming to see us off at 12!!"<br />
<br />
Bruno tried to explain, but Shiela wasn't the sort of person you could explain anything to. She was a pretty thing, but how Marc could put up with her for more than five minutes was a mystery. Inwardly, Bruno sighed. He had been warned about Shiela, but Marc was such a good sailor, Bruno had figured he could cope with Shiela for the fortnight it would take them to cross the Tasman.<br />
<br />
He dashed for the bus; maybe he would make it in time.<br />
<br />
It didn't take Bruno long to exchange the cooker for a working set, but when he got back, Shiela and Marc were gone.<br />
<br />
<br />
Chapter 2 <b>A Fine Old Lady</b><br />
<br />
"Now, That's a boat!" said Jake.<br />
<br />
Bruno glanced in the direction Jake was staring. It wasn't his idea of a cruising yacht; more like a toy model of an old-time America's Cup yacht - all sail and no beam. Like sailing a toothpick.<br />
<br />
On land, strangers are typically eyed warily by locals - but on the sea, everyone is a stranger, so every day is Christmas; every boat is open house to birds of a feather. Jake had no hesitation in proposing a row over for a stickybeak.<br />
<br />
Its sole occupant was almost as tall as his boat was wide - Bruno was reminded of the famous green micro-yacht he had seen in Tahiti; just 19 foot long, and going around the world for the n-tieth time. At 32 feet nose to tail, Solano was much longer, but it was no wider. How Bob managed to squeeze himself into it was a mystery, but there he was, immaculate in a cowboy outfit of orange shirt, white stetson and chiselled alligator boots. Extraordinary. Even more extraordinary, he had come in during a cyclone - quite a talking point among the locals at the Port Vila yacht club.<br />
<br />
Bob was a regular at the club, but he didn't drink; he was a fully paid-up member of Alcoholics Anonymous.<br />
<br />
<br />
Chapter 3 <b>Future Past</b><br />
<br />
The others had gone ashore, shopping and birdwatching (not the feathered kind). Time for a bath. <br />
<br />
At sea, the air is clean, so bathing is only necessary once a week in the tropics, and never at all north of 35 degrees Latitude, as you never sweat, even when doing arduous physical exercise such as bagging a foresail on the foredeck whilst the boat jumps up and down in the waves. From Antigua to Ireland, Bruno hadn't needed to wash even once; his normally dry and blotchy redhead's skin became flawless and healthy, almost as satin-smooth as that of a Spice Islands maiden.<br />
<br />
But no sooner than you get within a few miles of shore, the air changes, and washing becomes a daily necessity.<br />
<br />
A small boat on a long voyage carries only enough water to drink; Matt had shown Bruno how to bathe with just one cup of fresh: First you dump a bucketful of seawater over your head, then soap down with Fairy Liquid, the only surfactant that will foam in seawater, so it was their soap and their shampoo. Another bucketful over the head to rinse off, scrape the excess water off your body using your hand as a windscreen wiper, then carefully moisten a handcloth in the cup of fresh to wipe away the last of the salt, paying most attention to the bum, as it can develop saltwater sores because most of a voyage you spend on your arse. <br />
<br />
This time, they were in port, anchored a little away from a village in one of the remoter Vanuatu islands, so it was easier to dive in starkers than fuss about with a seabucket.<br />
<br />
The difference between swimming naked and with even a brief slip is extraordinary. Wearing anything at all, you are acutely conscious that if God had intended man to swim, he would have given him gills (actually, he did - but <a href="http://lcipm.blogspot.com.au/2010/06/request-for-reader-feedback.html" target="_blank">that's another story</a>).<br />
<br />
But completely naked, the water slides over your whole body, giving you the feeling that you belong there, at one with the ocean.<br />
<br />
But today, the usually clear sea wasn't clear - a foggy green. Visibility nil.<br />
<br />
Bruno felt vaguely uncomfortable, so he hopped out and used a bucket for the rinse-off.<br />
<br />
Seated on the ocean side of the boat, he heard the others coming back, and soon there was the sound of someone playing in the water; he glanced around and saw Lucas repeatedly diving off their rubber dinghy, his dives getting points out of ten from Charlie's girlfriend.<br />
<br />
Charlie's boat was even smaller than TR, and there were three of them aboard, plus an amazing microlight aircraft dismantled and stowed below. That was the way to travel!<br />
<br />
There were just three boats at anchor, and Bruno and Matt had had dinner aboard Graham's the previous evening. The third boat was a real tupperware palace; in the morning, its owners ran the engine to fry eggs for breakfast on its electric stove.<br />
<br />
Cruising sailors are always ready for a natter, but that evening the conversation was more sparkling than usual. Charlie, 40-something, was already retired, the lucky sod, having made a bundle as a stockmarket speculator. But the star of the show was his nine year-old son Lucas; as bright and sharp a kid as you could ever come across. Matt and Bruno agreed that he had a great future ahead of him.<br />
<br />
The sound of Lucas's dives continued for several minutes, and then a much larger splash. Had Lucas done a belly-flop on purpose, just for show?<br />
<br />
A pause, a very brief pause, but it felt like longer, and then the most heartrending wail you could ever hear. Bruno jumped up and hopped over the the Port side to see what had happened.<br />
<br />
Mary was standing bolt upright in the little rubber dinghy - not something you should ever do - her hands over her eyes. There was no sign of Lucas, not even a ripple in the water.<br />
<br />
Shark!<br />
<br />
Stunned, Bruno just stood there, staring agape. Matt came up from below, but it was Jim from next door who came over and took charge, insisting that they look around in his dinghy. "Maybe there will be some bits" said Jim.<br />
<br />
There weren't.<br />
<br />
Weeks later, Charlie returned from breaking the news to his estranged wife and mother of Lucas. His right hand was heavily bandaged.<br />
<br />
"How did you get that?" asked Bruno solicitously.<br />
"Punching a wall".<br />
<br />
<br />
<br />
Chapter 4 <b>Aftermath</b><br />
<br />
"We noticed you always jumped back on really quick" said Bert. Bruno's first effort at windsurfing was not an unqualified success, each time falling off within a few moments of getting the mast tip out of the water. Eventually, he had managed to get a semblance of a posture and wobbled gracelessly back to the audience. Bert had made it look easy, staying sure-footed high and dry whilst the two dolls playfully tried to disloge him.<br />
<br />
Two dolls, and what two dolls! One was his, one was spare. She was straight out of Page Three, all tits and bum and lipstick and eyeshadow. Bruno invited her for dinner, readily accepted, but then blew it bigtime by just rowing her over to TR instead of taking her ashore for a tete a tete, or a bit lower down.<br />
<br />
Blew it because Matt hadn't taken his mile-wide hint and gone out, but had stayed aboard, insisting on being cook, so it was a crowd of three. To make matters worse, Matt's mouth went into overdrive the moment he clapped eyes on her in full warpaint:<br />
<br />
"It's so unfair!!" he exclaimed, "Dressing like that in front of two bachelors!".<br />
<br />
Inwardly, Bruno cursed Matt, cursed himself, cursed God, and couldn't come up with a one-liner to turn it into a laugh. That night, only the evening was fucked.<br />
<br />
After a subdued meal, he rowed her back. Damnation. She must have thought they were a right pair of wankers.<br />
<br />
<br />
Chapter 5 <b>Asleep at the Wheel</b><br />
<br />
It was a perfect day. A steady trade wind had them on an easy beam reach, as Bruno handed over to Matt just after dusk. Their third crewmember, the reliable Aries windvane self-steering, hadn't needed any touches all watch - all Bruno had had to do was glance around the horizon every fifteen minutes.<br />
<br />
Six feet about sea-level, the horizon is 4 miles distant, and cargo ships usually travel at about 15 knots, so they cover 4 miles in fifteen minutes. No ship on the horizon, no worries for another fifteen minutes.<br />
<br />
This time there was just one green light a fair way off, and Bruno had set a course to cross behind her stern. He pointed out the light to Matt, and ducked below for his own sleep.<br />
<br />
They were on alternating watches, 6 hours during the day and three at night. It was Matt's idea of a sustainable regime, and although a regular 4 hours on and off was easier on the biorhythms, it had worked well throughout Bruno's couple of months aboard TR. Matt was a fine sailor, the most together skipper Bruno had sailed with, apart from the incomparable Tiger, whose ship and company had ruined Bruno's life completely, opening his eyes that there was more to life than Artificial Intelligence or Software Distribution. It was such a pity that Naomi was afraid of the sea; Bruno would gladly have had her with him for keeps, but no man can serve two mistresses.<br />
<br />
On the spur of the moment, Bruno decided to call up the nearby ship for a position check. They hadn't been able to get a fix for a few days due to cloud at dusk and dawn, the only time of day you can see both the stars and the horizon. Unlike TR, Cargo ships had SatNav and Loran and radar and all kinds of gadgets, so it was handy to have one within VHF range.<br />
<br />
"Just a sec" said the voice, "I'll check". A pause, and suddenly he came back on, shouting hysterically: "Turn left! Turn left!!".<br />
<br />
Ordinarily, when ships are on a collision course, each alters course to Starboard, so they will pass Port to Port. But this was no ordinary situation.<br />
<br />
Bruno dashed up the couple of steps to the cockpit, and saw with horror the bows of a ship, taller than their mast, bearing down upon them.<br />
<br />
"Turn left!" he yelled at Matt, but Matt adjusted the wheel a little clockwise, altering course to Starboard, an instinctive reaction.<br />
<br />
"TURN LEFT!!" screamed Bruno, grabbing the wheel from the cabin side. Matt did so, reluctantly, with Bruno's hand on it too, a full 180 degrees hard-a-Port.<br />
<br />
A wall of steel slid past their starboard bow quarter, missing them by inches.<br />
<br />
"What the Hell were you doing?!" demanded Bruno, "I told you about the ship!"<br />
"You can't give way to them every time" said Matt quietly.<br />
<br />
It was only then that Bruno realised Matt was still half-asleep. He had seemed his usual alert self when they had changed watch, but evidently looks can be deceiving. From then on, Bruno always made a strong coffee for the next watchman, and always hung around for 10 minutes to make sure the bugger was really awake.<br />
<br />
<br />
Chapter 6 <b>Missed Opportunities</b><br />
<br />
As they motored cautiously in to the tiny harbour, a dinghy sped out towards them.<br />
<br />
"The buoys are the wrong way round!" warned its driver. Left and right, it depends on your point of view. You see my left on your right, and i see your right on my left, so marine navigators never talk about left and right, but about Port and Starboard, or Red and Green.<br />
<br />
The international convention on port entry direction markers adopts the convention that the deep water channel is indicated by a succession of coloured markers - buoys - red on your port side and green on your right.<br />
<br />
Except in Milne Bay, Papua New Guinea.<br />
<br />
Our guardian angel mused that it was the locals' way of putting visitors on the rocks, so they could claim salvage. <br />
<br />
PNG is supposedly a signatory to IALA 'A', with only USA and a couple of its former colonies (Japan, Korea, and Philippines) still clinging to the opposite way round, a relic of the US War of Independence, when they switched the colours on its Eastern seabord to misdirect British warships.<br />
<br />
Two hundred years on, US is still at war with England, even though UK has been its European lapdog ever since the Yanks bailed them out over the Krauts.<br />
<br />
The Milne Bay locals, however, were anything but Rascals, much more friendly than Darwin Customs had been to Bruno when he had stepped ashore without a visa: "You turn our blokes around at Heathrow, so we're gonna turn you around". The Queen of England was head of the Government of Australia, but only she and American tourists were allowed into Oz without a visa; HRH's Pommy Bastard subjects weren't. That's how he had washed up at the Backpackers' in New Caledonia, where TR's crew had appeared, highly distressed.<br />
<br />
"He's a crazy man!" she cried on his shoulder. "He won't give me back my passport!!".<br />
<br />
A pretty damsel in distress pushes all the buttons of a white knight, so Bruno was on the case.<br />
<br />
Most girls at sea know what they're there for - mostly they go there looking for it. That's only natural - but this one hadn't been bothered by her Captain; was that part of the problem?<br />
<br />
He went down to confront this satanic thug that had treated her so badly. To his surprise, Matt wasn't the unwashed criminal he had envisioned, but an unthreatening type who spoke rationally.<br />
<br />
Well, sort of rationally... <br />
<br />
Seems she had, in Matt's eyes, legally contracted in New Zealand to pay him 3 months' B&B, but had broken her promise by running away the moment they docked in Noumea. So he was entitled to full payment, and permitted to retain her passport until she did so.<br />
<br />
"She hadn't expected the sea to be rough" said Matt.<br />
<br />
Ten bucks a day for three months sounded like a trifling sum to make so much fuss about - it could only buy the favours of two Singapore ladies for 3 nights.<br />
<br />
Bruno didn't put it quite like that, but his legal argument seemed to sway Matt, who somewhat grudgingly agreed she could come and get her passport. And her clothes.<br />
<br />
Quite how Bruno ended up taking her place he can't quite remember; maybe it was because he was sick and tired of the wanker at the Pacific Research Institute who was giving him a hard time because he didn't clock in precisely on time every day; maybe it was because there were no other boats looking for crew, so it was either hang around Noumea indefinitely or take a chance... surely anyone who was also a classical guitarist couldn't be all bad?<br />
<br />
"If you see something that needs doing, do it" said Matt.<br />
<br />
Now that made sense.<br />
<br />
Their first stop was Isle des Pins, possibly the most beautiful island in the entire Universe; soft white sand, swaying palms, and, best of all, a socially responsible Mayor who had thumbed his nose at Club Mediterranee, stopping them building a ginormous monstrosity that would have ruined the pacific ambience of this subtropical paradise. And who gave them, instead of the couple of bananas they asked for, an entire stalk, cut with his own machete, fresh off his own tree.<br />
<br />
Only trouble is, bananas are like nuns - they all ripen at the same time - so unlike vaselined fresh eggs, you can't store the bloody things for very long and they ended up having to chuck most of them into the sea. Still, it kept the fish happy, i guess.<br />
<br />
From there to Ouvea, the best place to live in all the parallel Universes of the cosmos. It even had a street with a shop, although the shop was closed because it was Sunday. Bloody missionaries - they despoil everything they touch - and they sure hell touch a lot. As they say in Philippines: "Sweet Sixteen, Never been kissed,... But totally damaged!".<br />
<br />
Vanuatu i already mentioned, and now it was cannibal-land. Actually, Vanuatu was too once, i believe, although the current edition of the British Admiralty Sailing Directions was calming, stating "The natives are friendly". It probably still does say that, if you care to look it up.<br />
<br />
Milne Bay was a busy little place, with its own market where old men with red teeth spat betel-nut spit everywhere. It tastes awful, although maybe not as awful as tobacco leaf - but the locally-grown, locally hand-rolled cigarillos in newspaper were miles better than the dehydrated plastic drugs John Player sells.<br />
<br />
It even had a movie theatre - a hall with a tin a roof and a noisy projector. The best movie theatre in the whole world, whose audience didn't just watch the film, they became part of it. The shrieks and squeals as Steve McQueen turned the tables on his pursuer were infectious, the whole place jumping. And to make it even better, God joined in on the fun by sending down the most enormous crashing rain to beat a heavy drum on the tin roof as the hero flew over the humps and bumps of San Francisco.<br />
<br />
One evening, there was a school concert. Bruno had been to school concerts in England, and this one wasn't much better.<br />
<br />
Until the Trobriand Islanders did their dance.<br />
<br />
You could cut the electricity in the audience with a knife - from geriatrics to babes, the whole place throbbed with sexual energy. Some school concert!<br />
<br />
On his knees, Bruno begged Matt for them to take in the Trobs - maybe the only place left on Earth that hadn't been polluted by missionaries, where unmarried girls were encouraged to have all the boys they wanted, so they would know which was was the best for them to marry.<br />
<br />
But Matt had his plan and when Matt had a plan, that was the plan it was. He tried to baffle Bruno with bullshit about wind direction and diesel fuel. <br />
<br />
That's the trouble with Captains; they want to be Captains on shore as well as at sea. Oh well, c'est la vie.<br />
<br />
It was little consolation that someone who had been there told of
toothless grannies knocking on his door in the middle of the night. <br />
<br />
Bruno's ennui wasn't so deep, so when Matt suggested a walk across the peninsula to visit another village, he didn't object. A couple of local fellows Matt had met would guide them; it would only take a couple of hours, and maybe it might take his mind off the tantalising Trobriands.<br />
<br />
The idea was to follow the course of a river, which would take them straight there.<br />
<br />
Sounded easy enough.<br />
<br />
Off they went, following the two young giants along a path though the thickly-wooded jungle to the river, where it was explained that the idea was that you hop from stone to stone along the edge of the tumbling water - you couldn't walk along the riverbank path, because there wasn't one.<br />
<br />
Water is funny stuff. On your skin, it's as soft as silk, until you fall of your water-skis going ninety miles an hour and smash your bollocks on its concrete surface.<br />
<br />
Oil and water don't mix, but rub water over a boulder for thousands of years, add a little invisible resilient algae, and it turns the rock slicker than a Teddy-Boy's Brylcream.<br />
<br />
Three steps and he was off. Three more, and off again.<br />
<br />
The two Papuans were puzzled that this Howlie couldn't walk properly - and he had shoes! Matt explained the technique was to keep moving, looking two rocks ahead. He was coping fine.<br />
<br />
Bruno tried it - it worked for five rocks, then off again.<br />
<br />
Shoes! That was the problem. Matt was wearing his plastic reef-walkers, but Bruno's thongs didn't have ankle straps. And besides, he reasoned, the flat sole of a thong didn't make enough contract with the rounded shapes of the rocks.<br />
<br />
That was it! Barefoot is best!<br />
<br />
Thongs in daypack, Bruno tried again. Much better. Confidence surging, he increased his speed.<br />
<br />
Splash!<br />
<br />
Murphy stopped by, and applied his Law. The strong current whipped Bruno's pants right off him, and away they went. They would get to the village long before he struggled to clamber back onto a rock, pantless and with no spare kit.<br />
<br />
It was already getting dark, and they weren't even halfway there, due to Bruno's slowness and stoppingness.<br />
<br />
Go back?<br />
<br />
Matt wasn't one for backtracking, but one of the Papuans had a brainwave and said they should change plans and put up at his cousin's house, which wasn't far.<br />
<br />
During the debate, seated on the rocks, Bruno noticed the soles of his guide's feet. They were the size of dinner plates, and thicker than cowhide. No wonder they could rock-hop so fluidly! He vowed to never wear shoes again, to harden up his own soles.<br />
<br />
It was soon pitch black, but the guides knew their stuff, and very soon they came to a little hut in the middle of nowhere.<br />
<br />
A roly-poly woman, as broad as she was tall, greeted them warmly, bade them sit, eat and drink, while her young children gazed wide-eyed at the ghost with no trousers.<br />
<br />
Her house was the most wonderful house Bruno had ever seen. It was a masterpiece of engineering, the gaps in its loosely-woven walls precisely measured to let air through for ventilation, whilst being just too small for a mossie to slide through, so there was no need for smelly smoke. Brilliant design!<br />
<br />
Not a single nail was needed to hold the walls up, nor to keep the banana-leaf roof on. It was a masterpiece.<br />
<br />
Thirty years later, Bruno was able to apply some of its design principles to his own house, by fitting an eBay sparkly plastic bedroom decoration of hanging strips to his patio door, so air could come in but mossies, moths and flies wouldn't, partly because of the strips, partly because they were sparkly, which makes compound eyes think it's a waterfall. $2, all the way from China. How the hell they made a profit at those prices he would never know.<br />
<br />
In the morning, it transpired that the marvellous ecohouse wasn't in the middle of nowhere after all, for just down a dirt road was a shop, where Bruno could buy some exotic pleasantries - candles and suchlike - as a thankyou gift for his hostess.<br />
<br />
Matt's next great idea was that they should hitch-hike around the corner to Lae, from where there was a road to the Highlands, the last bastion of civilisation on the planet untouched by Western "democracy" - ie plutocracy and consumer commercialism - where people still lived in the Stone-Age (or so they thought...).<br />
<br />
Bruno had hitch-hiked by sea before - from Singapore to Darwin - but he had never considered trying to thumb a lift from a cargo ship. Yet it was all so easy, the very first one they asked agreeing to take them for the short ride, even providing a cabin and endless hot water - an unheard-of luxury for sailors of a 1930's small boat designed for crabbing off the Essex marshes, trying to cross oceans in it. <br />
<br />
The ship's crew were presumably bored stiff with the monotony of being stuck in a tin can on a tight schedule, so her captain must have figured that a couple of exotic strangers would add a little light relief to the social scene onboard and keep crew morale up. On any ship, from a bathtub to a tanker, crew morale is it's captain's first priority, for without a cheery crew, life becomes unbearable if not downright dangerous, as Captain Bligh found out the hard way.<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
...to be continued<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
Chapter n<br />
<br />
Customs insisted Bruno leave, as the 6 months allowed for a US yacht to stay in Australian waters was up. Not leaving would mean impoundment; out of the question. She was just about shipshape, Bruno having invested a good chunk of his savings in vital maintenance work and buying the several essentials Solano was missing: charts, a second anchor, spare sails, a sextant, HO249 tables, a liferaft, a working depth sounder and a few other things. Bob hadn't had any money, which was why he had had to fly home to Hawaii, promising to pay Bruno back when he got her there.<br />
<br />
You can't go from Australia to Hawaii in a straight line, as the prevailing wind direction and ocean currents aren't favourable, so other than going all the way round following the milk run route, your only choice is to get as much Easting as you can in the Variables, and then heading North.<br />
<br />
The Tasman can be bumpy, especially late in the season, and they were already well past that, but Solano was a good sea boat, her long keel and narrow quarters able to cope with most of what the sea could throw at them.<br />
<br />
..to be continuedKynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-39227163822852054532018-01-09T13:53:00.002-08:002023-03-28T06:30:18.750-07:00My Go Study Journal <i>"If Go is all you know, you are empty as a person"</i> - Fujisawa Shuko<br />
<br />
<br />
<br />
My Go Study life story is like that of a flower, or a weed, depending on whether or not you like my take on AI and Go. There are lots of flowers and weeds in the Garden of Go.<br />
<br />
<b><br /></b>
<br />
<b>1: Preparing the Ground</b><br />
<br />
"History is bunk" said Henry Ford, to which Santayana replied: "Those who do not study history are doomed to repeat it". I have a feeling Santayana was not the first to mention that tautology, but he became famous for repeating it. There is a long long line of philosophers and entrepreneurs doing well out of stealing other people's ideas, including such notables as Archimedes (who stole the idea of using a screw to lift water from Sennacherib's ghost-writer, who in turn may have got it from a snail), Copernicus, (who plagiarised <a href="https://sites.google.com/site/djhbrown2/christmas.pdf?attredirects=0">Nasir al-Din Tusi)</a> James Watt (who got the idea of using the motive force of steam from Thomas Newcomen, who got it from someone else), Alexander Graham Bell (who stole somebody else's patent and put his own name on it) and William Gates (who copied an idea that Steve Jobs "borrowed" from Alan Kay, which he only got away with because the Parc execs were too myopic to see their frog was a Prince and failed to protect it).<br />
<br />
When it comes to Go, the flow of new ideas is rather sluggish, including a few red herrings like Move 37. And in the case of my own Go, it is almost stagnant, having not noticeably changed much over the last 41 years, causing my rank to have the flaccid shape you see in my avatar. And yet, and yet, there may be a lesson in that for others, lest they be so shallow-minded as to jump on today's bandwagon with no thought of tomorrow, let alone the wisdom of the sages down the ages.<br />
<br />
Or even if they do - it hardly matters.<br />
<br />
Reading is the penultimate escapism - the reader can escape their own mundane and dreary existence by entering the virtual world of the imagination of another, who in writing is escaping their own dreary and mundane life by imagining one more titillating, or dramatic, or dreary, or pathetic, by which comparison their own mundanity doesn't feel so lacking in dopamine. I expect my journal will fall into the latter category, so if nothing else it may give you comfort to see that however hopeless your own Go future is, at least it's not that bad.<br />
<br />
My Go journey so far has taken a little over eighty days, and is more of a zigzag than a circumference, and although i haven't quite ended up exactly where i began, the question "Was it worth it?" is one to which the answer is all too predictable, if one could be so bothered as to reinforce concerns about spilt milk and lost opportunities, but as i said before, it hardly matters.<br />
<br />
Every seed's life journey begins before the seedling's emergence into the cold light of day, and in my case the soil of Go was prepared by the only course that caught any of my attention during a 4-year trial by very trying teachers, most of whom shouldn't have tried, and quite a few who should never have been let out of their cages. It was called "Non-numeric Computation" and it tickled my fancy that you could do maths without numbers, reminiscent of the only thing at school that wasn't boring beyond belief, which was that you could count in twos instead of tens, and a welcome relief from the tedious humdrum of having to rote learn absurd nonsense about surds and COBOL just so you could regurgitate it in the exam to get the hell out of there with the magic scrap of paper; a scrap that used to promise promise, but which has since become so costly and so dilutedly worthless at one and the same time that i can only say with relief thanks be to She who must be obeyed that i wasn't born with a plastic spoon in my mouth yesterday.<br />
<br />
.. to be continued, or burned by Bradbury's Firemen, as have several of my more precious pearls; i couldn't help smiling at Norman Mailer's exhausted outburst: "Some critics should be shot!".<br />
<br />
"What's for breakfast?" asked Pooh.<br />
<br />
<br />
<b> 2: Sowing a Seed</b><br />
<br />
The phone rang. Out of the blue, it was Liz's boss, John. <br />
"I hear you're expert at Go" he said.<br />
"Go?? Sorry, no - I've never heard of it"<br />
"Really? Oh, it's a game of strategy. I think you would enjoy it; there's a small group that play every Tuesday evening at the XYZ cafe. You should come along".<br />
<br />
Soon after Liz started to work at his company, John invited me to a pro-am golf jamboree hosted by ICL to sweeten their big client deals. I was nowhere near a VIP, so he had listed me on the tee-off schedule as David Brown of 'David Brown Gears'. It's funny how so many people, on being told my name, come up with: "Are you THE David Brown? - Haha!". I suppose if James Bond hadn't driven an Aston Martin, i wouldn't have had to smile politely so often.<br />
<br />
Our four-ball won the pro-am, and the three of us each got a fancy briefcase as our prizes - the only prize i ever won, apart from a box of balls once from a couple of schlenters, after which the Secretary hauled me in, gave me a wigging about taking balls off his members, and cut my handicap from 15 to 8. <br />
<br />
Of course, there is no such thing as a free lunch, but i didn't know that then. <br />
<br />
So i looked in at the cafe, and discovered that this Go thing was something i had a few years before glimpsed a fellow student explaining to another; the demo involved a ladder of stones stretching across the board. It looked like a pretty infantile puzzle, and i hadn't given it a second glance. <br />
<br />
That student was a streetwise character, with a blossoming enterprise in recycled vanity plates, famously renting PEN 15 on a white Rolls-Royce to Linda Lovelace for Andy Warhol's film's London debut. He was constantly being stopped by the police for shaving off the corner of the 5 to make it more obvious. He never graduated, dropping out soon after when he left the country to avoid the tax hounds. i bumped into him several years later in a faraway place, where he was still operating below the radar, although less fruitfully than he had been in London.<br />
<br />
Everyone at the cafe was friendly and helpful, so i hung around and started to sort of get the hang of it a bit. I even bought some books, and when a position in one of them turned up on the board and i repeated what i had read, my opponent exclaimed: "That's the finest corner play I've ever seen!".<br />
<br />
Of course, John never showed up at the cafe. Had i been any good at arithmetic, i might have been able to put 2 and 2 together, especially when a few months later Liz said she didn't want to go to his wife's birthday party, to which we had received a fancy formal written invitation. But i'm not, so i didn't, and we didn't. To this day, i will never know whether Liz had become a silent member of the Me Too Club.<br />
<br />
At its heart, Go is a game of trickery - of who can outwit whom by leading them up the garden path, especially attractive to tricksters like the plate salesman. The only consolation for the patsy is that death on the board doesn't hurt quite as much as becoming collateral damage of imperialist warmongers or suckered into a Ponzi scheme - but Go lures the lamb in deeper and deeper as it has yet another go at trying to prove to itself that it is better than it thinks its father thinks it is.<br />
<br />
Go is an addictive opioid; cheaper than heroin, but just as damaging to the soul.<br />
<br />
Niels surprised me once by saying that he found my naivety endearing - i hadn't known i was naive - but i must be, for i too was easily duped by the smorgasbord of red herrings on doctored video pretend live news simulcast on telly around the world in 2001, just as they had done in '63 only with more technical pizazz. Until 2013, that is, when on enquiring about 1963, Google pointed me to the mountain of forensic evidence about 2001 that others had piled up but which somehow hadn't made it onto the Gogglebox.<br />
<br />
I was duped again in 2004, and it wasn't until 7 years after 2008 that the straw started to slide from my eye as i began to start to unravel the elaborate web of skullduggery that has been going on for at least 6000 years, ever since the first ziggurat was built in Sumer, essential survival knowledge that somehow hasn't made it into the school maths syllabus.<br />
<br />
It's old news that truth is stranger than News, old or new. Even the golden anniversary spun the same old Bernays tale about 1963. Any evidence recorded about Kelly has been sealed for 80 years, and your great-grandchildren can expect it too to be so redacted that it will be content-free.<br />
<br />
John got a gong from the ziggurat gang, which appears to be almost exclusively populated by obersturmführer adherents to Kissinger's maxim that power is the best aphrodisiac. It is said that power corrupts, but it's more likely that only the corrupt get to climb the stairway to power heaven, to which the heavy-handed gauntlet of censorship and spin is testimony, dramatised in Bradbury's Farenheit 451, Orwell's 1984, and press reports on Paris tunnels.<br />
<br />
<br />
<b>1+2 = 3: Gestation</b><br />
<br />
My thesis on machine learning was a walk, getting home nine months before the required minimum period, so i had to wait for the one salary increment the ticket would get me. When it came, i had my new title printed on my cheques to encourage shopkeepers to accept them. The bank manager was effusive, rubbing his hands with glee at getting them on a doctor's salary - he didn't know i wasn't a medical doctor!<br />
<br />
Doctors and lawyers - the prime targets of the squadron of Kugels, girls who catwalked around Uni in full warpaint and designer outfits, pretending to study "Fizz, Sick and Sock" (Philosophy, Psychology and Sociology) for a year or two until they netted their mealticket. I never saw the like of it before or since - except once, at The University of Tokyo.<br />
<br />
Although happy to have got it done, i was dissastisfied with my algorithm, because although it could learn to diagnose liver disease and bid at Contract Bridge, it only learned "what" to do, not "why" to do it.<br />
<br />
It had begun as my enquiry into language learning, jumping off the springboard of my undergraduate programming project on Contract Bridge bidding, which all my lecturers had said was impossible and none wanted to supervise, but i'd gone ahead and done it anyway, translating "Sound Bidding at Contract" by Fox into Algol-60. Only thing was, the book had rules for the first two or three rounds of bidding, but after that you were on your own, so i had to invent what i called a "heurbid" procedure, which guessed the numbers of tricks you and your partner could make based on your hand and his bids, and the number of tricks you could figure to lose, based on opposition bids, and bid accordingly. It was a bit slapdash, but i got a 'B' grade for my project and surprised all my lecturers by passing the finals (i had nearly been thrown out in the previous year for failing to attend lectures).<br />
<br />
Having written a program to bid at Bridge, it was obvious to me that my thesis should be a program to learn to do it, as machine learning had caught my attention in Alan Bond's AI course which he made me take because, unusually for a PhD candidate, i didn't have an MSc. I guessed that children acquire language first as a kind of linear grammar of simple associations, to which they gradually glue on self-inferred recursive context-sensitive rules. It was clear as day that Chomsky was spot on that nowhere in a million years could English possibly be the context-free language taught in school. Content-free, often (especially in the mouths of politicians), but never context-free.<br />
<br />
But learning context-sensitive rules algorithmically is tricky, as it requires domain knowledge, so it was easier to generalise the other way, and write a program to learn anything, not just Bridge bidding language.<br />
<br />
I liked Don Waterman's method of learning poker heuristics, but it did have the flaw of relying upon arbitrary thresholds, so i resolved to go one better and find a way to avoid having to have any such artificiality in mine.<br />
<br />
My basic idea (like all my basic ideas) was simple, even simplistic: suppose you are told that this French cheese is stinky, and so is that one, then you can infer that if a cheese is stinky, it must be French. But then along come the counterexamples of a French cheese with holes in it that isn't stinky and an Italian cheese that is. To make sense of that in the context of what you already know (ie, what you think you know), you can divide the spectrum of stinkiness into three parts, so as to exclude the negative example in the middle. And so on and so on, ending up with a set of context-sensitive rules in conjunctive normal form.<br />
<br />
That's all very well for cheese, or medical diagnosis, but it doesn't tell you "why" anyone would want to bid 3 Hearts. Decisions aren't just decisions; they are made for a purpose, to achieve a goal.<br />
<br />
So i started reading up on goals and plans, and how to make them. Like many others, i was much taken by SHRDLU, and when i noticed a mistake in its planning algorithm, Winograd replied that he had been more focussed on the language side of things. Earl Sacerdoti showed a way around SHRDLU's problem that achieving one subplan could upset another when things you've thought about in parallel have to be done in sequence: you could make planning rules conditional - ie, context-sensitive.<br />
<br />
And right in front of me was a microworld that would serve as a suitable testbed domain: Go doesn't have any of the messy noise of real world data that complicates things - and it sure looked like a game of strategy, just as all the books say it is. <br />
<br />
In the world of journalism, you publish and perish, but in the world of academia, you either publish or you perish. Despite the irritation of having to pander to the pedantic obsessions of ignorant peasants who endlessly whine on about crossed eyes, dotted tees and omission of mention of all the few names they have ever heard of, research was a recreation, so much more intriguing than the obligatory chore of spoonfeeding, except when there was a studious-looking student just two years my junior sitting in the front row of my very first class - the exact opposite of "Is that nice?" heartbreaker Lindsay. Yes, Liz got me on the rebound. It happens.<br />
<br />
<br />
<b>4. Seedling</b><br />
<br />
i'd already moved on from my thesis when Don sent me an invite to a jamboree in Hawaii, which he and Fred had thrown together to use up leftover RAND budget: "Because of the importance of your previous work, blah blah blah". It was a bit over the top, especially because i only had one piece of previous work and it was hardly important, but Don had said nice things about it in his role as external examiner. They would pay for everything, and Hawaii was a long way from Johannesburg, so i decided to make a meal of it and buy a "Visit USA" multi-stop airfare, which was pretty much the same price as a simple return trip. The only constraint was no backtracking, so i came in at Philadelphia and left from Houston, going anticlockwise via anywhere that would pay for a seminar by me. <br />
<br />
My first step on USA soil was an eye-opener. It started at the airport, where there was a scrap of paper waiting for me on which was crudely scrawled the name and address of the hotel the University of Pennsylvania had booked me into. The airport signboards offerred a choice of land transport: taxi or limousine. RAND had given me a tidy lump sum, but i was spreading it out over 6 weeks, so i opted for the taxi, because no way could i afford a limousine on my paltry salary. It was only afterwards that i learned that 'limousine' is American ad-speak for 'minibus': a tattily-upholstered stretched-out gas-guzzler into which they pile several people, so the unit cost to each is cheaper. <br />
<br />
The taxi was a shock - painted standard yellow, a bit the worse for wear, it had a thick steel grille between me and the driver, making me wonder what species of vertebrates had sat there before me.<br />
<br />
I showed the scrap of paper to the driver. "Never heard of it" he said. Off to a good start..<br />
<br />
"Really?" i said in suprise. I took another look at it. "It's called The Hilton".<br />
"Oh! The Hilton!!" and the cash registers in his eyes positively lit up.<br />
<br />
More shocks were to come. It turned out that i had to pay for the hotel myself, and 6 weeks of that room-rate would hoover up all my budget. The room service menu wasn't encouraging either: "Two eggs, any way you like" for $5. This was in 1977, and $5 was a lot of money to me back then. So the first thing i did was get on the phone to the Uni and ask for a cheaper hotel. The secretary was surprised at my request, saying that the Hilton was only a mid-priced hotel. She hummed and haa-ed for a minute, and then said she would ring round to see if one of the faculty would put me up.<br />
<br />
i decided to take a stroll before dinner, but the doorman stopped me and said "You shouldn't walk around here; it's not safe!". I couldn't believe what i was hearing, but the memory of the armoured taxi persuaded me to take his advice, and i went back in.<br />
<br />
Next morning, someone came to get me, with the news that he and his wife would be delighted to host me for a few days, so i packed my bags and said good riddance to the dangerous and pricey Hilton.<br />
<br />
Next stop after Philadelphia was just up the road in Pittsburg; CMU wouldn't pay for a seminar, but they did offer me a tour of whatever it was they were proud of at the time (forget what it was, now). I asked to look in on my hero Herbert Simon. He was working from home that day, telecommuting. I hadn't known what that was until then, but it sounded like a jolly good wheeze and decided there and then that that's what i wanted to do too; the daily grind of riding the underground in London had been one reason to switch to the leafier suburbs and sunnier climes of Jo'burg. Although i never became grand enough to be given the choice, i was, decades later, able to work from home a bit by stringing timetabled homeworks together into a single term project; the students liked it too, just as i had enjoyed doing my own project back in Stafford. Seems to me that if you give students the chance to exercise their creativity, they will do so; so the standard pedagogy of making them jump through pre-determined hoops is exactly wrong.<br />
<br />
Simon agreed to come in the next day, perhaps curious to see the nitwit who had come such a long way just on the offchance of seeing him without an appointment. His office was as modest as mine; spartan bog-standard furniture and a blackboard on one wall. As i entered, even before saying "Hello", he gestured to the blackboard and asked me to correct the spelling on it.<br />
<br />
There were just two words, one under the other:<br />
<br />
NOUTH<br />
SORTH<br />
<br />
I hesitated - was this some sort of IQ test? Would he even speak to me if i got it wrong? I looked enquiringly at him. He waved his arm at the chalk tray and said, "Just correct it". So i picked up the chalk and switched the U and R, wherepon he waved me to the chair in front of his desk.<br />
<br />
As i sat down, he remarked "You could have switched the N and S instead".<br />
<br />
Oh! i grinned nervously. "What does it mean?" i asked, "Do many people miss the other solution?"<br />
<br />
"It's just interesting" he replied mysteriously, "I ask everyone who comes in to do it", and turned the subject to the purpose of my visit. <br />
<br />
I told him about my ideas for plans and goals in Go, and asked his advice. Perhaps i shouldn't have been, but i was a little disappointed when he only said what i could have told him he would say: that the toughest problem was how to heuristically constrain the search**. That was his "bag", on which he had written extensively.<br />
<br />
I was to have the same experience with everyone i talked to during my circle around the States - everyone only told me what i already knew they knew from their papers. <br />
<br />
Until i heard Walter's talk in Honolulu...<br />
<br />
------------------<br />
* many years later, i figured out what Simon's toy experiment had been about: he was just playing with his psychological theory (the one that got him the Nobel Prize in Economics) that faced with a decision choice, most people do not optimise, OR-style, but "satisfice" - ie choose a solution that seems to them satisfactory and sufficient. It's certainly how i play Go, but more often than not for that game it seems to be not good enough; my opps regularly come up with what look to me like "all or nothing" overplays, but due to my lamentable reading ability, trick me more often than not. Although, if you can read deep enough, honte still works, as Alfiezero has demonstrated.<br />
<br />
** looking back on it now, i see that i could have answered that search space reduction is what (heuristic) goals and plans do: they limit the search (as does Alfie's policy net, but without being able to explain why it makes the choices it does, beyond a handwaving win% you can't drill down into, except by laboriously crawling around the monkey-puzzle of her probability tree).<br />
<br />
<br />
<b>5: Fertiliser</b><br />
<br />
...The star of the Honolulu cabaret was a sparkly young woman wearing a white teeshirt with the sparkly inscription "If you can't Dazzl'em with Brilliance - Baffl'em with Bullshit!"<br />
<br />
There was plenty of bullshit flying around that workshop, but a fair dollop of brilliance too, notably from a young fellow called Doug Lenat, who would go on to become an AI superstar. I'm sorry to say my own unrehearsed effort (all my seminars had been about my plans for plans for Go) was a very dull brown, exciting little audience response except for a rustle around the room when i put up a slide about context-sensitive rules; no-one else it seems had previously thought of that in relation to what were to later become called "Expert Systems" by the elderly husband of the young woman, who had a flair for soundbites to suck in investment money, riding on the back of the buzz about a seminal piece of work called "Mycin" done by one of his colleagues' students, that lit up the stage for a decade. One of Mycin's original contributions was its use of probabilistic reasoning to navigate a decision space - that set the scene for much later work, including Alphago's use of a related technique.<br />
<br />
I was delighted by Walter Reitman's talk about his Go playing program, for here was someone else thinking about the same sort of thing as me, and in a similar sort of way. A few years later, Walter visited me in Ohio and i him and Judy in Michigan, where we spent the evening in his basement, sheltering from a passing tornado.<br />
<br />
Whereas Columbus' claim to fame is that the OSU football coach punched out an opponent player, Cleveland's is that it's river once caught on fire. Now that's what i call Pollution, American-style.<br />
<br />
<br />
<br />
<b>6: Replanting</b><br />
<br />
Back in Jo'burg, a friend told us of children being admitted to hospital with bullet-wounds in the back, but there was nothing about it in the papers. It came closer to home one Friday afternoon when i received a phone call at work from Anna - her 14 year-old cousin had been picked up downtown for not having a Pass and could i do anything? I hadn't even known what a Pass was, nor that blacks were't allowed in white areas without an ID card, nor that they couldn't even get one until they were 16. <br />
<br />
The voice at the cop shop said he had been sent to prison, but i could bail him out. So i rang the prison, but they told me that the bail officer had already gone home for the weekend.<br />
<br />
So a 14 year-old boy had to spend the weekend in prison, just for being in the city. It threw me into a tailspin. I had naively believed the blurb on the job ad: "The University does not discriminate on the basis of race or religion" so i had thought that by going there i would be doing my bit for social reform. But i now saw how dumb that rosy pinko notion was and felt helplessly adrift, boiling with indignation at the injustice and chagrined at my impotence to do anything about it. Against the counsel of others, i visited the family in Soweto, who insisted upon sending someone with me to see me safely back to the edge of the township. I was glad of his protection when we got dirty looks from a few youths along the way. I can't blame them for that; in their shoes i would have felt the same, not knowing that all whites weren't tarred with the same brush and probably suspecting me of being a plain clothes policeman, because ordinary white men were never seen in Soweto.<br />
<br />
My distress was abject; it affected my entire outlook on everything in Jo'burg, including my marriage. Long story short, within a few months i left Jo'burg alone, leaving behind my wife, my house, my job, my MG, my golf clubs, half my life savings, and my Go board.<br />
<br />
Nine months later, via Mt Everest, the Khyber Pass, the vast salt desert of Iran, and the salty Eye of the Wind* in the Adriatic, i landed back in Blighty, to be greeted by parents aghast at my callousness in deserting the girl they adored. <br />
<br />
I'd fallen off my pedestal once by coming home drunk when i was 16, been put back on it at 25 when i married Liz, but was now an indelibly-inked black sheep. I still feel guilty about leaving Liz, little ameliorated by her ability to recover quickly, which came to light a decade later.<br />
<br />
I parachuted into Middlesborough, a big step down careerwise, but a port in a storm not quite as bleak and dreary as its reputation.<br />
<br />
<span style="color: black;"><b><a href="https://sites.google.com/site/djhbrown/Home/uploaded-files/adventuresUnderSail.pdf?attredirects=0"><span style="font-size: small;">* Adventures Under Sail</span></a></b></span><br />
<span style="color: black;"><br /></span>
<br />
<b>7: Flowering</b><br />
<br />
En route to 'Boro, i looked in at the London Go Club. Stewart introduced me to the music of Ian Dury and the Blockheads, and knocked my head around the block on the board, at one point exclaimimg in astonishment: "Didn't you read that out?!"<br />
<br />
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<br />
I had another game with another chap about my strength; a young boy strolling past glanced at our board for half a second and casually remarked: "The corner is ko" and strolled on. My opp and i looked at each other open-mouthed. Stewart told me the boy was Adum Pirani, junior champion of England, who was to give up the game because it was too easy for him.<br />
<br />
Stewart asked me about the size of the Go tree, which he wanted to mention in an article for New Scientist. I made a hasty back-of-the-envelope calculation and offerred to co-author. We wrote half each. <div class="separator" style="clear: both; text-align: center;"><a href="https://1.bp.blogspot.com/IxjHxrXGjsGeQByJc_PLtWHqpWMpJwOAs26OcQq4ggU2GMX7Izk1yErOmAC6o3ZUm7ZVvmK1NQLp8p0=s400" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"><img border="0" data-original-height="400" data-original-width="310" height="320" src="https://1.bp.blogspot.com/IxjHxrXGjsGeQByJc_PLtWHqpWMpJwOAs26OcQq4ggU2GMX7Izk1yErOmAC6o3ZUm7ZVvmK1NQLp8p0=s320" width="248" /></a></div><p>My byline mentioned Teesside, and shortly after the magazine came out, a local rag newshound came knocking, wanting photos of my program and an interview. i explained to him that it was just an idea; there wasn't any working software. He pointed to a pile of computer printout:<br />
"We could take a photo of that - no-one will know the difference..".<br />
<br />
i declined.<br />
<br />
"Ancient Oriental Game Baffles Computer Boffin" was the yellow headline of a double-page spread, his take on my remark that our program wouldn't present any threat to the world's champions.<br />
<br />
That got me my 15 minutes of fame, which Warhol says everyone gets once during their lifetimes; i was even asked: "Are you THE David Brown?" For the first and only time ever, i could say "Yes" :)<br />
<br />
<br />
<br />
<b>8: Back in the US of A</b><br />
<br />
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<br />
I had a job lined up in London; as it was out of academia i figured there would be no turning back, so with Logica's permission, i put off my start date to squeeze in another "gap year" while i still had the chance. Some place i'd never heard of said yes; i looked them up but all i could find out was that their football coach had punched out a player on the opposition team; "Go, Bucks!" was a pinnacle of American high culture.<br />
<br />
Lynn insisted on coming with me to the airport, 200 miles from 'Boro, but before my flight date came around i got a call from my mother saying father had had another stroke. From her tone, i knew that this was the big one, and rushed over to Ireland with Lynn in tow. Mother was horrified - "She can't stay here; you're not married!" Luckily, a neighbour agreed to put Lynn up. Days went by, and mother became more and more drawn. One night, very very late, the hospital rang. I took the call. Mother had insisted on staying up late, very unusual, but my naivety didn't make me ask why. It was only years later that i learned from a distant relative that Mum had told them to turn off the machine; but i think she was right to do so, for Dad wouldn't have enjoyed becoming a vegetable. Dad's death was as traumatic for me as the death of a parent is for anyone, but Lynn got me through it, and back we went to London, where she persuaded me to take her with me to America. She already had her passport with her. So off we went.<br />
<br />
New York was as unwelcoming to Lynn as my mother had been. "She can't stay here; she can't support herself" said the immigration officer. "I'm going to support her!" i exclaimed, in frustration, for we had already missed our connecting flight. "You can't support her - you're not married". For fuck's sake!!<br />
<br />
Eventually, after a lot of arguing, they condescended to allow Lynn a temporary tourist visa and she could apply for it to be renewed later.<br />
<br />
So we were forced to overnight in New York, at Lynn's insistence spending the next day doing the touristy thing, including shopping at Macey's - but i thought that the best bit was that we could watch telly in bed in the morning, something unheard of in England.<br />
<br />
So when our Columbus meet'n'greeter asked how we liked New York, i chattered about morning telly. <br />
"Good Morning, America?"<br />
"No - Tom and Jerry!". <br />
His attentive smile dropped a foot! :)<br />
<br />
It turned out that the only reason i had got the job in Columbus was so i could teach his class on Information Retrieval for him - sort of like being a housemaid, doing the chores the master of the house can't be bothered with. They made me teach Fortran to 450 Business freshmen as well (poor bastards, the class was only in there to act as a filter to keep the number of sophomores down and the Business Faculty wouldn't get the blame for failing freshmen in droves). Weeks after their finals, one came up to me and said "Hey, Professor, i really loved your lectures, but i never did get all that stuff about the knots and ones"! I hadn't know that "nought" meant nothing to Americans. <br />
<br />
And "Computers in Society" - all the junk no-one else wanted to do. To try and give it a flavour of the real world, i brought in a fellow from Batelle, a nearby think-tank, for a guest lecture. He didn't want to know anything about the aims of the syllabus, etc, and just stood at the front and asked the class about what they had done for their projects.<br />
<br />
One student was keen to talk about his - about how the computer is the instrument of the Devil because some IBM machine had 666 written on it somewhere. I was surprised that our guest didn't pooh-pooh this stuff and nonsense, but instead charmed the nutter along. The class learned nothing about computers in society from our guest, but they all loved it, and him, and i saw for the first time how to manage people - butter them up! *<br />
<br />
One day, a dozen of us from the Department went to lunch at a Pizza parlour, complete with huge jugs of piss-weak tasteless beer. When the waitress came to take our order, she couldn't help giggling. "What's so funny?" demanded one. "I'm sorry for laughing,." she said, "..It's just that you're all wearing glasses!". We looked at each other. We were. Reading is bad for your eyes.<br />
<br />
Looking around the corner to my future with Logica, Go AI was off my agenda, but OSU had a Go club, so i dropped in for a look-see. Everyone there was Japanese, and they were the most delightful people i have ever met. There was one slip of a girl with an Afro hairstyle that caught my eye, but i belonged to Lynn, so i just chatted with the chaps.<br />
<br />
At the start of my first game, my opponent bowed slightly and said "Yoroshiku onegaishimasu". I asked him what it meant. He cast his eyes up for inspiration and sucked in his teeth, as he thought long and hard (i could almost hear his brain working). Eventually he said: "It means: 'Please be gentle with me'". What a wonderful way of saying "Let's play"!<br />
<br />
Yoshimitsu was a very gentle gentleman, and his wife Yachio was a gem; Lynn took to her immediately. Yoshi and Yachi had brought their rice-cooker with them to America, because they didn't know whether the savages were civilised enough to know about such things. They were appalled when i told them about English rice pudding, because rice is the food of the Gods, but milk is the excrement of a cow!<br />
<br />
Yoshi became my Japanese teacher; from him too i learned the meaning of the august genuflection that Japanese people ceremoniously make before eating: "Itadakimasu". It was said with such reverent tone and body language that i figured it must be a deeply religious Shinto equivalent of Grace, said at table in middle-class England. Again, Yoshi rolled his eyes, sucked in his teeth and came up with: "I take this"!<br />
<br />
----------------------<br />
* Unfortunately, 35 years later, i found out the hard way that i hadn't learned from his example.<br />
<br />
<br />
<br />
<b>9: Bushido</b><br />
<br />
30 is a dangerous age for a woman, and Lynn was getting close to it, and she wanted a baby. But for a host of reasons, no doubt subconscious ones too, i wasn't ready for that. A few weeks later, she punched me in the face and left. <br />
<br />
Osamu was a keen golfer, and the weather was starting to get warmer, so i bought some new old clubs and we had a game. The fourball behind us on the 1st tee were gobsmacked by the Japanese "Jan...Ken...Po!" way of deciding who would have the honour of teeing off first.<br />
<br />
I'd pretty much lost interest in Go, but gained new interest in Japanese people, their cuisine, and their culture, so i enrolled in a Japanese 101 class - but i'm a poor student at best, and besides, all my new Japanese friends spoke good English.<br />
<br />
September drew near, and my contract was almost up, when Osamu invited me to a party. As i entered the room, the girl with the Afro hairdo came forward, bearing a tray on which were little cuplets of tea. </p><p>The next day, we went on our first date, and i fell in love: hook, line and sinker.<br />
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"Are you selious?!" she asked, and i nodded. Naomi paused; "Okay, i will marry you when i finish my PhD". She was doing inorganic biochemistry - i'd never known there was such a thing, something about metal enzyme catalysts; it was all Greek to me.<br />
<br />
The Department agreed to let me have another 3 months - all that the J1 visa would allow, but it was enough.<br />
<br />
Osamu was being chased by a very pretty girl, but confessed to me that he was sweet on Naomi too. He was convinced he was of Samurai stock (his grandfather had been an army General), and told me about the Samurai code of Bushido: "We will compete for her, but we will remain brothers no matter what happens".<br />
<br />
Naomi came for a holiday to England. On the bus ride to London from the airport, i asked what were her first impressions of the country. She gazed out of the window at the misty English landscape, straight out of a Sherlock Holmes movie, and said: "It's full of murderers"!. She had the most wonderful sense of humour, ever. After my MG was snatched by the traffic cops in Columbus, she gave me a handwritten greetings card, with a drawing of me in my tramp shoes, as she called them, with the dedication: "For his tireless efforts to smash the system by causing the issue of thousands of parking tickets"!<br />
<br />
One day during her visit, i came back to the share-house i was living in, where Naomi was chatting with the others in the dining-room. As i entered, she stopped talkng mid-sentence and stood up, causing the others to gape. "You've got your little slave-girl, then" one said afterwards. Little did he know that in Japanese culture, the woman defers to the man in public, but in private it's the other way around!<br />
<br />
<br />
<b>10: Adrift</b><br />
<br />
Middlesborough hadn't been as dreary as its reputation, and London wasn't as exciting as its propaganda. The tube trains were as dirty and noisy and smelly and full of sweaty bodies as ever, and the traffic even worse. I ached from the call of the sea; The Eye of the Wind had turned my heart as well as my head. So when i heard that Spider was looking for a hull to follow in Tiger's footsteps and rebuild a square-rigger, i begged to join. There were five of us; the Eye team had done it on a shoestring; could we do the same?<br />
<br />
But three dropped out, so Spider looked for sponsorship of a sail training vessel rather than a private peccadillo. He got an appointment with Kerry Packer and i wrote to Prince Charles. The Palace reply came promptly, hand-signed by Charlie. Yes, he would be pleased to be associated with our endeavour, just as he had with Operation Drake... But only after we'd first built the ship.<br />
<br />
Charlie's letter came on top of Spider's news that Packer had had the cheek to have a heart attack and no way was he going to think about sail training. Spider's appointment was cancelled. <br />
<br />
Now there are fools, big fools, and total idiots. I was so disappointed i chucked Charlie's letter away, oblivious to its value as a golden "in" with potential corporate sponsors. At 30 years of age, i was still wet behind the ears.<br />
<br />
And in another tailspin.<br />
<br />
Logica sold me to MoD as their Ada expert, just because i successfully managed a small project on a human factors evaluation of the APSE Ironman design (Ada Programming Support Environment), with a couple of juniors to do the prototyping. "But i'm not an Ada expert!" i protested. "Tt's not starting for 6 months; by then you will be" was the casual reply. I didn't like the sound of that. I didn't want to become a programmer again. I had enjoyed programming when i was 16 at Marconi, when it was a new toy; i'd enjoyed my undergrad project; and even the 365 pages of my thesis wasn't hard work - but programming had become for me the way Wordsworth felt about taxonomic classification, all the rage in his day:<br />
<br />
"Up, up, my friend,<br />
And clear your looks.<br />
Why all this toil and trouble?<br />
<br />
Hark, hear the throstle sing,<br />
Upon my word,<br />
There's more of wisdom in it<br />
<br />
... Let Nature be your Teacher"<br />
<br />
Despite Johnson's quip, when a man is tired of London, he is eager for life! The sea beckoned, but i couldn't afford to ride the Eye for the year's apprenticeship Lesley required before i would be considered for a crew position, so the next best thing was to live near the sea, where it was warm enough to swim in.<br />
<br />
So i went to Singapore.<br />
<br />
<br />
<b>11: Goodbye Go</b><br />
<br />
Naomi refused to come to Singapore, believing she would be hated there because of WWII, which i thought silly, because i wasn't as smart or worldly-wise as she. She wanted to live in a little house in Japan, but i wanted the open sky, and a star to steer her by. It looked like our chapter had turned the page.<br />
<br />
I hadn't bothered with Go much during my London stint, but i turned up once at the Go club in Singapore. The Japanese Go players i had met in Columbus were darlings; the English ones a bit oddball, but one of the Singapore ones was a total arsehole. In general, Singapore people are as nice as Japanese, albeit some still a bit edgy about having been under the thumb of the English before they were born, but Go seems to attract the worst bully-boy types. I didn't go back to the club.<br />
<br />
It was too hot for hockey; too hot for tennis, too hot even for golf, so i took up catamaran sailing to fill in the time between the waterfall of girls on offer, so much more feminine and sexy than their Caucasian sisters. <br />
<br />
<br />
<br />
<b>12: A gaijin for Christmas</b><br />
<br />
3 years later, i was shipwrecked. Literally. Off the coast of Australia. At night. It was my fault; my incompetence; i was the skipper of a small yacht with two green crew. Hours later, I and Bruno were separately washed ashore, but Alois was never found.<br />
<br />
I didn't know where to go; i didn't know what to do. After months of drifting, i ended up in Fiji, headed for Japan, and Naomi.<br />
<br />
When i had told people in Fiji i was going to Japan, they chorused "Oh! You're so lucky! - It's so much better there than here!!".<br />
<br />
And in Tokyo, to the invariable question "Where are you from?" i replied "Fiji", whereupon they all said "Oh! You're so lucky! - It's so much better there than here!!".<br />
<br />
Naomi took me to her brother's house, where she was living. After dinner, her brother's wife said to me: "Debido-san, ofuro, dozo". Naomi explained that i should take my bedtime bath.<br />
<br />
But i wasn't tired. Economy class on the flight from Nauru to Tokyo had been full of tourists, so the check-in girl had bumped me up to First, where i had had a restful sleep in a comfortable chair. And it being winter, Tokyo was refreshingly cool after the heat of the tropics. And there was Naomi, so i said to my hostess: "Oh, i'm not sleepy yet, thank you".<br />
<br />
"Debido-san, ofuro, dozo". <br />
<br />
Naomi explained gently that her sister-in-law was following the etiquette that the house guest is offerred the first bath of the evening. An ofuro is a sitting tub of piping hot water used after a shower to warm you through to your bones, of which it does a perfect job. To save energy, everyone in the family uses the same ofuru water. Evidently the lady of the house wanted to retire, and was being polite in offering me to bathe before herself. So i returned her generosity of spirit, saying "Oh, i see! That's all right, you go ahead - I will take my bath later."<br />
<br />
"DEBIDO-SAN! OFURO!! DOZO!!!".<br />
<br />
i took my bath.<br />
<br />
Naomi and her brother both worked every day, so i was put under the charge of her sister-in-law during the daytime. It turned out that she spoke English perfectly well... <br />
<br />
... but my Japanese 101 wasn't quite up to scratch. On one occasion, i phoned Naomi's laboratory at Ochanomizu University. i had learned in class that the Japanese for 'please' was 'kudasai', so i said to the operator: "Naomi-san, kudasai". Later, at home, Naomi told me they had all had a good laugh at my telephone technique - "You said: 'Give me Naomi' - it's what a suitor says to the father of the daughter he wants to marry!". i grinned and said "Yes. That's what i meant".<br />
<br />
We went to her sister's house in the countryside for Christmas. Few Japanese are Christian, but they all celebrate Christmas. Her sister's husband was a village official, and it was the tradition of the council that they had a Christmas party at a member's house. This year it was her brother-in-law's turn to be host. Naomi and her sister worked all day preparing food, and when the guests were about to arrive, i was ushered into a side room and told to stay quiet. The party was for the council members only.<br />
<br />
I twiddled my thumbs for hours, listening to the raucous festivities in the next room. Then Naomi came in, and said i was invited to join the party. They were all pretty drunk by then. They gestured to me to sit down, and pressed food and drink on me. After a while, the leader of the group got unsteadily to his feet, to make his speech, in English: "We are very lucky! This year we have a gaijin for Christmas! Maybe next year we will have an isejin!!". They all roared. After the party, i told Naomi the story and asked what 'isejin' meant. "It means 'spaceman' she chuckled.<br />
<br />
After Christmas, Naomi had to go back to work, and her brother's house wasn't big enough to accommodate me longterm, so i went on a hoparound. First stop, my Japanese "brother" Osamu, whose mother was right up there with Jean-Guillaume's mother Nouky, the absolutely best cook in the entire world, ever.<br />
<br />
Osamu took me to a little noodle shop, whose owner had once been the Mie prefecture Go champion. He quickly demolished me with a 6-stone handicap, apologising that he had shown me respect by playing his best, whereas he usually let his customers off lightly. It made me think, that a Go player so strong would have to sell noodles for a living.<br />
<br />
Yoshi and Yachi lived in science city Tsukuba, where Yoshi's job was measuring the curvature of the Earth, so they could tell when an earthquake was going to happen. Yoshi mentioned that there was a fellow around the corner who was also interested in computer Go. I went to see Noriaki Sanechika. In the course of our conversation, he said, heartfeltedly, that computer Go was his life's work. That produced in me conflicting feelings: on the one hand, it was nice work if you could get it, and being paid a very decent salary for it too; but on the other hand, what a waste of a life to spend it programming Go!<br />
<br />
<br />
<br />
<b>13: Tokyo Nights</b><br />
<br />
Back in Tokyo, i found lodging first by house-sitting, and then getting a bunk-bed in "English House", a backpacker-style setup with a truckload of young Japanese and a couple of gaijins, who got free board and lodging in return for teaching English to the Japanese clients. On the side, i did some other teaching at a couple of Tokyo's innumerable private language schools, where most of the teachers had white faces but could barely speak English themselves; and a spot of freelance post-translation editing (from Jinglish to English) - motorcycle manuals and the like. As no doubt many of my fellow freelancers were probably as illiterate as the English teachers, it was no wonder that back then instruction sheets for Japanese gizmos were as Double-Dutch as Chinese ones are today.<br /> </p><p> Ishii Press was in Tokyo, so i looked them up. The extravagantly eccentric Richard brought me to the Nihon Ki-in, whose International Director made me an unofficial shodan, more i think out of politesse than merit, although i was able to hold my own as shodan throughout my nine months in Tokyo.<br />
<br />
Except when i played Rob van Zeijst, who demolished me with the same ease as had the Mie champion, bursting out laughing: "You have no idea what's going on!". He was right - i didn't :) Rob was a failed Insei, making me realise just how shallow my own game must be. But his girlfiend was a peach; my eyes popped when she drew the kotatsu* over both our knees - i knew then why Japanese salarymen spend so much money in hostess bars.<br />
<br />
I don't remember exactly what happened between me and Naomi, or why; i only remember a friend standing with me late one night on the ultra-clean Tokyo subway station platform protesting "But i don't know 'Bloody Naomi'!" Looking back, whatever it was, it could only have been my fault; it always is. The biggest error of my life, apart from failing to consider the possibility of an uncharted counter-current off the Australian coast when dead-reckoning for 2 days and nights because there were no stars in the storm-laden sky for a sextant fix and we didn't have SatNav.<br />
<br />
The one thing i did learn from Tokyo is that "Igo o dekimasu-ka?" is a useless pickup line, as the invariable reply is "Nani?? Sorry, no... That's an old man's game". The more genteel ones say "Muzukashi, desu-ne?", but it means the same thing.<br />
<br />
-------<br />
*kotatsu = a woollen blanket under a table, under which a brazier of coals in a pit roasts your knees red hot whilst your aching back is freezing cold as you squat on the floor, not sit in a chair, and they don't have central heating.<br />
<br />
<br />
<b>14: Recycling around the world</b><br />
<br />
Lost again in England after a train ride across Siberia, where there was snow on the ground in May, and on through Finland and France, i remembered how easy it had been in Sydney to make a few bob - in just 10 weeks of IT freelancing i had made enough to live on for a year - so i applied for a resident's visa for Oz. It took the immigration interviewer 2 minutes to make up his mind, but the bureaucracy 9 months to decide that my PhD was an acceptable qualification, and then they only gave me 3 months to get there, so i had to move fast, espcially as i wanted to take in Raivavae on the way, which from the charts looked like the perfect place to anchor; just out of the tropics, you could grow both tropical and temperate crops, and the island was a perfect crescent shape with a lagoon protected by a reef, an ideal cyclone shelter.<br />
<br />
i hitch-hiked across the Atlantic, including rescuing a French family who had given me a lift from Gibraltar to the Canaries when a sudden storm blew in, making Philippe too sick to cope, so i stepped up and brought us to Huelva with the aid of a hand-drawn chart sketched from radio information from a passing ship's navigator incredulous that we didn't have a chart of the Spanish coast. <br />
<br />
Raivavae and Tupuai ("Our island is so much better than theirs") were everything they promised, except that the French paid the locals to not cause trouble about Muraroa, so everything was very pricey and i would have had difficulty making a living there as nothing i had to offer was anything anyone needed. Another dead end.<br />
<br />
I did ok at BHP, until the Research Lab Director decided that if i got contracts 50 weeks a year, my daily rate would give me as much as his salary, and no way was he having that. "$50,000 - take it or leave it". I had no choice.<br />
<br />
I started writing papers again, one of which took me to a Conference which Sanechika-san also happened to be attending. He always travelled with his Go board, so we had a game. You will notice his straight back, whilst i'm crouched over, peering at something small, whilst he calmly surveys the whole scene. He's right; i'm wrong. I see i'm still wearing the woollen jacket i bought in Kabul (because the wolfskin one was too small), 3 days before the Russians invaded, so it must have lasted 13 years.<br /></p><p>A year or so later, Sanechika invited me to a workshop on Go programming in Tokyo, sponsored by the Japanese government's Fifth-Generation Computer initiative. There was a handful of other gaijins there, including Bruce Wilcox, who worked with Walter. We each got an envelope stuffed with cash and a souvenir green tea cup decorated with a famous move, which still adorns my kitchen shelf.<br /></p>
The highlight of the workshop was when the lights flickered and the room swayed. The other gaijins and i looked at each other nervously while our hosts just smiled; i later learned that Japanese people smile when they are embarrassed, not when they think you are, as happens in Western "culture". <br />
<br />
Earthquakes with Bruce, and tornados with Walter - Michigan folk live life on the edge!<br />
<br />
<br />
<b>15: Another recycle</b><br />
<br />
[skip forward 6 years]<br />
<br />
The only constant thing in life is change: day turns into night, and January into December. And in my case, the rug cycles back and forth under and out from under my feet like a pendulum. Half the time it's my own doing; the other half the doing of some cunt who either sees me as a threat to their ambitions, or just because they enjoy killing, or both.<br />
<br />
Like Zebedee, i boinged in and out of spider's traps from New Zealand to Belfast, where i came across Tony Goddard, one of the second-smartest people i ever met (Naomi was the smartest). i asked Tony his opinion as to the most efficient way of capturing the sun's energy: "Grow wood and burn it!" was the wry answer :)<br />
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<br />
I sometimes have trouble with thugs, but Tony was a constantly victimised soul; i guess his sartorial style and politics didn't help. But on the board, he was a magician; not as strong as Rob, but still light-years ahead of me. We would play, i would resign, then we would switch colours, and before very long i had to resign again! Tony had a habit of putting a stone down in just the right place to catch me unawares a dozen moves later.<br />
<br />
I never learned to follow Tony's example, but Paul did, shooting past me from nothing within a year, and although he too seemed to stagnate at that point, i still had to take black more often than not.<br />
<br />
Ireland couldn't last (it was only a 2-year contract) and with no better idea, it was round the merry-go-round again to a windsurfing safari around Oz and a peek at organic farming and off-grid "alternative" societies inhabited by alluring girls, challenging men, and matriarchal dragons.<br />
<br />
At 21, finding a job had been easy; at 41, a little difficult; but at 51, impossible. So i went for a busman's holiday in China. <br />
<br />
<br />
Not long there, i got a letter from Bunei asking me to come for interview in Sydney. I rang them up: <br />
"I'm in China"<br />
"Oh well, never mind then"<br />
"...But i could come to Sydney..."<br />
"Okay; we'll send you an air ticket"<br />
<br />
Whoosh!<br />
<br />
The interviewer was a tiny fellow, very self-assured. He was the Vice-Chancellor, accompanied by a henchman. We chatted for a bit, and then i happened to remark "I don't want to live in China" at which he laughed like a drain and said "Ok.. You're a man of the world; we'll see how you go in a Muslim country".<br />
<br />
<span style="color: black;"><b><a href="https://sites.google.com/site/djhbrown2/rp"><span style="font-size: small;">Hairy Patter</span></a></b></span> <br />
<h4 style="font-family: arial, sans-serif; text-align: left;">
<span style="color: black;"><b><span style="font-size: small;"><a href="https://sites.google.com/site/djhbrown/Home/uploaded-files/fem.pdf?attredirects=0">Featherstars of Borneo </a></span></b></span></h4>
One day my dive-buddy Eng brought along a tourist; an interesting fellow* ...<br />
<br />
*<span style="color: black;"><b><a href="http://petitionmondialepourlapaix.blogspot.com/" rel="nofollow"><span style="font-size: small;"><span face=""arial" , sans-serif"> </span>The Diary of Roland'O</span></a></b></span><br />
<br />
<span style="color: black;"><b><span style="font-size: small;">... </span></b></span>so interesting that i decided to interview him on camera about what he was doing. I had the camera, so why not? <br />
<br />
i enjoyed the video production experience, but Brunei TV didn't respond, so i stuck it on YouTube with a few vids of my own.<br />
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<br />
<b>16: Baby</b><br />
<br />
[skip forward 9 more years]<br />
<br />
Washed up again* in Oz after being ethnically cleansed from Brunei in a flurry of "localisation",... <br />
<br />
* <span style="color: black;"><b><a href="http://naturalenglish.jimdo.com/" rel="nofollow" target="_blank">Natural English</a></b></span><br />
<br />
... i came across an old bone when looking for material to decorate my idea* of revolutionising school maths to make it accessible, meaningful, interesting, and most of all: relevant to the impending adult lives of ordinary children.<br />
<br />
*<a href="http://lcipm.blogspot.com.au/2014/03/maths-for-everyone.html" target="_blank">Maths for Everyone</a><br />
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<br />
<br />
The number on the bone made a penny drop and i was distracted away from maths, hot on the trail of God, something that had from time to time intrigued me ever since my revelation* on the road to Ramsden Heath.<br />
<br />
* <a href="http://lcipm.blogspot.com.au/2013/04/the-material-of-spirit.html" target="_blank">Liam's Book</a><br />
<br />
The trail was better signposted than i would have guessed, and i soon discovered the line of paving-stones that leads from Sumer to Rome, which fitted neatly on top of my theory of a link between Hohle Fels
and Lebombo, 30,000 years before the first of them was laid.<br />
<br />
I was pleased that the first god man invented was a woman, and i
thought information on the memetic lineage was important, for if it
became common knowledge, there would be one less thing for people to
fight about. <br />
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<br />
But my vids explaining it didn't exactly go viral, probably not because i forgot to put a cat in the picture.<br />
<br />
That done and dusted, then maybe bored, or for whatever reason (probably Dhian), i found myself thinking about Go again.<br />
<br />
There were several people talking about Go on YouTube, but none of them ever got around to explaining what they could see, apart from: "if i go here, and you go there, etc".<br />
<br />
My pubescent fascination with AI had long ago dessicated, but as i'd not long ago figured out how all living things are <a href="http://lcipm.blogspot.com.au/2013/11/living-computers-intelligent-plastic.html" target="_blank">Intelligent Plastic Machines</a>*... <br />
<br />
* <a href="http://lcipm.blogspot.com.au/2010/06/request-for-reader-feedback.html" target="_blank">Undressing the Magic of Being</a><br />
<br />
.. i set off on a Don Quixote quest to seek the Holy Grail of what the Mie champion and Rob could see that i couldn't. <br />
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<br />
The response to my ruminations was blunt:<br />
<br />
I'd forgotten the cautionary advice of "The Tao of Bridge". <br />
<br />
Six months later, i foolishly poked my head over the parapet again and was excommunicated. It was no consolation that the same thing had happened to Galileo for the same crime of heresy. Nobody expects the Spanish Inquisition.<br />
<br />
<br />
The past isn't bunk, even if history is written by the winners.<br />
<a href="http://www.telelib.com/authors/O/OrwellGeorge/essay/tribune/AsIPlease19440204.html">http://www.telelib.com/authors/O/OrwellGeorge/essay/tribune/AsIPlease19440204.html</a><br />
<br />
<br />
<b>17: What's it all about, Alfie?</b><br />
<br />
Alpha originally meant "Ox":<b> </b><br />
<br />Should we be surprised? In ancient Canaan, the ox was the earthly symbol of El, the all-powerful bull God of everything. In Sumer, the ox was Nanna, the god of the Moon, responsible for causing earthquakes by his stamping bull feet. The Babylonian name for the Moon was "Sin".<br /><br />And in ancient Egypt, the female ox was the earthly embodiment of the Moon Goddess Hathor, the bringer of life, who later became Isis, the mother of the Sun.<br /><br />Having fought with the Canaanites, the Babylonians, and the Egyptians, the Israelites regarded the horns of the ox - the horns of the crescent moon - as the symbol of the Devil.<br /><br />So Alpha is <br />- all powerful<br />- the bringer of life<br />- the devil<br /><br />Sounds about right.<br />
<br />
No study of Go can omit Alphago, and rightly so, for she has opened a new window onto the game, and another into the utility of her technology. These are separate issues, but they are also joined at the hip by her, so a serious student of either has to consider both of them.<br />
<br />
i'm not a serious student of Alfie, but i am an interested bystander who has looked at her insides a bit - as far as i am aware, i'm the only one so far to have taken a critical look at her, apart from people like Noam Chomsky and John Launchbury who have put DCNN in perspective.<br />
<br />
Alfie is to Go what Iron Byron is to golf, or a bulldozer to a man with a spade. A great brute of a thing, which can shovel bucketfuls of Go stones faster and further than a squadron of Descartes or Socrates.<br />
<br />
Like AlfieFan, Iron Byron is loosely based on the behaviour of humans - it models the double pendulum action of arm and hand movement, just as AlfieFan started out by absorbing the Go moves of people. <br />
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Because it has greater motive power, Iron Byron can smash the ball
way past Ke Jie's best drive, and do so over and over again until the
cows come home without ever dropping the ball, but it lacks the
flexibility to get out of a bunker, or to modify its swing to hit one of
Phil Mickleson's delicate chip shots, or to just juggle a bouncing ball
on the end of its club.<br />
<br />
Alfie0 is neater and cleaner than AlfieFan;
it has no messy basis in human behaviour and no clumsy Monte-Carlo
whistle-in-the-wind guesswork; it is to Go as a cannon is to to golf,
shooting stones straighter and further than the eye can see, by a
technology far more powerful than a swinging stick. It is to Ke Jie
what ENIAC was to the human computers of its day.<br />
<br />
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<br />
<b>18: Tomorrow's AI World </b><br />
<br />
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<br />
Alfie passed the
Go singularity test with flying colours,... <br />
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<br />
... but AI still hasn't got
out of the nursery, regardless of snake-oil carpetbagger salesman Shaman
<a href="http://www.singularity.com/" target="_blank">Kurzweil's handwaving</a>.<br />
<br />
All the same, there is a rosy future for DCNN in pattern
recognition, and it may well bring benefits to such tasks as x-ray
examination. But i don't see it improving Google search any
time soon, because human language requires a domain model, and you
can't fake that by Jeopardybot or chatbot or DCNNbot shortcuts.<br />
<br />
I reckon <a href="http://cbmm.mit.edu/video/patrick-winston-story-understanding-story" target="_blank">Pat Winston's work </a>is a much better signpost to the way forward.<br />
<br />
<br />
<b>19: Swim</b><br />
<br />
Winston's program does a great job of getting to grips with the twists and turns of Shakespeare's plots, using the sort of computational apparatus that is needed to operate intelligently in the real world, such as being able to make inferences and draw analogies between the structures of events.<br />
<br />
The twists and turns of a Go game are more long-winded than those of a Shakespearean or Johnny English drama, but its ontology is far simpler, because there are fewer kinds of things on stage and they interact in fewer kinds of ways. <br />
<br />
Life, death and eyes all derive directly from the rules of Go. But connections, groups, moyos, and influence, are not so cut and dried, leaving plenty of room for argument about what they are and how they should be used. <br />
<br />
Swim's perceptions of the conceptual structures of Go are all predicated upon the single axiom that a stone on the board exerts influence over the 4 points adjacent to it, from which it follows that a tiger's mouth strongly controls the point within it. I call this a "colour-controlled point"; by extension, a tiger's mouth of colour-controlled points or stones controls the point within them too. Transitivity of this principle produces what i call a "cluster" of strongly-connected stones.<br />
<br />
By the rules of Go, a block of stones (or set of blocks linked by open diagonals) lives or dies as a unit; Swim conceives that the same is largely true of a cluster, which it sees as the building block for larger structures: groups and moyos. That's not to say that parts of a cluster cannot be cut or killed, nor that if one stone in a cluster dies, all die, but Swim does perceive that a cluster is sufficiently strongly-connected that it can be treated as an operational unit - kind of like a platoon of soldiers.<br />
<br />
Empty points within a cluster that are surrounded on all 4 sides by colour-controlled points are probable eye-points. Trivially, if a cluster has two separate probable eyes, or a single eye large enough to form two against any opposition (which doesn't require reading, as any eye bigger than 3 which is not one of the known dead shapes can make two eyes), it is "obviously" alive. Similarly, a cluster which is not obviously alive and is fully surrounded by obviously live enemy clusters, is obviously dead.<br />
<br />
Obvious life and death is not unconditional life and death, but something pretty dramatic would have to happen for an obviously alive (dead) cluster to die (live).<br />
<br />
Clusters are not part of the lingua franca of Go, but influence and groups are. Everyone talks about Go groups, but the term lacks a formal definition, because even after hundreds of years, no formal concensus has been achieved.<br />
<br />
In mathematics, a 'group' is a set of things united by an operator, which when applied to any member or members of a group, produces another member of that same group. This doesn't quite correspond to the informal usage of the word 'group' in everyday parlance, which tends to loosely mean a set of objects, each having the same value of an attribute. For example, "a group of people" usually means they are in the same place, or have (or are doing) something else in common.<br />
<br />
In the case of a group of Go stones, the operator that ties its members together (the thing they have in common) is the transitive relationship of connection.<br />
<br />
By the rules of Go, adjacent stones are absolutely connected, leading some books to use the term 'group' to mean just that. But at other times, the same author will write about 'groups of stones' that are not adjacent, but closely positioned.<br />
<br />
This led Reitman and Wilcox to use the term 'string' to refer to blocks of adjacent stones, and the term 'group' to refer to blocks related by linkages through ogeima. That's reasonable, but it doesn't take into account the presence of enemy stones in the vicinity. So i looked for a more semiotic way to circumscribe a group.<br />
<br />
Swim
perceives a "group" to be not just closely-positioned
stones, but an area of the board more under the influence of one player
than the other. That requires a definition of influence, a concept much talked-about but often in rather vague terms, with people retreating to "let me show you an example" instead of just saying what they mean - because if truth were told, most people don't have a clear idea of what it is or how to use it.<br />
<br />
Swim doesn't have the luxury of being able to waffle about tricky questions; it has to put it in black and white. So here it is: to Swim, a not obviously dead cluster casts a shadow around it - that shadow is propagated by the recursive application of the same principle by which it establishes colour-connection: the idea that a shadowed point exerts some influence over its links.<br />
<br />
My first intuition was that (in the absence of enemy stones getting in the way), a cluster casts a shadow that is bigger than itself, kind of like the way an object casts a shadow that covers an area larger than it when the sun is below its zenith. And of course, shadows are less solid than the object casting them, so my shadow map algorithm propagated a shadow onto an empty point when at least two of its links was shadowed (or coloured, or occupied) and none was opposite shadowed (or coloured, or occupied). A shadowed point shadows its links, and so on. This was the algorithm that pnprog implemented*. I later had second thoughts, but soon after third ones, deciding that my first idea was better than my second.<br />
<br />
* <a href="https://github.com/pnprog/gomap">https://github.com/pnprog/gomap</a> <br />
<br />
Shadows have only a light hold on the space they cover, but it's more than nothing, so when same-coloured shadows meet, Swim perceives their clusters form a group.<br />
<br />
Lines of sight between friendly groups across unshadowed empty space circumscribe moyos, and green lines between the extremities of opposing groups indicate good places to expand your moyo whilst reducing opp's, and are the edges of escape paths for invaders, as illustrated in 'JueYi's New Move'.<br />
<br />
Swim's hierarchical conceptions provide a kind of 3-D terrain across which it navigates to seek a route to achieve a goal. There are many ways of going about playing Go; Swim's broad approach
is a stylised version of "honte when ahead, and fight when behind", insofar as i understand what honte and fight mean from
reading a few Ishii Press books.<br />
<br />
To employ such a strategy, Swim needs to make a preliminary assessment of the balance of power in the game, which it does by simply adding up the sizes of groups (ie clusters and their shadows) of each player. If the difference is less than a fraction of the remaining unshadowed space, or if Swim is well ahead, it elects to play safe. Otherwise it fights.<br />
<br />
Swim uses deductive reasoning to prove to itself that a goal is satisfiable, which involves the application of a hierarchy of methods, down to the level of individual move areas. It's top-level goal (playsafe or fight) gives rise to several subgoals, and subsubgoals etc, down to move areas. The intersection of all move areas that satisfy the top-level goal is its choice.<br />
<br />
Proving that a goal is satisfiable involves assuming that the opponent will try to counter it. A metamethod oversees the planning process, imagining an opponent counter-goal for each subgoal it creates; if it thinks the opponent can find a move which satisfies a counter-goal, the player's subgoal is considered unsatisfiable and that line of investigation is cut short. On the other hand, if it can't find a move for the counter-goal, then the player's subgoal is deemed satisfiable.<br />
<br />
Some subgoals don't have a counter-goal - for example, a low-level subgoal to extend a block (= an R&W string) is trivially achievable; there's nothing the opponent can do to stop it. <br />
<br />
Swim's planning methods create candidate moves; these are the roots of search trees, since you can't be sure that the opponent would only play to try and stop Swim doing what it wants; the opponent will have plans of his own.<br />
<br />
Swim methods are independent, so there's no reason why they shouldn't operate in parallel, and no reason why it shouldn't search right to the end of the game.<br />
<br />
So, to beat Alfie at her own game, all Swim has to do is be better than Alfie's policy net.<br />
<br />
<br />
<br />
<b>20: Tomorrow's Go World</b><br />
<br />
The
human brain is miles more parallel than a roomful of matrix processors
(seductively called Tensor Flow machines by the ad agency), but an
electrochemical spike of a human axon only travels at roughly the speed
of sound (and a synapse much slower), compared to the almost
light speed of electrons flying along gold wires and in and out of VLSI
transistors, so Alfie's daughters will
have even more of an edge over Ke Jie's.<br />
<br />
Alfie's impact on the future of our understanding of Go will be
mixed; there will be new joseki, but my guess is she won't trigger a
revolution in strategy or technique. For a while, AlphaLee and Master's
unusual style and "new moves" caused a lot of chatter among the pros and copycatting among the kyus,
but AlphaZero (A0) may have turned all that around, as her style and
technique look more orthodox. I think the key reason for
A0's more elegant behaviour is that she has no Monte-Carlo component - her search is probabilistic, but
it's probabilistic heuristic search with no random element, thereby
reducing the chance of an oddball move like Move 37 coming up trumps.<br />
<br />
A0's
heuristics are embodied in her policy net, the learning of which
travelled her own version of the long and winding road travelled by
thousands of Go scholars over hundreds of years. That she was able to
do this in pretty much the blink of an eye (just a few weeks) says a lot
about the information processing power of modern computer technology.
But then again, that's not news, as ENIAC was able to do it too (for
ballistics calculations) nearly a century ago.<br />
<br />
Michael Redmond is beginning to find flaws in Master, and even one in A0 (in game 4 of A0 v Master); but that could be patched up by further A0 self-training and there is no reason to believe that she can't go higher up Go mountain, particularly if her hill-climbing optimisation methods are improved by a technique such as simulated annealing to avoid becoming stuck on a local optimum.<br />
<br />
DCNN is an effective discriminator of A from B, but whether A0's policy net is a better discriminator of a good move from a bad one than Swim's hierarchical logic is a moot point - all we know so far is that DCNN is better than stone patterns as a candidate move generator.<br />
<br />
With just a handful of context-sensitive methods, Swim has already
explained why Lee Sedol's magic wedge didn't work... <br />
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..., why Jue Yi's invasion
does work,...<br />
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<br />
and a few other examples.<br />
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<br />
Swim methods are collections of inference rules,
which can be learned* from examples provided by Alfie and advice provided by experts such as Michael Redmond:<br />
<br />
* <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3071677" target="_blank">Learning to Swim</a><br />
<br />
Swim can do one thing Alfie can't: it can explain why it 'thinks' a move is good in terms that people can understand. And because Swim's ontology is a lot simpler than <a href="https://en.wikipedia.org/wiki/Cyc" target="_blank">Cyc</a>'s, its explanations could be translated into natural language by something like Bruce Wilcox's <a href="https://sourceforge.net/p/chatscript/wiki/Home/" target="_blank">Chatscript</a>, which accesses a domain model expressed in a similar form to Swim's methods' rules. So Swim could even sensibly answer free text questions without a huge programming effort. <br />
<br />
See what i mean?<br />
<br />
<br />
<br />
<br />
<b>21: The Horizon Effect </b><br />
<br />
Football is the nearest thing we have to The Beautiful Game; compared to it, The Art of Go is no prettier than the Art of its physical analogue: mud-wrestling. Neither presents an opportunity for swarm intelligence through cooperation to choreograph a ballet dance (Pair Go usually behaves more like a domestic squabble than a team effort). Although, to be fair, i suppose one could say that Alfie is a swarm intelligence, in that she does parallel search and puts the separate findings together.<br />
<br />
The appeal of Go lies deep in the heart of an organism very proud of itself, but unjustifiably so, considering all the injustice it perpetrates against others in wars for profit, or hubris.<br />
<br />
The ubiquitous relentless quest to go one better than your neighbour, or better than yourself as you struggle on the slopes of Go mountain, which, by definition, only few can summit, is what makes you human - but since all species compete, even plants, what makes you human is no different from what makes any other species what it is.<br />
<br />
All species (with rare exception such as honey bees and formica ants) compete for space, for resources, for mates, regardless of how much there is to go around. It's the nature of the beast. That's what evolution of the fittest genes creates.<br />
<br />
And to compete, you have to be able to look ahead, even in Sumo wrestling, which typically lasts only a few seconds.<br />
<br />
Before Berliner, chess programs suffered from a depth horizon. Monte-Carlo Tree Search found a way around that for Go, but turned out to be vulnerable to a width horizon effect, because sampling at random overlooks too many good moves and thus promotes too many bad ones.<br />
<br />
Alfie almost found a way around that, by using a DCNN move generator, but still suffers a bit from a width horizon, coming up with occasional bad moves like Move 37 that only looked good because her opp was unable to take advantage.<br />
<br />
It wasn't until Monte-Carlo was chucked out of AlfieZero's design that we really started to see how the game should be played, as A0 drove Master to let her Emperor's slip show, revealing her true self: her fundamental banality, as she started playing Tilt moves in game 4 after it was already too late.<br />
<br />
The horizon of the human imagination has a great impact on how we play Go, but a much greater one on how we live life, for because of it, human life on Earth isn't going to last much longer, so long as we continue to operate within amazingly shallow narrow-minded short-term self interest, abjectly neglecting the needs of our neighbours' grandchildren.<br />
<br />
The video below has only attracted 195,866 views, barely a drop in the oceans of gogglers at cats or celebs or other people falling over - yet it is arguably the single most important video on the whole Internet, whose subject matter will affect the lives of those that ignore it more than they don't imagine because they don't think about it :<br />
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Exeunt, stage left<br />
__________________________<br />
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<br />Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-87971306008044460242016-09-15T05:06:00.000-07:002018-01-18T02:43:09.969-08:00The Reason for Tilt<div align="center" style="line-height: 100%; margin-bottom: 0cm;">
<style type="text/css">p { margin-bottom: 0.25cm; line-height: 120%; }a:link { }</style><span style="font-size: small;"><img alt="" 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" /> </span></div>
<div align="center" style="line-height: 100%; margin-bottom: 0cm;">
<br /></div>
<div style="line-height: 100%; margin-bottom: 0cm; text-align: left;">
<span style="font-size: small;">Black's banal moves of 85-89 and 93 prompted a discussion in the commentary team of Andrew Jackson and
Kim Myungwan about bots going “on tilt” when they start losing.</span><br />
<br />
<span style="font-size: small;">Certainly
it looked for all the world as if Alphago had suddenly lost her head,
as the efficacy of her moves plummeted from the lofty standard of her
prior plays to a level of naivety that kyus would scoff
at.</span><br />
<br />
<span style="font-size: small;">What
could cause such an apparent mental breakdown?</span><br />
<br />
<span style="font-size: small;">Well,
it wasn't a mental breakdown; Alphago is Quixotic all the time, even
when winning, even when playing jaw-dropping tesuji like she did in
game 1. Her lack of reality only becomes apparent when we can see
the error of her ways.</span><br />
<br />
<span style="font-size: small;">To
see why bots seem to sometimes lose their heads, let's imagine a bot
is playing black and that there are 10 possible moves at each turn -
call them b1,..b10. For each of these, white has ten choices
w1,..,w10, and so forth. </span><br />
<br />
<span style="font-size: small;">Now, suppose that for, say, b4, 9 out of the 10
replies to it lead to wins for black. Then the probability of b4
being a winning move is 90%. </span><br />
<br />
<span style="font-size: small;">Now suppose the winning probabilities are lower
for all the other possible first moves. So b4 looks good.</span><br />
<br />
<span style="font-size: small;">Only
one reply to b4 - let's say w3 - leads to a white win. But what if
w3 were an obvious move? What if anyone with half a brain would play
w3 in response to b4?</span><br />
<br />
<span style="font-size: small;">Lee Sedol played the obvious (forced) 84 in
response to black 83, and 86 in answer to 85, etc. We could all see
that black cannot save his stones there - but Alphago didn't,
because she doesn't know anything about Go, except how to count the
final score to see who won. Her policy network operates like a set
of autonomic stimulus-response reflexes learned from gerzillions of
trials; but she has no overview, no plan, no commonsense.</span><br />
<br />
<span style="font-size: small;">MCTS
bots sometimes choose moves that could only work if the opponent
played tenuki. But tenuki of the first move in a path through the
tree is just one case; in a lookahead sequence 20 moves long, there
are ten opportunities for the opponent to tenuki - ten chances for
the bot to win against a blind man. And there are usually dozens, maybe
hundreds, of other places the opponent could play instead of the
obvious forced move.</span><br />
<br />
<span style="font-size: small;">But MCTS doesn't know when a move is forcing;
it doesn't know that no opponent with his wits about him would tenuki
on any of those ten occasions. It only knows that it has a 90%
chance of winning if you are too dumb to not make the obvious
replies. It doesn't know that you are not that dumb. All it knows
are the statistics. </span><br />
<br />
<span style="font-size: small;"><a href="http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2818149">Commonsense Go</a> does know; it tests the viability of move candidates before
proposing them.</span><br />
<br />
<span style="font-size: small;">I
wonder, if Alphago used Commonsense Go instead of her policy network,
would she play better by not going on tilt?</span></div>
<div style="line-height: 100%; margin-bottom: 0cm;">
<br /></div>
Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-36306406834648053642016-04-15T21:52:00.000-07:002016-04-15T23:28:51.020-07:00Go talking softwareAlthough of no interest to muscle-car revheads fixated on copy-and-paste MonteCarlo steamrollers, anyone who would like to get a box of software tricks to be able to talk meaningfully about Go might like to take a second look at the observations of Redmond, Kim & Hajin, and An Younggil, which have been collated into a single sgf showing the common and different variations they explored after move 77 in game 4 of the Alphago - Lee Sedol match, supplemented with Lee's own reflections.<br />
<br />
<a href="https://sites.google.com/site/djhbrown2/game4commented.sgf">game4commented.sgf</a><br />
<br />
The commentators all focussed on achieving and/or refuting the same overall goals of black and white, and looked at various variations within that common theme.<br />
<br />
How the goals and theme could be conceived, expressed, thought about and talked about by a computer program will be the subject of a future posting, coming soon.<br />
<br />
sgf does not recognise transpositions of subsequences nor different variations leading to the same position, producing a much bushier variation sgf tree than the network of relatively few key lines collectively examined by the commentators. <br />
<br />
a game variation network record format (backwards-compatible with sgf) plus an offline editor that could identify and display transpositions, convergence of variations, authors of variations (by colour-coding of node links), occurrences of common subsequences across variations and key moves transported from within one variation to the start of another (by superimposed graphics), that would show, for example, how Hajin Lee's musings prompted Myungwan Kim to discover the correct defence to Lee Sedol's magic wedge, would be not all that difficult to produce, so would be an interesting and marketable computer science student programming project.<br />
<br />
PS the editor also ought to be able to cycle through the endpoints of variations, so its user can immediately see where they each lead so as to compare them with a view to making a choice, and enable hopping from anywhere within one branch to the start of the next, so as to facilitate such things as the learning of joseki, fuseki and yose, and, as the sgf record example provided doesn't really show in an easy way to compare with a tree crawler like cgoban3 or gogui, the ultimate outcomes of different attack/defence tactics. Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-1863325693879047202014-03-04T17:33:00.011-08:002022-03-07T20:03:26.376-08:00Maths for Everyone<p>hyperlink to:<a href="https://drive.google.com/file/d/1555_WHLTMyT6iX65gtts9ielhoQccP1A/view?usp=sharing"> The Trouble with Maths </a>(pdf, 43 pages) <br />
<br /></p>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-25368891506201262792013-11-13T14:51:00.005-08:002022-11-14T15:36:35.945-08:00Living Computers: Intelligent Plastic Machines<a href="https://drive.google.com/file/d/1TDkGN_pVUh_l86K5QFJqt6dj6wh_Z1hO/view?usp=share_link" target="_blank">Part I</a><br />
<br />
<a href="https://drive.google.com/file/d/1uIZtLNsambiXiISHVFzXGxOK5HTULTkQ/view?usp=sharing" target="_blank">Part II</a><br />
<br />
<a href="https://drive.google.com/file/d/1rF2Pjz-V9MMt_nAHzd83wLkD0DmTXKHJ/view?usp=sharing" target="_blank">References </a>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-45825461081210290202013-04-21T20:32:00.000-07:002014-10-01T02:46:10.559-07:00Liam's Book<a href="https://sites.google.com/site/djhbrown2/spirit.pdf?attredirects=0&d=1">current draft</a>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.comtag:blogger.com,1999:blog-6939070424273648542.post-85295586689346824162010-06-22T03:00:00.002-07:002020-08-12T23:26:42.313-07:00Being<br /><a href="https://drive.google.com/file/d/17FWhV-7BgYieNX3ILjCtRzzhN3rjRjA3/view?usp=sharing" target="_blank">
</a><a href="https://drive.google.com/file/d/17FWhV-7BgYieNX3ILjCtRzzhN3rjRjA3/view?usp=sharing" target="_blank">abridged version of IPM</a>Kynszch Didaleshttp://www.blogger.com/profile/02850984155344321153noreply@blogger.com