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Н Новости

«Золотой век ИИ в СССР», или Как ученые в 1950–1960-е годы заложили основы искусственного интеллекта

Ключевые идеи, благодаря которым сегодня мы с помощью ИИ рисуем картинки, распознаем образы, пишем тексты и обеспечиваем безопасность на предприятиях, были заложены до появления терминов «искусственный интеллект», «нейросеть» и домашних компьютеров.

Описанная Норбертом Винером кибернетика в 1950‑е годы сперва была воспринята в СССР как лженаука, целью которой якобы была дегуманизация человека и замена трудящихся на машины. Но вскоре советские математики исправили это досадное недоразумение и нашли способ применять теорию управления и передачи информации на благо общества. «Обеление» молодой науки привело к всплеску междисциплинарных исследований: совместно работали математики, физики, врачи‑психиатры, биологи.

В статье рассмотрим на примере ряда выдающихся ученых и изобретателей создание фундамента, на котором стоят машинное обучение, вычислительная лингвистика и управление сложными системами. А биографии покажут, что из этих людей можно было бы делать гвозди — и не было бы их прочнее.

Претензии к кибернетике в начале 1950-х и ее «обеление» в СССР

В начале 1950-х годов новую науку воспринимали как нечто враждебное ценностям СССР. В четвертом издании «Краткого философского словаря» Розенталя и Юдина о ней написано так:

«Приверженцы кибернетики определяют ее как универсальную науку о связях и коммуникациях в технике, о живых существах и общественной жизни, о «всеобщей организации» и управлении всеми процессами в природе и обществе. Тем самым кибернетика отождествляет механические, биологические и социальные взаимосвязи и закономерности. Как всякая механистическая теория, кибернетика отрицает качественное своеобразие закономерностей различных форм существования и развития материи, сводя их к механическим закономерностям».

Ранее, еще в 1952 году, советский психолог Михаил Ярошевский опубликовал статью «Кибернетика — наука мракобесов» в «Литературной газете». Тогда это было новое направление, и оно, на первый взгляд, вовсе не соответствовало гуманистическим установкам советского общества. Важно учитывать исторический контекст. В то время кибернетику продвигали на Западе как универсальную науку об управлении любыми системами с элементами механицистского и технократического подхода к обществу. В Советском союзе критиковали не саму кибернетику, а именно ту интерпретацию, которую ей давали зарубежные коллеги в тот момент.

Опала продлилась совсем недолго: «обеление» кибернетики началось уже в 1955 году со статьи С. Л. Соболева, А. И. Китова, А. А. Ляпунова «Основные черты кибернетики». А Ярошевский спустя несколько лет после того, как заклеймил буржуазную лженауку, принял идеи кибернетики и даже включил их в свою концепцию «науки о поведении».

В 1959 году А. И. Берг изложил концепцию развития кибернетики в стране в своем докладе на заседании Президиума АН СССР. После этого по инициативе Берга создают Научный совет по комплексной проблеме «Кибернетика» при Президиуме АН СССР, который он же его и возглавил.

Аксель Иванович Берг как отец советской кибернетики

В Оренбурге по адресу: ул. Советская, д. 10, литера А, располагается здание XIX века постройки, объект культурного наследия регионального значения. В позапрошлом веке здесь жила семья отставного генерала Иоганна Александровича Берга, и в 1893 году в этом доме родился сын Аксель — будущий «отец советской кибернетики». Уже в шесть лет, потеряв отца, Аксель переедет в Санкт-Петербург. Там он отучится в Петришуле — это первая в городе школа, основанная в 1709 году, затем в кадетском корпусе, а после — в Морском корпусе, где будет произведен в офицеры.

Аксель принимал участие в Первой мировой войне. Он служил штурманом на линкоре, штурманом и офицером связи на подводной лодке. Он был штурманом подлодки «Пантера», которая 31 августа 1919 года потопила английский эсминец «Виттория» и принесла первую победу советским подводникам. Затем командовал подводными лодками «Рысь» и «Волк», а при подготовке подлодки «Змея» повредил палец и подорвал свое здоровье, так что больше не мог служить под водой.

В 1921 году Берг начал публиковать научные статьи на тему применения радиопередатчиков и радиоприемников на электронных лампах для морского флота, радиосвязи погруженных подводных лодок, использования ультразвуковых систем. Он продолжил и развил дело Попова. Берг был одним из пионеров освоения диапазона ультракоротких волн, создателем отечественной радиолокации и организатором научных исследований в этой и других технических областях. В 1943 году указом И.В. Сталина был основан «Всесоюзный научно-исследовательский институт радиолокации». Его инициатором и руководителем стал инженер-контр-адмирал, профессор Аксель Иванович Берг.

Берга называют «Отцом советской кибернетики» из-за того, что он из абсолютно новых идей смог с помощью идеологической поддержки, популяризации и подготовки кадров вырастить в стране науку, которая может быть применена на практике.

Аксель Берг в 1963 году. Эммануил Евзерихин / ИТАР-ТАСС. Источник.
Аксель Берг в 1963 году. Эммануил Евзерихин / ИТАР-ТАСС. Источник.

Алексей Андреевич Ляпунов и вычислительная лингвистика

Аксель Берг родился в семье генерал-лейтенанта. А другой видный деятель, стоявший вместе с ним у истоков кибернетики, принадлежал к дворянскому роду Ляпуновых. Из того же рода вышли химик Александр Зайцев, композитор Сергей Ляпунов, математик Александр Ляпунов, филолог-славист Борис Ляпунов. В родстве, но не в кровном, он был с физиологом Иваном Сеченовым.

Алексей Ляпунов в 1928 году поступил на Физмат МГУ, затем отчислился и начал работать у Петра Лазарева, русского и советского физика и биофизика, геофизика и педагога, в Институт физики и биофизики. Математическое образование Ляпунов получил самостоятельно, под руководством академика Николая Лузина в его «Лузитании». Также с помощью Лузина Ляпунов выполнил свою первую научную работу по теории множеств. Этой теории, а также теории функций будут посвящены 62 работы Ляпунова. В Математическом институте им. В. А. Стеклова Ляпунов учился в докторантуре, затем преподавал на кафедре математического анализа Московского государственного педагогического института им. К. Либкнехта.

В 1941 году Алексей Ляпунов строил оборонительные сооружения под Москвой, с 1942-го по 1945 год воевал. Был награжден орденом Красной Звезды за освобождение Крыма. На фронте он находил время на науку — применял аппарат теории вероятностей и математической статистики к теории стрельбы.

В 1954 году Анатолий Китов приглашает Ляпунова в Вычислительный центр № 1 Министерства обороны СССР на должность начальника лаборатории. Там он проработает до 1960 года. Параллельно в 1954 году Ляпунов организовал на мехмате МГУ междисциплинарный кибернетический семинар «Автоматы и мышление». В семинаре принимали участие представители самых разных специальностей — математики, экономисты, инженеры, биологи, военные, лингвисты, философы. Семинар проводился до 1964 года.

Вместе с А. Ляпуновым Берг стоял у истоков вычислительной лингвистики, которая стала основой для компьютерной лингвистики. Аксель Берг был организатором и оказывал идеологическую поддержку. Ляпунов отвечал за научную часть. Научный совет создали после выступления Берга с докладом на заседании Президиума АН СССР:

«Задачей кибернетики является повышение эффективности деятельности человека во всех случаях, когда ему необходимо осуществлять управление... Автоматизация управления отнюдь не исключает человека с его знаниями, способностями, фантазиями, сознанием, переживаниями, побуждениями, физиологическими свойствами и др. Деятельность человека только несколько видоизменяется, и он получает возможность лучше управлять, пользуясь методами кибернетики и средствами и системами электронной автоматики. Содержание кибернетики заключается в сборе, переработке и передаче информации с целью улучшения управления для достижения поставленной задачи».

Он отметил и вред, который науке нанесло неприятие кибернетики:

«…со стороны некоторых ученых и руководящих работников наблюдается: … непризнание априори всего нового и непривычного, что содержится в проблемах кибернетики, со ссылкой на признанные авторитеты, которые не пользовались якобы кибернетикой и обходились без нее, а построение коммунистического SoRuCom 2020 284 общества происходит вполне успешно и без всех этих надуманных, идеалистических, антимарксистских и т. д. буржуазных выдумок. Огромный вред, наносимый всем сказанным, соизмерим с вредом, нанесенным некоторыми нашими философами, которые несколько лет тому назад задержали развитие электронной вычислительной техники под тем предлогом, что кто-то приписывает математическим машинам способность думать».

Анатолий Иванович Китов и попытка объединить гражданские и военные вычислительные центры

Анатолий Китов был сыном белого офицера, переехавшего в 1921 году в Ташкент. Он рос в большой семье — у него было трое братьев и сестра. Мальчиком он был талантливым во всем: стал чемпионом Ташкента по гимнастике, увлекался авиамоделизмом, участвовал в соревнованиях по теннису, плаванию и шахматам. А кроме того, проявлял способности к математике и физике — побеждал в олимпиадах по городу и республике.

Его отец добился приема у наркома обороны СССР Климента Ворошилова, чтобы при определении места службы учесть успехи по естественнонаучным дисциплинам. Так Анатолий Иванович начал учиться в Ленинградском артиллерийском училище.

Как и Алексей Ляпунов, Анатолий Китов во время войны не забывал про науку. Он начал участвовать в боевых действиях в звании младшего лейтенанта, был командиром артиллерийского взвода, затем — зенитной батареи. В 1943 году он предложил новый метод ведения зенитного огня по самолетам врага.

После Великой Отечественной войны Анатолий Китов поступил на факультет реактивного вооружения Артиллерийской академии им. Ф. Э. Дзержинского, окончил обучение в 1950 году с золотой медалью.

Анатолий Иванович Китов. Источник.
Анатолий Иванович Китов. Источник.

В 1952 году Китов защитил первую в СССР диссертацию по программированию. Тема — «Программирование задач внешней баллистики ракет дальнего действия». Затем Китов возглавлял отделы по работе с ЭВМ и читал лекции по ЭВМ и программированию. Примерно в то же время он ознакомился с той самой книгой Винера «Кибернетика» и решил, что наука эта будет полезна стране. Он был одним из тех, кто занимался реабилитацией кибернетики — на многочисленных выступлениях.

В набросках к статье «Основные черты кибернетики» Китов отмечал: «В современных условиях кибернетика в основном теория искусственного интеллекта и новых ЭВМ (не неймановских) — обработка образов, картинная параллельная обработка…» Уже тогда было ясно, как человек может применять ИИ в будущем.

Наброски Китова к статье о кибернетике
Наброски Китова к статье о кибернетике

Что же содержала первая в СССР позитивная статья на тему науки, которой на тот момент не исполнилось и десяти лет? В статье высказывается идея о том, что машины смогут самостоятельно находить решения, опираясь на данные, проводится аналогия между работой нервной системы и принципами работы автоматической машины, обсуждается возможность поиска творческих подходов к решению задач машиной.

Авторы говорили, что научной дисциплины как таковой нет. Но есть направление, которое включает три основных раздела:

  1. Теория информации, в основном статистическая теория обработки и передачи сообщений.

  2. Теория автоматических быстродействующих электронных счетных машин как теория самоорганизующихся логических процессов, подобных процессам человеческого мышления.

  3. Теория систем автоматического управления, главным образом, теория обратной связи, включающая в себя изучение с функциональной точки зрения процессов работы нервной системы, органов чувств и других органов живых организмов.

Действительно, здесь шло сравнение живого организма и машины. Но без очеловечивания машины или роботизации человека. В контексте управления подразумевается, что есть регулятор и управляемый объект. Регулятор передает управляющие сигналы управляемому объекту, а тот — передает информацию о своем состоянии в виде обратной связи. Регулятор вновь может использовать полученную обратную связь, преобразовать ее в управляющий сигнал и передать объекту.

«В учении об информации кибернетика объединяет общие элементы различных областей науки: теории связи, теории фильтров и упреждения, теории следящих систем, теории автоматического регулирования с обратной связью, теории электронных счетных машин, физиологии и др., рассматривая различные объекты этих наук с единой точки зрения как системы обработки и передачи информации.

Несомненно, что создание общей теории автоматически управляемых систем и процессов, выяснение общих закономерностей управления и связи в различных организованных системах, в том числе и в живых организмах, будет иметь первостепенное значение для дальнейшего успешного развития комплекса наук. В постановке вопроса о создании общей теории управления и связи, обобщающей достижения и методы различных частных областей науки, заключается основное значение и ценность нового научного направления — кибернетики».

По поводу существовавшей на тот момент трактовки книги «Кибернетика» в СССР авторы отмечают:

«...Винер пишет, что в условиях хаотичного капиталистического рынка развитие автоматики приведет к новой промышленной революции, которая сделает лишними людей со средними интеллектуальными возможностями и обречет их на вымирание. И здесь же Винер пишет, что выход заключается в создании другого общества, такого общества, где бы человеческая жизнь ценилась сама по себе, а не как объект купли-продажи».

Так что, оказывается, молодая наука вовсе не противоречит ценностям страны. И не Норберт Винер, а другие люди распространяют отвергаемые советскими философами тезисы о кибернетике:

«Усиленно рекламируя и зачастую преувеличивая высказывания отдельных ученых кибернетиков о достижениях и перспективах развития автоматики, реакционные журналисты и писатели выполняют прямой заказ капиталистов внушить рядовым людям мысль об их неполноценности, о возможности замены рядовых работников механическими роботами и тем самым стремятся принизить активность трудящихся масс в борьбе против капиталистической эксплуатации».

Сергей Львович Соболев и математические пространства

Третьим автором вышеупомянутой статьи был Сергей Соболев, сын присяжного поверенного Льва, родившийся в 1908 году. Он рано остался без отца, но мать приложила все усилия, чтобы развить таланты Сергея. В годы гражданской войны он самостоятельно освоил программу средней школы, пока жил в Харькове, затем поступил в последний класс школы в Петрограде.

Кроме математики, физики, медицины и литературы Соболев увлекался стихами и музыкой. Он учился в 1-й Государственной художественной студии по классу игры на фортепьяно. Школу окончил с отличием и поступил в Ленинградский университет. В качестве студента он проходил практику на заводе «Электросила», а первой решенной им задачей было объяснение появления новой частоты собственных колебаний у валов с недостаточной симметрией поперечного сечения.

Соболев вместе со своим наставником Владимиром Ивановичем Смирновым открыл новую область в математической физике: функционально инвариантные решения, позволяющие решить ряд сложнейших задач. Тогда Сергей Ильич работал в Сейсмическом институте. Метод Смирнова — Соболева изначально предназначался для решения сложных задач из сейсмологии, например, для анализа распространения волн при землетрясениях, а затем нашел применение в других областях математической физики и теории упругости.

В 1940-х Соболев написал монографию «Уравнения математической физики», а с 1945-го по 1948 г. занимался проблемами атомной бомбы и атомной энергетики. В группах по плутонию-239 и по урану-235 организовал работу вычислителей, регулировал процесс промышленного разделения изотопов и отвечал за снижение потерь производства.

В те годы он также написал «Некоторые применения функционального анализа в математической физике», где изложил теорию пространств функций с обобщенными производными. Они вошли в науку как пространства Соболева и сейчас используются в технологиях на основе искусственного интеллекта для таких задач, как анализ и обработка данных, теория нейронных сетей и обобщений, оптимизации изображений.

В 1952 году Соболев возглавил кафедру вычислительной математики механико-математического факультета МГУ и пригласил в качестве профессора для чтения курса «Программирование» Алексея Ляпунова.

Сергей Львович Соболев у котлована будущего Института математики. Источник.
Сергей Львович Соболев у котлована будущего Института математики. Источник.

Самуил Натанович Брайнес: от нейробиологии к кибернетике

В 1958 году в «Литературной газете» вышла статья «Мозг и кибернетика» за авторством Самуила Натановича Брайнеса. В отличие от других людей, которых мы упомянули, он не был математиком, физиком или инженером. Брайнес советский врач-психиатр. Вот что он писал:

«Многие современные технические устройства имеют прообразы в живой природе. Всего лишь 20 лет назад появился первый радиолокатор, и никто на свете не знал, что есть живые локаторы — летучие мыши. В ночном полете они издают неслышимый нами ультразвук и, принимая отраженное предметами эхо, облетают любые препятствия. Эту способность летучих мышей ориентироваться в темноте ученые смогли объяснить только с появлением радиолокации. Можно, однако, идти в науке и другим путем: пытливо изучать живую природу и на ее примере решать сложнейшие технические задачи».

В 1960 году режиссер Сергей Райтбург снимает документальный фильм «Мозг и машина», начиная его этими словами Брайнеса. В фильме рассказывается о том, как улучшить, к примеру, качество каучука с помощью автоматики. В то время полагаться приходилось только на опыт оператора, а сейчас повсеместно в промышленности внедряют подобные технологии, описанные почти 70 лет назад.

Важную роль в фильме занимает эксперимент с собакой, которая становится на педаль, после чего раздается звонок и появляется пища. Мозг живого существа для этого обучается и накапливает опыт: сначала животное двигалось хаотично, затем случайно наступило на педаль, ученые включили звуковой сигнал и подали еду. Со временем этот рефлекс закрепился.

Кадр из фильма «Мозг и машина», 1960 год.
Кадр из фильма «Мозг и машина», 1960 год.

Биологи и инженеры попытались сделать автомат, способный обучаться и накапливать опыт. Он должен был на события из внешней среды отвечать действиями, которые ведут к достижению цели. До обучения действие модели зависит от случайных команд, а после — команды связаны с сигналами внешней среды.

«Так был сделан первый шаг на пути к новому автомату. Теперь принципиальную схему надо было перевести на язык техники, условные нейроны заменить конкретными электронными устройствами. Студенческое конструкторское бюро начало собирать автомат. Пройдут годы, далеко вперед шагнет современная наука, студенты конца 1950-х годов станут опытными инженерами и учеными, может быть, кому-то посчастливится сделать новое открытие и сказать новое слово в науке. Но надолго останется в их памяти день, когда совместно с биологами они строили первый свой автомат. Когда сотни деталей, электронные лампы, реле, сопротивления соединялись множеством нитей в первую модель одной из важнейших способностей мозга».

Кадр из фильма «Мозг и машина», 1960 год.
Кадр из фильма «Мозг и машина», 1960 год.

Построенный автомат в шутку назвали «черная собака». Его работа напоминает поведение собаки в экспериментальной камере. В поисках пищи собака сначала делала случайные движения — так и автомат в случайном порядке включает лампы. Затем собака случайно делала нужное движение, и связь между звонком и нажатием на педаль подкреплялась выдачей пищи. В случае с моделью случайно включается нужная лампа, а человек нажимает на кнопку подкрепления. После нескольких подкрепленных совпадений сигнала и действия собака запоминает, что после звонка следует встать на педаль — а автомат запоминает, что среднюю лампу надо включать по второму сигналу. Так автомат накапливает опыт.

Технологию можно использовать для прикладных задач. Производство каучуковой ленты нужного качества — это сигнал подкрепления. В то же время другие приборы фиксируют состояние материала, из которого отливается лента: это сигналы внешней среды. Автомат управляет клапанами и после обучения запомнит, при каком положении кранов достигается нужное состояние каучуковой массы. Результат — автоматизированное управление сложным химическим производством.

Кадр из фильма «Мозг и машина», 1960 год.
Кадр из фильма «Мозг и машина», 1960 год.

Алексей Григорьевич Ивахненко и «Метод группового учета аргументов»

Юрген Шмидхубер, создатель архитектуры LSTM (Long Short-Term Memory), называет «Метод группового учета аргументов» (МГУА), представленный в 1965 году советскими учеными, «первым общим, работающим алгоритмом обучения для контролируемых глубоких многослойных перцептронов» и «предшественником современных методов глубокого обучения».

Работу выполнили Алексей Ивахненко и Владимир Лапа. Когда в 1970-х Ивахненко с коллегами успешно обучал восьмислойные нейронные сети с помощью МГУА, на Западе обучали нейросети с одним промежуточным слоем. А перцептронами Алексей Григорьевич занимался до публикации «Принципов нейродинамики» — в 1959 году он собрал машину «Альфа», свою версию перцептрона.

Алексей Григорьевич Ивахненко написал около 30 монографий и 400 научных работ.
Алексей Григорьевич Ивахненко написал около 30 монографий и 400 научных работ.

Идеи Ивахненко нашли развитие в языке Лисп, созданном Джоном Маккарти. Также Маккарти ввел термин «искусственный интеллект», а в 1965 году посетил СССР в группе западных исследователей. Чуть позже он сыграл матч в шахматы против советской программы.

Александр Семенович Кронрод и шахматная программа

Одно из важнейших направлений для развития и экспериментов с использованием искусственного интеллекта — это игры. Именно поэтому несколько лет назад такой шум поднялся после проигрыша живого игрока машине в Го — это был последний оплот человечества в игровой сфере, потому что в шашки и шахматы уже равных ИИ не было. В свое время советский математик Александр Семенович Кронрод стал инициатором создания программы, способной научиться играть в шахматы.

Будущий математик родился в 1921 году в Москве в семье инженера. Популяризатор науки и математик Давид Оскарович Шклярский в 1937–1941 годах руководил одной из секций математического кружка при МГУ, и в числе его учеников был Саша. В 1938 году Кронрод побеждает в городской математической олимпиаде и получает приз из рук выдающегося ученого Андрея Николаевича Колмогорова, а затем поступает на мехмат МГУ. Уже в 1939 году Кронрод опубликовал свою первую научную работу, за нее он получил премию Московского математического общества.

Обучение прервала война. Сначала Александр Семенович строил траншеи для защиты Москвы, затем подал прошение о вступлении в ряды Вооруженных сил. За храбрость во время зимнего наступления под Москвой он получил орден Красной Звезды. Тогда же был ранен, поступил в аспирантуру к Колмогорову, но снова ушел на фронт. После повторного ранения в 1943 году был комиссован.

В развитии математических талантов Кронрода сыграл роль Николай Лузин. Хотя в «Лузитанию» он не попал (она давно распалась), под руководством Лузина Кронрод после 1944 года создавал теорию функций двух переменных. Эта теория стала основой его кандидатской диссертации. Свою диссертацию Кронрод защитил в 1949 году, став доктором физико-математических наук. Во время защиты его оппонентами были М. В. Келдыш, А. Н. Колмогоров, Д. Е. Меньшов.

На вычислительной кафедре Института атомной энергии им. И. В. Курчатова в 1945– 1949 годах Кронрод занимался вычислительной математикой и совместно с инженером Николаем Ивановичем Бессоновым релейную вычислительную машину. В 1950–1955 годах занимался поиском численных решений физических проблем.

РВМ-1 (Релейно-вычислительная машина). Источник.
РВМ-1 (Релейно-вычислительная машина). Источник.

Работа над шахматной программой началась в 1963 году в Институте теоретической и экспериментальной физики. К 1966 году ее доделали, а в 1967 году началась знаменитый матч между программой ИТЭФ и программой Стэнфордского университета. Она продлилась год: ходы передавали раз в неделю по телеграфу. В результате — победа советской машины со счетом 3:1.

Позже программу переименовали в «Каисса», назвав так в честь вымышленной богини шахмат. В 1974 году она стала первым чемпионом мира по шахматам среди компьютерных программ. Кронрод к тому времени уже не принимал участия в проекте.

1974 год, первый чемпионат мира по шахматам среди компьютерных программ.
1974 год, первый чемпионат мира по шахматам среди компьютерных программ.

Виктор Михайлович Глушков и «Единая государственная сеть вычислительных центров»

Анатолий Китов известен далеко не только благодаря «обелению» кибернетики и созданию в 1958 году самой мощной на тот момент ламповой ЭВМ — М-100, способной выполнять 100 000 операций в секунду. В 1959 году Китов представил «Красную книгу» — проект «Единой государственной сети вычислительных центров». Эта сеть должна была иметь двойное назначение: она предназначалась для управления народным хозяйством в мирное время и Вооруженными силами — в военное.

Высшее руководство не приняло эти идеи, а за то, что он прыгнул через головы и написал лично Хрущеву письмо, его вовсе уволили из вооруженных сил и запретили ему занимать руководящие должности. Также Китова уволили из созданного им самим Вычислительного центра № 1. Но дело его продолжил Виктор Михайлович Глушков.

Виктор Глушков родился в семье инженера в 1923 году, окончил школу с золотой медалью и уже к восьмому классу «овладел основными университетскими курсами» по математике. Он хотел поступить в МГУ, но началась война, и Виктор строил траншеи под Москвой — в армию его не взяли из-за сильной близорукости. В оккупации в 1941 году фашисты расстреляли его мать. В 1943-м город Шахты был освобожден, и Глушков участвовал в восстановлении угольных шахт Донбасса.

В 1944 году Виктор поступил в Новочеркасский индустриальный институт. Он вспоминал: «В первые годы учебы я стал известен как студент, знающий досконально все области математики, а также основные сочинения Гегеля и Ленина». Затем он сдал экстерном четыре курса и перешел на пятый курс математического факультета Ростовского университета.

О том, на что способны компьютеры, Глушков узнал из книги Китова «Электронные цифровые машины», изданной в 1956 году. Глушков как последователь Китова стал инициатором Общегосударственной автоматизированной системы учета и обработки информации (ОГАС), для которой он разработал систему алгоритмических алгебр и теории для управления распределенными базами данных. Такая система должна была управлять экономикой всей огромной страны, но для ее внедрения требовалась невероятная сумма в 20 миллиардов рублей.

Вновь проект не был реализован, но ОГАС заложила концепции, которые затем использовались в развитии искусственного интеллекта, и стали основой для Data-driven government.

А дружба между Китовым и Глушковым привела еще к одному интересному результату: сын Китова Владимир и дочь Глушкова Ольга поженились, а сейчас продолжают создавать новые кадры для индустрии информационных технологий в РЭУ им. Плеханова.

Виктор Глушков — в темном костюме в дверном проеме, в очках.
Виктор Глушков — в темном костюме в дверном проеме, в очках.

Михаил Львович Цетлин — от нейрофизиологии к самообучаемым системам

Михаил Львович Цетлин родился в 1924 году, окончил школу в Москве, а в 1941 году был эвакуирован и работал дежурным электриком поселковой станции в Средней Азии. В 1942 году был призван в армию, начинал с разведки, встретил победу башенным стрелком танка Т-34.

В 1953 году он окончил физический факультет МГУ, в 1958-м защитил кандидатскую диссертацию на тему «Матричный метод синтеза схем и некоторые его приложения».

В 1957 году Цетлин и его учитель Израиль Моисеевич Гельфанд организовали междисциплинарный математико-физиологический семинар в Институте нейрохирургии им. Н. Н. Бурденко. Он собирался до 1961 года. Участники обсуждали физиологию сердца и нейрофизиологию моторно-двигательного аппарата, то есть движений. В 1961–1962 учебном году он организовал первую в СССР зимнюю школу-семинар по теории автоматов и распознаванию образов.

В числе его изобретений были:

  • способы биометрического управления механизмами и устройствами;

  • способ рентгенографии сердца;

  • способ забора крови из полостей сердца и крупных сосудов;

  • способ и прибор для диагностики ишемии сердца.

Цетлин прокладывал мосты между физиологией живого существа и машинами. В 1960-е он разработал математические модели, способные обучаться в случайных средах. Он моделировал ситуацию, похожую на эксперимент с животным в лабиринте. В конце лабиринта животное (или автомат) в таком эксперименте ждало наказание или поощрение.

Эта работа 1961 года предвосхитила подход, известный как обучение с подкреплением.

В 2018 году норвежский ученый Гранно Оле-Кристофер опубликовал работу «The Tsetlin Machine — A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic», в которой показал, как можно сконструировать самообучаемую машину на предложенных Цетлиным принципах в сочетании с пропозициональной логикой.

Михаил Львович Цетлин. Источник.
Михаил Львович Цетлин. Источник.

Итог

Работа множества энтузиастов привела к официальному признанию искусственного интеллекта как нового научного направления. В 1974 году ИИ стал основной темой Седьмого всесоюзного симпозиума по кибернетике. А ведь кибернетику всего 25 лет назад еще называли «буржуазной лженаукой». К концу того десятилетия издаются толковый словарь по искусственному интеллекту и трехтомный справочник по ИИ.

Созданные концепции используются и сейчас. Это пространства Соболева, управление государством на основе данных Китова и Глушкова, обучение с подкреплением Цетлина, метод группового учета аргументов Ивахненко и многие другие. Пока одни специалисты занимались математикой и инженерией, другие использовали достижения в области ЭВМ для изучения человеческого мозга и не только. В одной статье даже два десятилетия и всех действующих лиц охватить не представляется возможным.

1960-е годы часто называют «золотым веком» советской науки. В тот период в СССР была сосредоточена примерно четверть всех ученых мира, и заложены важные основы для развития искусственного интеллекта.

Источник

  • 15.06.26 16:34 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.06.26 11:43 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

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