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   : https://system-school.ru/engineering (https://system-school.ru/engineering),   https://t.me/systemsthinking_course (https://t.me/systemsthinking_course),         ,    .   ,     ,       ,  (      ).




1.   








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         ,           ,       ,     ,     .    .       ,      ,     ,       ,     . ,       ,       , -         ,       (      ),     (  ,    ),  -      ,    -      .

         ,        ,    .          ,           : GitHub Copilot Amazon CodeWhisperer.  ,              Copilots CodeWhisperers[12 - https://techcrunch.com/2022/06/23/amazon-launches-codewhisperer-its-ai-pair-programming-tool/ (https://techcrunch.com/2022/06/23/amazon-launches-codewhisperer-its-ai-pair-programming-tool/)]. Ƞ         (   ,   /       ).

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    -       ( /affordance:  -   -  ,     )   (    -    ,       )   ,   ,    : 1.     T5  GPT-3   ,     - /prompt[13 - https://en.wikipedia.org/wiki/Prompt_engineering (https://en.wikipedia.org/wiki/Prompt_engineering)],             (    T5:    - -,   2x2=     4) 2.         .   :  ,    ,    ,     ,      ( [14 - https://ailev.livejournal.com/1009201.html (https://ailev.livejournal.com/1009201.html)]),    ,    [15 - ,        Allen AI & UW Propose Unified-IO: AHigh-Performance, Task-Agnostic Model for CV, NLP, and Multi-Modal Tasks,https://arxiv.org/abs/2206.08916 (https://arxiv.org/abs/2206.08916)]   [16 - GENA_LM     ,       (T2T-CHM13),      2022, https://huggingface.co/AIRI-Institute/gena-lm-bert-base/ (https://huggingface.co/AIRI-Institute/gena-lm-bert-base/),https://github.com/AIRI-Institute/GENA_LM (https://github.com/AIRI-Institute/GENA_LM)], 3.    ,  ( ),   .

   ,     ,       ,    ,  ,    ,  ,       ,   ,   ,  ,     ,      .    ,     -    ,      (     , ,      ,       - ). ,  /relax       ,     ,    ,        -  ,            [17 - https://ailev.livejournal.com/1464563.html (https://ailev.livejournal.com/1464563.html)].




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               -   / . ,       ,   [18 - https://ru.wikipedia.org/wiki/ (https://ru.wikipedia.org/wiki/%D0%95%D0%B2%D0%B3%D0%B5%D0%BD%D0%B8%D0%BA%D0%B0)]   .    :                   ,        ,      -      ?         ,      /misfit   ,       !     ,     ,     ,    .      ,         .     :

   , - ,      !,     .   ,             , ,  [19 - https://www.nbcnews.com/politics/supreme-court/supreme-court-wipes-away-constitutional-guarantee-abortion-rights-over-rcna18718 (https://www.nbcnews.com/politics/supreme-court/supreme-court-wipes-away-constitutional-guarantee-abortion-rights-over-rcna18718)].

  ,     , 帠       !    ,  !   !,    , , John Doyle[20 - https://ailev.livejournal.com/1622346.html (https://ailev.livejournal.com/1622346.html)].



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  ,      [23 - https://ru.wikipedia.org/wiki/ (https://ru.wikipedia.org/wiki/%D0%A1%D0%B5%D1%86%D0%B5%D1%81%D1%81%D0%B8%D1%8F)],  500600, 3500.       ,       ,      (   ,          )        ,  ,  ,    ,               , -   , 600   ,    .   ,        ,    ꠫,  -     , - .    ,     ,   .   ,          . - ,    ,        ,        .   ,      ,       .  ,      ,   . ,     ( , , ),  (      ) ,     ,    .     -    .  ,       , .

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       ,     (,        ,     ,   [25 - https://www.pnas.org/doi/10.1073/pnas.1807890115 (https://www.pnas.org/doi/10.1073/pnas.1807890115)]).     ,   :    ,     ,    ,   ,        ,  , .  ,    (  -          ,         ,   ,   ).

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      ,        . Ѡ  ,  ,    [28 -         / , ,  , ,    / (          ---): Emergent Abilities ofLarge Language Models,       ,   , https://arxiv.org/abs/2206.07682 (https://arxiv.org/abs/2206.07682)       (     ): https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html (https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html)        (     ):https://www.quantamagazine.org/elegant-six-page-proof-reveals-the-emergence-of-random-structure-20220425/ (https://www.quantamagazine.org/elegant-six-page-proof-reveals-the-emergence-of-random-structure-20220425/)].

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            .   Project Performance Engineering Systems Engineering News  2022     [34 - https://issuu.com/ppisyen/docs/ppi_syen_111_april_2022/29 (https://issuu.com/ppisyen/docs/ppi_syen_111_april_2022/29)],     :








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   .

   ,     (https://www.litres.ru/pages/biblio_book/?art=68254655)  .

      Visa, MasterCard, Maestro,    ,   ,     ,  PayPal, WebMoney, ., QIWI ,       .



notes








1


  model-based model-driven.




2


https://ailev.livejournal.com/1106188.html (https://ailev.livejournal.com/1106188.html)    2014.  2022 ,               ,  .




3


https://ru.wikipedia.org/wiki/ (https://ru.wikipedia.org/wiki/%D0%9A%D0%B0%D1%82%D0%B0%D0%BB%D0%BB%D0%B0%D0%BA%D1%82%D0%B8%D0%BA%D0%B0)




4


https://ru.wikipedia.org/wiki/_ (https://ru.wikipedia.org/wiki/%D0%A7%D0%B8%D1%81%D0%BB%D0%BE_%D0%94%D0%B0%D0%BD%D0%B1%D0%B0%D1%80%D0%B0)




5


https://system-school.ru/systems-management (https://system-school.ru/systems-management)




6


.     -:   inductive bias,   !, https://ailev.livejournal.com/1598826.html (https://ailev.livejournal.com/1598826.html);   xGI:  ,   , , https://ailev.livejournal.com/1600567.html (https://ailev.livejournal.com/1600567.html);   xGI:  ,    , https://ailev.livejournal.com/1600861.html (https://ailev.livejournal.com/1600861.html).




7


https://fondgp.ru/publications/---/ (https://fondgp.ru/publications/%D0%BF%D1%80%D0%BE%D0%B1%D0%BB%D0%B5%D0%BC%D1%8B-%D0%BF%D0%BE%D1%81%D1%82%D1%80%D0%BE%D0%B5%D0%BD%D0%B8%D1%8F-%D1%81%D0%B8%D1%81%D1%82%D0%B5%D0%BC%D0%BD%D0%BE%D0%B9-%D1%82%D0%B5%D0%BE%D1%80%D0%B8/)




8


https://system-school.ru/uptodate (https://system-school.ru/uptodate)




9


,        ⠫  .




10


https://countrymeters.info/ru/World (https://countrymeters.info/ru/World)




11


https://arxiv.org/abs/2206.08896 (https://arxiv.org/abs/2206.08896)




12


https://techcrunch.com/2022/06/23/amazon-launches-codewhisperer-its-ai-pair-programming-tool/ (https://techcrunch.com/2022/06/23/amazon-launches-codewhisperer-its-ai-pair-programming-tool/)




13


https://en.wikipedia.org/wiki/Prompt_engineering (https://en.wikipedia.org/wiki/Prompt_engineering)




14


https://ailev.livejournal.com/1009201.html (https://ailev.livejournal.com/1009201.html)




15


,        Allen AI & UW Propose Unified-IO: AHigh-Performance, Task-Agnostic Model for CV, NLP, and Multi-Modal Tasks,https://arxiv.org/abs/2206.08916 (https://arxiv.org/abs/2206.08916)




16


GENA_LM     ,       (T2T-CHM13),      2022, https://huggingface.co/AIRI-Institute/gena-lm-bert-base/ (https://huggingface.co/AIRI-Institute/gena-lm-bert-base/),https://github.com/AIRI-Institute/GENA_LM (https://github.com/AIRI-Institute/GENA_LM)




17


https://ailev.livejournal.com/1464563.html (https://ailev.livejournal.com/1464563.html)




18


https://ru.wikipedia.org/wiki/ (https://ru.wikipedia.org/wiki/%D0%95%D0%B2%D0%B3%D0%B5%D0%BD%D0%B8%D0%BA%D0%B0)




19


https://www.nbcnews.com/politics/supreme-court/supreme-court-wipes-away-constitutional-guarantee-abortion-rights-over-rcna18718 (https://www.nbcnews.com/politics/supreme-court/supreme-court-wipes-away-constitutional-guarantee-abortion-rights-over-rcna18718)




20


https://ailev.livejournal.com/1622346.html (https://ailev.livejournal.com/1622346.html)




21


https://lesswrong.ru/w/__ (https://lesswrong.ru/w/%D0%9F%D0%BE%D0%BB%D0%B8%D1%82%D0%B8%D0%BA%D0%B0_%D1%83%D0%B1%D0%B8%D0%B9%D1%86%D0%B0_%D1%80%D0%B0%D0%B7%D1%83%D0%BC%D0%B0)




22


https://tass.ru/mezhdunarodnaya-panorama/14956829 (https://tass.ru/mezhdunarodnaya-panorama/14956829)




23


https://ru.wikipedia.org/wiki/ (https://ru.wikipedia.org/wiki/%D0%A1%D0%B5%D1%86%D0%B5%D1%81%D1%81%D0%B8%D1%8F)




24


https://en.wikipedia.org/wiki/Geometrical_frustration (https://en.wikipedia.org/wiki/Geometrical_frustration)     Frustrated magnetism insolids,     ,    .




25


https://www.pnas.org/doi/10.1073/pnas.1807890115 (https://www.pnas.org/doi/10.1073/pnas.1807890115)




26


https://ailev.livejournal.com/1619025.html (https://ailev.livejournal.com/1619025.html)




27


  https://ailev.livejournal.com/1621262.html (https://ailev.livejournal.com/1621262.html)




28


        / , ,  , ,    / (          ---): Emergent Abilities ofLarge Language Models,       ,   , https://arxiv.org/abs/2206.07682 (https://arxiv.org/abs/2206.07682)       (     ): https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html (https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html)        (     ):https://www.quantamagazine.org/elegant-six-page-proof-reveals-the-emergence-of-random-structure-20220425/ (https://www.quantamagazine.org/elegant-six-page-proof-reveals-the-emergence-of-random-structure-20220425/)




29


https://en.wikipedia.org/wiki/Technical_debt (https://en.wikipedia.org/wiki/Technical_debt)




30


https://www.hospitality-school.com/buffet-meaning-table-setting/ (https://www.hospitality-school.com/buffet-meaning-table-setting/)




31


If there is an issue between SE and EoS, it may be semantic, rather than grammatical. Classically, the first word moderates the second: so, inSE, systems appears tomoderate (describe the type or flavour of) engineering; and inEoS, engineering appears tomoderate (describe the type and flavour of) systems. prof. Dereck Hitchins, SYSTEMS ENGINEERING VS. ENGINEERING OFSYSTEMS SEMANTICS?,https://systems.hitchins.net/profs-blog/systems-engineering-vs.html (https://systems.hitchins.net/profs-blog/systems-engineering-vs.html)




32


https://system-school.ru/teaching (https://system-school.ru/teaching)




33


Its relatively easy tomake aprototype but extremely difficult tomass manufacture avehicle reliably at scale. Even for rocket science, its probably afactor of10harder todesign amanufacturing system for arocket than todesign the rocket. For cars its maybe 100times harder todesign the manufacturing system than the car itself. The issue is not about coming up with acar design its absolutely about the production system, Musk said. You want tohave agood product tobuild, but thats basically the easy part. The factory is the hard part.https://www.businessinsider.com/elon-musk-says-building-factory-100-times-harder-than-making-car-2019-3 (https://www.businessinsider.com/elon-musk-says-building-factory-100-times-harder-than-making-car-2019-3)




34


https://issuu.com/ppisyen/docs/ppi_syen_111_april_2022/29 (https://issuu.com/ppisyen/docs/ppi_syen_111_april_2022/29)




35


http://www.worldscinet.com/srf/03/0302/free-access/S1793966609000080.pdf (http://www.worldscinet.com/srf/03/0302/free-access/S1793966609000080.pdf)




36


 deep,       - .  deep learning   ,        /  .             (-)  .




37


.      , 1:04:11,https://www.youtube.com/watch?v=lpgpnCoV14w&t=3851s (https://www.youtube.com/watch?v=lpgpnCoV14w&t=3851s)




38


https://ailev.livejournal.com/1622346.html (https://ailev.livejournal.com/1622346.html)




39


https://www.incose.org/about-incose




40


         http://incose-ru.livejournal.com/ (http://incose-ru.livejournal.com/),      - https://t.me/incose_rus (https://t.me/incose_rus).




41


12     , .  :https://ailev.livejournal.com/1623518.html (https://ailev.livejournal.com/1623518.html)




42


https://www.incose.org/about-incose/Leadership-Organization/code-of-ethics (https://www.incose.org/about-incose/Leadership-Organization/code-of-ethics)




43


https://www.incose.org/about-systems-engineering/se-vision-2035 (https://www.incose.org/about-systems-engineering/se-vision-2035)


