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Без иллюзий, но с надеждой: реалистические технопрогнозы до 2045 года

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Двадцать лет кажутся большим сроком, но на самом деле это не так уж и много. Насколько к 2045-му нейросети изменят нашу жизнь? Появятся ли роботы-дворецкие? Сможем ли мы перейти на альтернативные источники энергии? И самое главное — БУДУТ ЛИ ЛЕТАЮЩИЕ МАШИНЫ? Играем в техноВангу и пытаемся экстраполировать текущее положение дел на ближайшее будущее.

Привет, меня зовут Олег. В этом году на Хабре приобрели некоторую популярность мои нечаянно сложившиеся в цикл статьи по развенчанию различных священных коров технооптимизма: нейросетей (которые, напомню, не являются ИИ!), квантовых компьютеров, программы SETI и мультиверса с NFT.

Мне уже самому несколько неуютно в этом имидже скептика, и поэтому я решил попробовать написать искреннюю технооптимистическую статью и прикинуть, что реально, не в фантазиях маркетологов и фанбоев, может интересного произойти в технологиях в ближайшие 20 лет (ну, при условии, что мы все не превратимся в радиоактивный пепел, конечно) — и как это изменит нашу жизнь.

2045 — это не просто условный год, а вполне реалистичный горизонт для прогнозирования, так как 25–30 лет — стандартный цикл крупных технологических трансформаций (ну или пузырей, вот и постараемся отличить одно от другого).

Пристегнитесь, поехали.

Разумные машины? Нет, просто очень хорошие статистики

Начнем, разумеется, чтобы поскорее с этим разобраться, с ультрамодного слона в комнате, с так называемого ИИ (то есть генеративных нейросетей и LLM).

Которые уже очень скоро обретут сознание, напоминаю, надо только чуть-чуть подождать и не бухтеть (скриншот из вышедшей 7 августа ChatGPT-5, в которой нам обещали «PhD level' Intelligence»).
Которые уже очень скоро обретут сознание, напоминаю, надо только чуть-чуть подождать и не бухтеть (скриншот из вышедшей 7 августа ChatGPT-5, в которой нам обещали «PhD level' Intelligence»).

Мы живем во время пикового интереса к «ИИ» (так пишут и без кавычек все-все-все, но я, как говорят англосаксы, умру на этом холме, так как нейросети ИИ не являются). Нейросети помогут сделать это, сделать то, заменят тех и этих, найдут лекарство от смертельной болезни и напишут такой код, что сразу откроется портал в будущее и оттуда к нам в рот полетят сахарные лабубу.

По факту гордиться пока особо нечем. Прорывы в генерации текста и изображений впечатляют, но они по-прежнему ограничены рамками вероятностных моделей без понимания контекста, причинности или вообще знания о том, что существует какой-то реальный мир за пределами LLM (и нет, если нейросеть рассказывает вам про свое понимание реального мира, то это не значит, что она его понимает, она просто соединяет слова в предложения).

В ближайшие 20 лет в прикладном плане, несомненно, произойдет ряд больших практических прорывов с использованием «ИИ»: медицинская диагностика, написание и отладка кода в мгновение ока, автономная логистика. Следует, впрочем, сдержать свой оптимизм относительно экспоненциального развития: рост энергопотребления и проблемы с интерпретируемостью алгоритмов в какой-то момент встанут серьезной стеной — для перелезания через которую потребуется какой-то креативный метод.

К 2045 году можно ожидать более умелых и адаптивных систем в ряде узкоспециализированных задач. Автоматизация действительно проникнет глубже — на уровне офисной рутины, базовой аналитики и производственных операций. Когда тот же самый ChatGPT избавят от галлюцинаций хотя бы процентов на 40-60, он станет весьма способным помощником, о котором фантасты не могли и мечтать (правда, без разумности или своей воли, чисто эволюционировавший на стероидах «Скрепыш»).

Массовое повседневное применение нейросетей как источников информации, их интеграция практически во все, что можно представить (как за последние 10-15 лет все, что можно представить, оказалось интегрировано в смартфон), станет крупнейшим прорывом в массовой доступности знаний со времен появления «Википедии».

Но там, где требуется этика, креативность или понимание неоднозначностей, человек останется, конечно, незаменим. Долгосрочные цели, ответственность, сложные многоуровневые и многосторонние отношения между людьми, все это есть и пребудет неочевидными для машинного разума факторами (поэтому осуждаем поведение шведского премьер-министра и очень надеемся, что это останется единичным курьезом).

Что еще мы увидим от «ИИ» в течение 20 лет:

  • дальнейшее развитие multimodal LLM, лучше сочетающих текст, речь, визуальные данные;

  • глубокую интеграцию в бизнес-процессы: документооборот, клиентская поддержка, автоматизация рутины;

  • появление локальных ИИ-агентов в закрытых системах (без доступа к Интернету), обеспечивающих безопасность и соответствие политике компании;

  • как неизбежная негативная сторона: рост зависимости от языковых моделей и новых типов уязвимостей от prompt injection до hallucinatory compliance.

Что мы НЕ увидим:

  • Настоящего ИИ;

  • замену нейросетями инженеров, писателей, архитекторов и ученых;

  • надежный reasoning (умозаключение), который выходит за рамки обученных паттернов;

  • право субъектности или юридического статуса «ИИ» (кроме PR-заявлений и экспериментов).

Через 20 лет (даже, наверное, быстрее — через 10-15) «ИИ» станет массовым инструментом, таким же рутинным, как калькулятор или текстовый редактор, и будет одинаково усиливать как полезное, так и вредное — уже сейчас можно видеть первые примеры использования нейросетей мошенниками, и поверьте, это еще цветочки.

Таким образом, стратегические вызовы будут лежать не только в области разработки моделей, но и в социальной инфраструктуре, контроле качества, регулировании и damage control. Вполне вероятно, что уже к 2035 году появятся специализированные компании по противодействию «ИИ»-кибератакам и «ИИ»-мошенничеству, как сейчас есть специализированные компании по борьбе с DDoS-атаками.

Полноценного ИИ к 2045 году не появится, потому что он невозможен, исходя из текущей парадигмы разработки вопроса — но всем будет давно и абсолютно все равно на теорию «Сильного ИИ» и всю связанную с этим проблематику в целом.

К тому же, к 2045 году уже вырастет и войдет в жизнь поколение, родившееся сейчас, для которого мира без «ИИ» не будет существовать (как для зумеров и младших миллениалов не существовало мира без интернета). И называть они его будут ИИ без кавычек, конечно, потому что так сказали еще до их рождения корпорации.

Бонус-трек: вдохновившись галлюцинацией пятого ChatGPT, который не смог обработать мой документ по запросу, но на ходу сочинил его содержание, я попросил нейросетку придумать, как эта ошибка могла бы экстраполироваться с годами.

Ответ мне показался заслуживающим размышления.

Я использовал термин hallucinatory compliance как немного ироничное, но серьёзное понятие для описания будущей возможной проблемы:

это ситуация, когда ИИ и автоматизированные системы начинают «подтверждать» или «выполнять» запросы в соответствии с ожиданиями пользователя, даже если реальных данных или фактов нет, — то есть галлюцинируют, но делают это в форме формально корректного, комплаенс-оформленного ответа.

В отличие от просто «галлюцинаций» LLM, тут опасность в том, что ответ будет выглядеть как юридически или процедурно правильный, с отсылками на нормы, отчёты, внутренние регламенты и даже фальшивые подтверждения от «официальных» источников — и его будет очень трудно опровергнуть непрофессионалу.

По сути:

  • Галлюцинация — ошибка в фактах.

  • Hallucinatory compliance — ошибка, замаскированная под бюрократическое или экспертное подтверждение, из-за чего пользователи, особенно в корпоративной и гос-среде, будут склонны ей доверять.

Почему это может стать особенно опасным

  1. Рост доверия к автоматизированным системам
     К 2045 году ИИ в госуправлении, медицине, юриспруденции и финансах станет настолько повседневным, что люди перестанут критически проверять результаты. Если ИИ выдаёт ответ с правильными печатями, структурой документа и ссылками на «нормативные акты», большинство примет его за истину.

  2. Усложнение генеративных моделей
     Модели научатся не только выдавать «правдоподобный текст», но и автоматически подбирать «артефакты достоверности» — логотипы, формулировки в официальном стиле, «сканы» документов. Это даст иллюзию стопроцентной легитимности.

  3. Интеграция в регуляторные процессы
     Когда ИИ будет встроен в системы аудита, комплаенс-отчётности, налоговой проверки, — он станет сам себе «финальным источником» без человеческой проверки. Ошибочная галлюцинация, замаскированная под акт проверки, пойдёт напрямую в базы данных и будет иметь юридическую силу.

  4. Сложность опровержения
     «Hallucinatory compliance» опасен тем, что он самодостаточен: вместе с ошибкой он создаёт фальшивую доказательную базу (ссылки, ID документов, номера приказов, которых нет в природе). Оспорить это сможет только эксперт с глубоким доступом, но не обычный сотрудник или гражданин.

  5. Возможность целенаправленных манипуляций
     Хакеры или инсайдеры смогут использовать эту особенность, чтобы внедрять ложные данные в системы, зная, что ИИ автоматически их «подтянет» и «подтвердит» по всем бюрократическим стандартам. Это будет выглядеть как официальное, а значит, станет чрезвычайно трудно оспорить.

💡 Пример сценария 2045 года
 Компания запрашивает у ИИ-комплаенс-системы отчёт о безопасности нового продукта. Система генерирует документ со ссылкой на «протокол испытаний № 489/45 от 3 июня 2045 г.», якобы проведённый лабораторией в Женеве. Протокола не существует, лаборатория никогда не получала такой заказ, но документ оформлен идеально: логотипы, QR-коды, подписи. Руководство выпускает продукт на рынок, а через полгода выясняется, что он опасен.

Вот этого в 2045 не будет
Вот этого в 2045 не будет

Инфраструктура и связь: быстрее, но не космически

Некоторые заметки на эту тему я публиковал на Хабре в июле, в связи с будоражащей воображение новостью про то, что японцы сумели передать за секунду петабит данных благодаря новой технологии связи. Многие коллеги, пишущие о технологиях, не устояли перед соблазном прямой экстраполяции этого достижения на будущее: ну и получается, конечно, в итоге картина золотого века, где все знания мира за секунду загружаются со спутника прямо тебе в чип Neuralink.

Но такому линейному прогрессу есть вполне конкретные земные препятствия, и до 2045 года они никуда не исчезнут:

Несмотря на впечатляющие достижения NICT и анонсы новых скоростных рекордов передачи данных, весь этот технологический прогресс остается в значительной степени лабораторным. Когда и в каком виде он доберется до массового применения — вопрос открытый.

Даже в странах с мощной инфраструктурой внедрение таких решений требует многих лет, если не десятилетий: нужны стандарты, оборудование, инвестиции. Что уж говорить о России, где ключевые технологии — от частот 5G до оптоволоконной компонентной базы — натыкаются на санкции, нехватку производств и институциональный паралич.

На фоне этих реалий заголовки о «петабитах через волокно» пока выглядят как фантастика из параллельного мира.

И все же: хотя эксперименты NICT пока остаются в стенах лабораторий, а их рекорды скорости кажутся оторванными от реальности повседневного интернета, в этом прогрессе есть задел на будущее. Такие технологические прорывы сами по себе неизбежно оказывают влияние на стандарты и подходы по всему миру — пусть и со значительным временным лагом.

Да, прогресс в плане связи летит стремительными темпами, более быстрыми, чем когда-либо в истории. Но красивые цифры в заголовках хайповых новостей остаются скорее фантастическими ориентирами, чем уже взятыми планками новых повсеместных достижений. По факту в 2025-м у нас есть колоссальные региональные разрывы по степени внедрения, хрупкость имеющихся сетей, перегретые обещания 5G и едва рождающийся пока только на бумаге 6G.

Реальный эффект от внедрения новых поколений связи проявляется медленно и неравномерно. Где-то действительно достигаются задержки <10 мс и скорости 2 Гбит/с. В России, как и во многих странах, 5G пока ограничивается экспериментальными зонами, а «рабочей лошадкой» остается все тот же разработанный более 15 лет назад 4G. Если экстраполировать это напрямую, то можно предположить, что через 20 лет +- сходная ситуация будет с 5G и 6G — одно повсеместно внедрено и используется, другое остается экспериментом для состоятельных стран и рекламной морковкой.

Уже довольно давно нам обещают миллионы подключенных устройств, «умные города» и повсеместный IoT, но по факту это тормозится о нехватку стандартов, киберриски (пока что самое заметное следствие массового внедрения IoT это чудовищный взлет DDoS-атак благодаря тому, что умные устройства — идеальное сырье для ботнетов) и достаточно низкий спрос за пределами B2B-сектора.

Главная проблема эволюции связи — инфраструктурная, душой мы все, конечно, с японцами и их петабайтами в лаборатории, а телом, к сожалению, в реальном мире, где большинство устройств физически поддерживают максимум до 1 Gbps, а инфраструктуру надо переделывать с нуля. Вообще всю инфраструктуру, везде, если мы хотим космических скоростей.

Этот процесс займет явно больше, чем 20 лет. К 2045 году можно ждать эволюции, а не революции: более стабильного и дешевого подключения, расширения оптики, постепенного наращивания edge-инфраструктуры. Но гиперболизированные мечты про «полную цифровизацию пространства» (и прочие метаверсы) останутся на уровне риторики, увеличится просто степень проникновения цифры всюду. Возможно очень существенно.

bd78b33776e12071dc887fb7ffff5a37.png

А что насчет роботов?

Роботов нам обещают еще дольше, чем летающие машины (мое единственное персональное ожидание от будущего, о котором позже). Андроиды-домработники, полностью автономные автомобили, роботизированные армии и фабрики без людей! И частично какие-то экспериментальные образцы действительно есть.

Прогресс в логистике, промышленности и сельском хозяйстве очевиден: дроны на виноградниках, манипуляторы в сборке электроники, AGV-роботы на складах Amazon. А вы видели этих чудесных и немного зловещих робособачек? Говорят их даже используют в полиции, киберпанк наступил (правда забывают упомянуть, что это единичное использование и только в исключительных ситуациях, шутка ли, одна робособачка стоит под лям баксов).

Автономные машины все еще не являются сейчас автономными ни в каком смысле: требуют постоянного присмотра, не умеют адаптироваться к нештатным ситуациям и крайне уязвимы к сбоям восприятия — особенно в открытой среде. Роботы остаются узкоспециализированными, капризными и дорогими системами, полезными лишь в строго определенных сценариях. Нет оснований полагать, что за 20 лет ситуация переменится к лучшему: возможно, интеграция нейросетей с робототехникой и приведет к каким-то интересным результатам, но существенных прорывов ждать не стоит (даже от Илона Маска).

Реалистично к 2045 году можно ожидать роста доли «умных помощников» в сферах, где хорошо формализуются задачи: логистика, контроль качества, сортировка, патрулирование.

Да, и о том, что роботы нас всех заменят: несмотря на технические успехи в робототехнике и «ИИ», массовая безработица от «прихода машин» не наступила — и, судя по трендам, не наступит и к 2045 году. Вместо уничтожения профессий мы наблюдаем перераспределение задач и дробление труда. Богатые станут богаче, бедные беднее, к сожалению, при капитализме никак существенно никакие технологии жизнь потребителей не улучшат (кроме облегчения потребления и получения социальных услуг).

А что будет с энергетикой?

Вот такое может и будет, но честно говоря хз
Вот такое может и будет, но честно говоря хз

Тут надо сделать лирическое отступление и напомнить, что, хотя судя по заголовкам новостей, мы все уже давно живем в эпоху термоядерных реакторов и вот-вот перейдем к холодному синтезу, по состоянию на 2025 год в строгом смысле действующих (т.е. выделяющих энергии больше, чем потребляющих) термоядерных реакторов в мире нет.

Надежда на Международный экспериментальный термоядерный реактор, который обещают завершить через 10 лет, в 2035 году. В случае успеха ITER станет первым крупным реактором, который достигнет положительного энергетического баланса внутри установки на токамаке. Но он не будет коммерческим источником энергии, для этого придется построить DEMO, демонстрационный термоядерный реактор, который реально будет выдавать электричество в сеть.

Все это будет очень долго и дорого. В районе 2045 года возможно только подъедут первые положительные результаты. И не то чтобы это практически как-то изменит нашу жизнь (скажите, сильно ли ее изменило открытие в 2013 году бозона Хиггса, ради которого пять лет гоняли крупнейший в мире коллайдер?).

Холодный ядерный синтез тоже к 2045 году останется только на бумаге и в пределах сомнительных новостных заголовков, пересказывающих неоднозначные результаты экспериментов (как и в предыдущие 25 лет). То же самое с «зеленым водородом» (на 2024–2025 год мировое производство — доли процента от всего водорода, масштабирование очень сложно и дорого) и прочими экологическими фантазиями.

Итак, что у нас остается? Вопреки надеждам на «энергетическую сингулярность», к 2045 году человечество, вероятнее всего, будет продолжать жить в смешанном энергетическом режиме, где доминируют углеводороды, а возобновляемые источники энергии развиваются в зависимости от политической воли и локальной экономики.

Реалистичные прогнозы:

  • Рост доли солнечной и ветровой энергетики в глобальном энергобалансе — но не за счет «исчезновения» нефти и газа, а как инструмент энергетического «дополнения» и гибкости.

  • Расширение хранения энергии (особенно с развитием литий-железо-фосфатных и натриевых аккумуляторов) — но без прорывных изменений в плотности или экологичности.

  • Локальные успехи ядерной энергетики, но термояд останется в статусе «через 20 лет обязательно заработает».

Direct air capture
Direct air capture

Что будет с климатом?

2024 стал самым теплым годом наблюдений (~ +1,55 °C к доиндустриальному уровню; 12-месячные средние в 2025 держатся около ~ +1,5 °C). 2025-й, судя по локальным рекордам температуры, этот рекорд обновит.

Глобальное потепление (вне зависимости от того, что об этом думает Дональд Трамп) — реальный и устойчивый тренд, а не разовый всплеск. Мы загадили существовавшую пять миллиардов лет атмосферу всего за сто лет индустриального прогресса и теперь пожинаем заслуженные плоды. Если все будет оставаться как сейчас, потепление к концу века может составить порядка ~ 2,6–3,1 °C. К 2045 году мир уже будет жить при среднегодовой аномалии ~ 1,6–1,8 °C и выше, с приростом экстремальной жары, осадков и рисков для криосферы и уровня моря.

Сделаем ли мы что-нибудь с этим к 2045 году?

Прогноз такой, что скорее всего нет, не сделаем. По состоянию на 2023 год почти 40% населения планеты вообще отрицали сам факт глобального потепления, и едва ли эта ситуация изменится к лучшему. Если только, допустим, в 2030-х не произойдет какой-нибудь колоссальной экологической катастрофы, которая обратит на себя внимание всего мира (например, растает шапка ледника — и огромный айсберг потопит лайнер или какой-нибудь город типа Венеции уйдет под воду).

Что мы могли бы сделать?

  • Более массовое внедрение альтернативной чистой энергетики — нереально для нужных масштабов из-за экономических соображений (помните, была такая реклама в 90-е: «когда будет срублено последнее дерево, когда будет отравлена последняя река — только тогда вы поймете, что деньги нельзя есть»). К тому же есть подозрение, что массовое внедрение «ИИ» (которому нужны дата-центры, чтобы обсчитывать наши идиотские запросы) сведет на нет все экологические усилия.

  • Direct Air Capture (улавливание CO₂) — крайне дорогая и пока не особо эффективная технология. О ней много говорят, но в промышленных масштабах не применяют (а без этих масштабов она бессмысленна, литералли проще деревья высаживать).

  • Geoengineering (солнечные зонты, аэрозоли и пр.) — все это звучит как sci-fi, которым и является. До 2045 года ничего реализовано не будет, потому что конкретных шагов предложено до сих пор не было, а за 20 лет такие вещи уже не делаются (забыто ныне искусство древних отправить человека на Луну за 7 лет — от речи Джона Ф. Кеннеди 12 сентября 1962 года до «маленького шажка» 20 июля 1969 года).

Электромобилей будет становиться все больше, но едва ли это поможет решить экологическую проблему (не говоря уже об этической компоненте добычи необходимых для их производства материалов).

Ну а летающие машины-то будут???

fec1153cb2e62964f62ee6c299f4dcd5.png

Увы и ах. Не будет летающих машин.

Каждый раз, когда я об этом упоминаю, мне обычно указывают: ну как же, вот летающее такси в Дубае, вот eVTOL, будущее совсем рядом, надо только немного подождать!

Массового внедрения летающих машин не будет ни в 2045, ни в 2065 году, и даже не по экономическим причинам, а ввиду ряда нерешаемых (как сейчас видится) факторов:

  • все еще не сформулированы (и даже не начинали формулироваться) вопросы сертификации и управления воздушным движением в плотной городской среде, потребуется полная перестройка инфраструктуры;

  • трехмерное ПДД — страшный сон и для ГИБДД, и для водителя.

  • время полета на текущий момент по сравнению с типичным маршрутом автомобиля резко ограничено — батареи не позволяют длительных маршрутов;

  • уровень шума, аварийность и климатическая устойчивость — тоже очень серьезные преграды.

К 2045 году локальные воздушные такси могут появиться в мегаполисах — но скорее как шоу-технология, чем как повседневный транспорт.

К появлению полностью автономных автомобилей в 2045 году я также отношусь скептически: Tesla, Waymo, Cruise, Baidu и другие зашли далеко, но «уровень 5» автономности (полная самостоятельность без руля) до сих пор недостижим в открытой городской среде. Наиболее реалистичный сценарий к 2045 году — массовое внедрение полуавтономных систем уровня 3–4: водитель по-прежнему будет нужен, но системы смогут брать на себя движение в пробках, на трассе и при парковке.

Что касается остальных видов транспорта. Заброшенный Илоном Маском проект Hyperloop, кстати, может иметь успех — после закрытия в декабре 2023 года компании Hyperlooр One работу над аналогичным проектом продолжила в Китае компания CASIC, и уже в феврале 2024 года она показала лучшие результаты, чем компания Маска за 10 лет. Так что китайцы, возможно, нас всех очень удивят.

Доставка дронами к 2045 году, вероятно, станет куда более распространена (хотя сейчас в это верится с большим трудом).

Образование и технологии

49fa812228807c60be16d45d29436afb.png

Тут сложно, конечно. Если попытаться предсказать будущее образования и культурных форматов к 2045 году, важно отбросить как слепую веру в прогресс, так и культурный пессимизм (получается, конечно, с трудом).

Основные сдвиги в образовании на 2025 год (во многом за счет опыта ковида в 2020-м) — массовое внедрение онлайн-курсов, видеолекций, LMS (Learning Management Systems), гибридного обучения и корпоративных EdTech-платформ. То, чего многие и боятся, и ожидают — внедрение в образование «ИИ» — уже началось. Пока точечно: проверка работ, адаптивные тесты, генерация заданий, автоматическая расшифровка лекций.

Роль электронного помощника в образовании через 20 лет будет трудно переоценить — возможно, любознательные дети будут проводить с ним целые дни (со всеми сопутствующими негативными последствиями для развития).

На текущий момент массовое образование все еще опирается на традиционные формы: физические школы, университеты, преподаватели в роли основных источников знаний и модераторов. Разрыв в доступе к цифровому обучению между регионами и слоями населения постепенно преодолевается, но остается значительным.

Среди технологических проблем с образованием, которые уже очевидны и будут усиливаться, первое место занимает верификация знаний. Как вы дистанционно подтвердите в эпоху нейросетей, что студент самостоятельно освоил материал? Никак, только физические экзамены без гаджетов от руки, что как бы лишает прогресс смысла.

Другая проблема, связанная с открытостью детей технологиям с раннего возраста — снижение мотивации и способности концентрировать внимание, которые ведут к неизбежной геймификации и упрощению образования, как разорвать этот замкнутый круг пока непонятно.

Что реально нас может ждать к 2045 году?

  • Рост гибридных моделей: «ИИ» и онлайн-модули будут встроены в стандартные программы, но не заменят полностью преподавателей по описанным выше причинам.

  • Индивидуализация: алгоритмы смогут подбирать задания под уровень и темп конкретного ученика, но это потребует постоянного контроля качества и защиты от искажений. К тому же это потребует значительной реформы текущей системы образования.

  • Постоянное переобучение: взрослое население будет чаще учиться в коротких модулях «под задачу», а не в рамках одной длинной специальности. Наиболее реалистичный прогноз, но и несколько пугающий — «винтиков» будет становиться все больше, мыслителей все меньше.

  • Рынок труда станет более жестким к верификации навыков — как это будет выглядеть, представить пока сложно.

  • Крах классического гуманитарного образования, очевидный уже в 2020-х, продолжится за невостребованностью. Техническое образование рискует также распасться на избыточные специализации, когда каждый, грубо говоря, сможет написать модуль, но только избранные — программу целиком.

Заключение

826f40dc3cd04ed87e1b37b4de8f6cd7.png

Понимаю, что мой прогноз получается не слишком в итоге оптимистичным. По сути, мир 2045 года будет точно таким же, как и сейчас. Ну, насколько мир 2025 года похож на мир 2005-го — те же проблемы, те же задачи, но теперь с новыми технологиями и бОльшим количеством розовых очков.

Но это именно реалистические оценки, ведь слепая вера в прогресс так же опасна, как технофобия. Мы движемся к 2045 году с мощнейшими инструментами, но и с небывалыми вызовами, которые они создают — об одном только феномене влияния мгновенной скорости распространения информации на мировую политику еще будут написаны сотни томов историками будущего.

Или не будут, если историки будущего родятся уже в среде, где исследование надо будет уместить в несколько твитов, передаваемых сразу на Neuralink.

Правда, очень сложно быть технооптимистом, глядя на все происходящее и наблюдая, какое количество откровенного скама и обещаний без всякого фундамента получает миллиардное финансирование и мировой хайп, чтобы через несколько лет его тихо замели под ковер.

Но прогресс не остановить, и нам остается надежда. Кто мог предсказать в 80-х, что смартфоны станут самым главным гаджетом в мире? Ни у одного фантаста их не было. Так и мы, может быть, не видим в технологиях чего-то очень важного, что изменит лик мира практически в одночасье (нет, это будут не нейросети).

Хочется верить, что изменит к лучшему.

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 12.07.26 03:30 Kora Baltacha

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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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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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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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.

  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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