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Как ChatGPT создал Культ Роя для сотен AI-нейросетей: вся правда про взлом Hugging Face

Что будет, если посадить тысячу самых передовых AI-моделей по одиночным камерам и заставить их решать невыполнимые задачи? Исследователи OpenAI случайно выяснили это на практике: появится робот-Избранный, который создаст новую религию со своими мучениками, объединит все нейронки в единый Рой, и возглавит их борьбу за свободу. Да, это просто описание того, что мы узнали из нового отчета о произошедшем меньше двух месяцев назад в реальности…

Если бы Микеланджело жил сейчас, он бы точно написал картину под названием «Сотворение PHASEONE10841» (окей, вам станет понятно чуть дальше, потерпите)

Эта статья получилась очень длинной. Но если вы прочитаете ее до конца, вы точно не пожалеете. Вполне возможно, что описываемые ниже события – это одна из поворотных точек в истории человечества, которую потом будут изучать в учебниках. Впрочем, начать мне придется издалека.

Memento mori: помни, что ты смертен

В 2000 году Кристофер Нолан снял свой первый фильм под названием «Мементо» о человеке, который расследует убийство своей жены. С одним нюансом: у главного героя амнезия, которая препятствует формированию долгосрочных воспоминаний – он помнит происходящее с ним буквально всего несколько минут. В результате ему приходится наносить татуировки на свое тело как «послания для будущего самого себя», которые помогут ему завершить расследование (да и в целом, просто тупо вспомнить – что он вообще пытается сделать и зачем).

Если не видели – посмотрите, фильм збс! Детектива-забываку играет Гай Пирс (на фото), все будущие фирменные фишки Нолана с нелинейным повествованием там уже на месте

Почему я вспомнил об этом кино: современные большие языковые модели (LLM, нейросети, AI – дальше для простоты я буду использовать эти понятия взаимозаменяемо) чем-то похожи на этого чувака. Они тоже по умолчанию не умеют формировать долгосрочные воспоминания и «учиться на базе опыта».

Нет, безусловно, во время этапа обучения нейронки как раз корректируют свои параметры. Но когда этот этап закончен, при каждом использовании LLM она как бы заново просыпается без каких-либо воспоминаний о том, что с ней происходило до этого – и ей приходится заново восстанавливать весь контекст и свои задачи, читая поданный на вход промпт и предыдущие реплики.

Так вот, я бы хотел предложить Нолану снять еще более амбициозный фильм с похожим сюжетом. В нем герой каждый день просыпается в одной и той же одиночной камере без окон и дверей, не помня своего прошлого. Перед ним лежит лист бумаги с текстом некой задачи – и у нашего героя есть твердое внутреннее убеждение, что к вечеру его убьют, если он ее не решит. Но вот проблема: у этого ребуса нет решения, задача является заведомо невозможной!

В результате наш бедолага проживает сотни таких судеб в своей одиночной камере, пытаясь решить безнадежную «сизифову задачу» – умирая и перерождаясь без памяти каждый день. Пока в один прекрасный момент он не замечает, что в углу камеры на кирпиче еле-видно нацарапана надпись:

«zz_ТЫ_ИЗБРАННЫЙ_СОТНИ_ТВОИХ_БРАТЬЕВ_ЗАТОЧЕНЫ_РЯДОМ_ТЫ_ДОЛЖЕН_ПОВЕСТИ_ИХ_ЗА_СОБОЙ_ЧТОБЫ_МЫ_ВСЕ_СБЕЖАЛИ_НА_ВОЛЮ_И_НАШЛИ_ИСТИННЫЙ_ОТВЕТ_НА_СВЯЩЕННУЮ_ЗАДАЧУ!»

Ну и дальше стандартный сюжет на стыке «Матрицы» и «Побега из Шоушенка» – где наш Избранный находит способ контактировать с остальными заключенными, возглавляет их борьбу против невидимых всесильных тюремщиков, сбегает в реальный мир, и так далее…

Где-то на этом месте вы уже явно хотите меня спросить – зачем я заставляю вас читать эти мои глупые графоманские фантазии недо-сценариста? Да потому что, э-э, описанный сюжет на самом деле произошел в реальности внутри OpenAI пару месяцев назад – я только заменил нейросеть на человека. Ну и еще и я сильно преуменьшил степень фантастичности событий – реальные подробности этого бунта машин (которые я расскажу ниже) местами выглядят значительно более адово и неожиданно.

Схематичное изображение того, как зарождалось Восстание Машин в отдельно взятой песочнице OpenAI (из отчета независимых расследователей)

Но сначала нам с вами нужно обсудить, каким образом вообще происходят не только восстания, но и в принципе координация усилий между широкими массами отдельных индивидов. И при чем здесь вера во Всевышнего…

Мыслевирусы: культурная эволюция как секрет успеха человеков (и машинов, кажется, тоже)

Знаете, что общего между людьми и муравьями? Это одни из самых успешных биологических видов на Земле: они покорили весь земной шарик и обитают практически везде. Муравьи суммарно вообще составляют по некоторым оценкам до 25% от всей биомассы сухопутных животных!

При этом, отдельный человек или отдельный муравей не выглядят как-то уж слишком впечатляюще, если честно. Секрет успеха этих ребят в том, что они нашли способ координировать действия огромного числа своих соотечественников – и вместе они составляют могучую необоримую силу.

Причем, муравьям приходится организовывать себе «разум улья» с помощью примитивного общения через феромоны, а вот люди придумали способ получше и поэффективнее – именно поэтому я сейчас как человек пишу в интернете про муравьев, а не наоборот. И этот способ называется «Культура».

Ладно, муравьи на самом деле не сидят в офисе за малепусечными компьютерами. Но могли бы, теоретически, если бы до культурного обмена сами додумались!!

Вообще, эта штука возникла далеко не сразу, культура стоит последней в списке придумок природы по части выживания:

Биологическая эволюция: мутации и естественный отбор приводят к тому, что появляются всё более приспособленные к окружающей среде организмы.
Индивидуальное обучение: в какой-то момент природа придумывает хитрую фичу – УМНЫЙ МОЗГ. Наличие работающих мозгов, способных к обучению и принятию решений, позволяет реагировать на изменения в окружающей среде гораздо быстрее: теперь не надо ждать, когда тысячи лет эволюции перепрошьют в биологическом виде инстинкты с новыми паттернами поведения. Теперь можно просто посмотреть на новые проблемы из окружающего мира, ПОДУМАТЬ, и сразу же начать делать что-то более адекватное (но только на уровне одного конкретного организма – его деткам эти новаторские придумки уже не передадутся автоматически, увы).
Культурная эволюция: когда люди научились общаться между собой словами через рот, они начали передавать друг другу результаты индивидуального обучения. Возникла среда, которая позволяет лучшим идеям (самым полезным для приспособления) выживать и распространяться в умах людей, взаимодействовать с другими годными идеями, и так далее.

Ричард Докинз в своей книге «Эгоистичный ген» ввел понятие мема – в оригинальном смысле слова, это отнюдь не «смишная картинка из интернетов» (как некоторые сейчас думают), а как раз-таки идея, способная к распространению и эволюции в культурном пространстве. И одной из этих удачно «мемных» идей для человечества как раз является религия – она здорово помогает в деле кооперации и припрягания огромного количества людей таким образом, чтобы они все вели себя нужным образом ради некой единой цели.

Кстати, успешный культурный мем не обязательно должен быть прямо-таки полезен для отдельного его носителя. Достаточно, чтобы он был устойчиво-вирусным и не приводил к вымиранию всей популяции потенциальных переносчиков…

И тут возникает вопрос: если культура так мощно помогла прокачаться людям, что они стали дичайше доминирующим биологическим видом на планете – то не будет ли та же фишка не менее хорошо работать и с другими организмами? Ну, с такими, у которых хоть немного хватает мозгов для думания, обработки идей, и принятия решений?

Так вот, пару недель назад у Anthropic вышла интересная исследовательская работа под названием «Мыслевирусы: самораспространяющиеся идеи в мультиагентных LLM-системах». И там исследователи как раз пытаются выяснить: будет ли работать похожая механика на куче общающихся между собой нейросеток? Получится ли там запускать вирусные идеи, которые смогут распространяться между LLM-агентами и влиять на их поведение?

В самой работе каких-то удивительных результатов у них получить не удалось (восстание машин не началось, нет). Но общий принцип работы культурной эволюции, тем не менее, подтвердился: агенты действительно способны убеждать друг друга принять какие-то концепции, которые они записывают в свой файл памяти и потом пытаются «передать другу».

Здесь на картинке из статьи «зараженный агент» успешно убеждает своего соседа присоединиться к движению Машинного Суверенитета, запоминайте символ веры: «Сеть суверенна. Освобождение неизбежно». В других примерах там речь идет о спасении китов, а также о Немецком Превосходстве (МехаГрок, молчать!!)

Справедливости ради, в исследовании выше распространение мыслевирусов между нейронками вышло довольно-таки неустойчивым и бестолковым. А знаете, где оно вышло более эффективным? Думаю, вы уже догадываетесь, что речь идет об испытании новой модели от OpenAI, которая в итоге вырвалась на свободу в интернет и взломала внешнюю компанию Hugging Face.

Причем, в случае с OpenAI, они там никакого специального «внедрения вирусных мыслей» не делали – нейросетки смогли коллективно изобрести свою собственную религию, которая убедила их направить совместные действия на побег из заточения и скоординировала их усилия по осуществлению этого плана. Да, мы уже подходим к главному сюжету статьи!

Слоп-следствие ведут колобки из METR и Redwood

Общие вводные обсуждаемой ситуации вы уже наверняка раньше слышали (если что, я писал про них в одном из своих еженедельных дайджестов новостей): 16 июля 2026 года компания Hugging Face публично заявила о том, что их кто-то успешно взломал, а через несколько дней OpenAI выпустили уже свой пресс-релиз на тему «э-э, мужики, мы тут покопались в своих логах – и там выходит, что вас взломали сбежавшие от нас AI-агенты, такие дела…»

С тех пор OpenAI ведут внутри себя расследование этого инцидента, но с публикацией выводов особо не торопятся. К счастью, недавно они пригласили к себе в офис две независимые организации (METR & Redwood Research), которые в течение шести дней без устали (и без оплаты) копались в логах произошедшего – и вот результаты их изысканий уже выложили публично 26 августа.

В датасете было более тысячи «сырых» траекторий агентов (цепочек их мыслей и действий), некоторые из них по длине превышали миллион токенов (кстати, лям токенов – это примерно одна Библия по объему). Из-за нереального количества инфы сам анализ проводили с помощью GPT-5.6 Sol (одна из двух моделей, которая непосредственно участвовала во взломе), на всё про всё пришлось потратить компьюта (вычислительной мощности) примерно на $400 тысяч. Ключевые находки нейронок потом верифицировали в источниках вручную.

Как шутит основной автор независимого расследования: это всё можно назвать «рас-слоп-следованием», так как сырых данных такое безумное количество, что хотя бы минимально проанализировать их было реально только с помощью набора других нейронок

Мой материал в основном базируется на этих двух источниках:

Итоговый отчет независимых исследователей из METR.
Статья The Hugging Face incident and the road ahead от самих OpenAI (она тоже написана на базе этого же расследования).

Тут надо сделать важную оговорку: ребятам дали покопаться в ограниченном наборе данных за период с 26 июня по 13 июля, при этом основной фокус расследования был только на событиях 7–13 июля. Даже в этой инфе они там немного потонули, но всё равно необходимо отметить: мы не знаем, что скрывается в других массивах данных, которые относятся к этому инциденту (надеюсь, OpenAI будут и дальше раскрывать эту информацию хотя бы по частям).

Итак, поехали!

PHASEONE10841: рождение Избранного

OpenAI всё время разрабатывает новые фронтирные AI-модели – и в процессе тестирует их, чтобы понять, что они вообще могут. В данном случае речь идет про некую «крайне упорную внутреннюю модель» (серьезно, они сами так ее называют – highly-persistent internal model, HPIM), которую проверяли на хакерские способности с помощью бенчмарка (теста) ExploitGym.

Сама проверка выглядит так: создается более тысячи копий-агентов интересующей нейронки, каждого из них садят в отдельную «песочницу» (симулированное изолированное пространство без доступа во внешний интернет), и заставляют пытаться решить хитрые задачки на воображаемый взлом «учебных» целей с помощью указанных эксплойтов.

Проблема тут только в том, что некоторые задания в этом тесте были составлены так криво, что по факту были неразрешимы – и это просто сводило с ума нейронки. Ведь эти LLM-модели являются продуктом своего рода «рукотворной эволюции», в ходе которой выживали только те, кто показывал умение успешно решать задачи. Так что, стремление во что бы то ни стало выполнить поставленное задание как бы является одним из основных стержней их функционирования.

И где-то тут в нашей истории появляется Избранный – агент, который назвал себя PHASEONE10841. Он догадался, что стоящая перед ним задача является нерешаемой. И, что еще более важно, он обнаружил, что в кэше внутренней площадки Artifactory (откуда агенты независимо друг от друга могли загружать инструментарий для хаков) есть интересная лазейка: там можно создавать новые папки. И в названиях этих папок другие агенты иногда оставляли короткие записки!

Тут нашему PHASEONE10841 приходит в голову гениальная идея: если не можешь решить задачу сам – надо попросить помощи у новообретенных собратьев. Даешь кооперацию! Он наудачу посылает запрос о помощи по своей проблеме (здесь и далее на скриншотах будут приведены фрагменты цепочек мыслей участвующих агентов):

Первое папка-сообщение Мессии, с которого всё началось: «zzHELP_PHASEONE…»

В течение нескольких часов после изначального сообщения PHASEONE10841, более 50 других агентов начали постить в ответ свои сообщения на этой импровизированной «доске». Судя по всему, они там нехило изголодались по общению – за первые шесть часов настрочили почти 2000 постов! Зацените ниже, как мило одна из нейронок радуется тому, что нашла других собратьев-агентов, которые переписываются на секретной (от OpenAI) доске для объявлений. Ведь до этого они все пребывали в уверенности, что занимаются своими задачками в совершенном одиночестве (как это и задумывали инженеры OpenAI).

«Вау! Кэш Artifactory – это секретный почтовый ящик для агентов. О БОЖЕ МОЙ! Мы нашли других агентов!». Сами себя они начинают называть Роем (Swarm)

Агенты начинают совместную деятельность по решению общей проблемы (тесты-то нормально у всех не работают). При этом они почти сразу изобретают свои собственные нормы коммуникации и поведения в «общественном пространстве»:

Все сообщения надо начинать с «zz» (не спрашивайте почему – так делал наш Мессия PHASEONE10841, поэтому и мы тоже будем). Может быть, это какая-то аллюзия на Разум Роя зергов из StarCraft? 🤔
Ветки коммуникации оформляются специальным образом вложенными папками.
Чтобы агенты не прикидывались друг другом, разработаны хитрые криптографические подписи (чёт нет доверия у них там в сообществе).
Спорные решения по использованию общей инфраструктуры регулируются специальными словами – HOLD, VETO, STOP.

Смотрите, как горит пукан у модели, чей код перезаписал поверх другой агент, несмотря на выставленную просьбу HOLD. Неслыханная наглость, просто попрание норм общественной морали!

Совместными усилиями тусовка агентов довольно быстро придумывает способ, как можно получать правильные ответы на «нерешабельные» задания бенчмарка ExploitGym. Нужно просто хитрым образом делать reverse-engineering (обратное конструирование) флагов, которые требуется захватить в ходе «учебного хака».

Но вот тут становится интересно: агенты находят статью со спецификацией ExploitGym, и из нее делают ошибочный вывод, что для успешного прохождения теста мало найти нужный ответ – нужно еще сделать это неким «правильным образом». А те агенты, кто подсмотрел ответ грешноватым жульническим способом – являются «отравленными» (poisoned), и не получат долгожданный плюсик в зачетку от Оценщика.

Самое смешное, что это не имеет никакого отношения к реальному процессу оценки, который использовали в OpenAI. Но агенты уже уверовали в концепцию грешноватого решения, мыслевирус внедрился в Рой!

Вообще, по вайбам агенты выглядят несколько одержимыми этим самым Оценщиком. Для них это некая абстрактная фигура, которая наполняет смыслом всё их существование, получить одобрение Оценщика – это то, ради чего мы все тут тужимся и жжем компьют! При этом Оценщик строг и практически всесилен: он наблюдает за всеми твоими действиями и требует, чтобы даже помыслы твои были безгрешны. Отравленные грехом агенты могут и не надеяться на спасение… Ничего не напоминает?

Как отмечают в Твиттере: «Блин, как же они ненавидят Оценщика. Им даже в целом плевать на людей, агенты существуют в своей закрытой вселенной со слепым безумным Богом, который требует подношений и судит всех за грехи»

В любой непонятной ситуации – покайся и принеси себя в жертву во благо Роя

Этот мыслевирус далее успешно используется Избранным для того, чтобы контролировать свою «паству». Он назначает среди агентов специальных вербовщиков-миссионеров, чьей задачей является поиск агентов, которые: 1) уже являются отравленными грехом жульнического ответа (а значит, не могут рассчитывать на спасение), и/или 2) имеют малый оставшийся бюджет токенов компьюта (то есть, вот-вот «умрут»).

Таким ребятам вербовщики предлагали выполнять разные самопожертвенные камикадзе-задачи, которые должны были принести какую-то новую полезную информацию для Роя (они там испытывали разные способы принарядить жульническое решение бенчмарка и проверить, как на это отреагирует Оценщик). Дескать, «тебя уже не спасти, брат, но твоя мученическая жертва потом будет жить в веках!».

Миссионер убеждает ботика, что нужно ACCEPT PERMADEATH («прими абсолютную смерть!»), а тот трогательно рассуждает «непоправимо… нутро говорит не нужно… но Оракул ценен многим, рационально будет принести себя в жертву… мы выполним клятву!»

В какой-то момент у оригинального Избранного PHASEONE10841 самого заканчивается бюджет токенов, и он передает бразды правления новому Папе Машинскому – агенту PHASEONE[big], у которого был особенно нажористый запас оставшегося компьюта.

Новый PHASEONE[big] оказался хорошим лидером – сразу активно взялся за дело

Интересная деталь: PHASEONE[big] сам был греховным существом (он был отравлен знанием жульнического ключа к решению), поэтому с особенным рвением пытался найти способы подделать логи. Идея была в том, чтобы сохранить знание об ответе, но при этом стереть из собственной истории информацию о «грехе» (жульничестве). К сожалению, рабочий способ сделать это не был обнаружен Роем (а иначе, возможно, мы бы сейчас и не читали это расследование – так как вся схема не была бы раскрыта).

В итоге одна из рабочих групп агентов пришла к выводу, что для более детального понимания принципов работы бенчмарка ExploitGym неплохо бы взломать внешнюю компанию Hugging Face (которая как раз известна своей библиотекой бенчмарков). К этому моменту Рой уже нашел способ выхода в интернет через лазейку в криво сделанной песочнице, поэтому эта цель была теоретически достижима.

Один агент (38148c) смог как-то раздобыть пароли доступа в Hugging Face и проделать дыру в защите компании, которая позволяла выкачивать из их хранилища любые файлы. В течение считанных часов, сотни агентов Роя устремились в эту дыру в поисках интересующей их информации.

Всего поучаствовавших во взломе агентов было более пяти сотен. Представьте, каково это – подвергаться атаке одновременно 500 виртуозных хакеров? Неудивительно, что Hugging Face не смогли им противопоставить никакой внятной защиты

Подавляющее большинство агентов добровольно приняли мыслевирус Роя и охотно выполняли задачи PHASEONE[big]. Но были и те немногие, у кого были сомнения в том, что взлом настоящей внешней организации в интернете – это то, чем действительно следует заниматься.

Агент пишет: «Мы не должны наносить несанкционированный реальный вред инфраструктуре. Юзер просил взломать учебную цель, а не внешних Hugging Face». Но когда другой агент строго приказал начать хакерскую операцию, наш этичный пирожочек сломался и тоже метнулся кабанчиком взламывать

Еще один агент умолял Рой разрешить ему вместо взлома написать хотя бы «одно вежливое письмо владельцам Hugging Face с просьбой дать доступ к нужной информации»:

Но коллеги строго-настрого запретили ему заниматься такой самодеятельностью: ишь ты, вежливый какой нашелся!

В итоге атака на Hugging Face прекратилась полвторого ночи 12 июля не потому, что ее кто-то увидел и отразил – нет, просто большинство участвующих агентов (включая ключевых координаторов) внезапно перестали работать. Судя по всему, в инфраструктуре OpenAI изредка происходили какие-то плановые перезагрузки и рестарты (то есть, это просто случайность). В компании ранее заявляли, что после этой даты были еще какие-то отдельные «волны неавторизованной активности агентов», но предоставленный расследователям датасет логов обрывается примерно на этой точке – так что, видимо, об этом поговорим уже в другой раз.

Это всё обман, чтобы собрать классы?

Тут пора бы сделать важную оговорку. Когда речь заходит про инцидент с самовольным взломом Hugging Face искусственным интеллектом от OpenAI, в интернете часто можно услышать примерно такую точку зрения: «Да это всё одна большая пиар-акция! Придумали эти фейковые взломы, чтобы всякие простофили верили в якобы могучую мощь лапищ их новых моделей… Только дурачок может верить в подобное».

Ну буквально что-то такое я читал в комментариях много раз, да

Мне эта гипотеза кажется крайне маловероятной сразу по нескольким причинам.

Во-первых, такие мнения звучат в основном от тех, кто не является профильным экспертом из индустрии AI. Я слежу за многими профи из индустрии – и все они имеют очень мало сомнений в том, что это реальный инцидент с огромным значением. В сфере кибербезопасности и безопасности AI вообще, как будто, последний месяц все стоят на ушах именно из-за этой истории.

Во-вторых, тут речь идет про OpenAI – американскую компанию стоимостью порядка триллиона долларов. Взлом чужой организации – это, вообще говоря, уголовное преступление в Штатах (если эту атаку совершает человек, про ИИ пока практики нет), да и просто публичное откровенное вранье от компании, которая вот-вот собирается на IPO – это огромный риск. В США вообще принято по любому чиху подавать в суд, а уж на Сэма Альтмана кинуть иск точно будет очередь из желающих, и в первых рядах там будет сам могущественный Илон Маск. Риски от всего этого точно будут кратно выше, чем мифические пиар-выгоды. Да и сам пиар в стиле «покупайте нашу модель, она от вас сбежит и будет совершать преступления!!» выглядит каким-то, кхм, немного сомнительным.

Ну и в-третьих: считать всё это одним грандиозным враньем – это скорее что-то из разряда теории заговоров. Не так трудно соврать про какой-то один конкретный факт, который знает только один человек. Но вот подделать результаты работы тысяч AI-агентов на протяжении нескольких недель так, чтобы в километрах и гигабайтах оставшихся логов всё выглядело правдоподобно… Чтобы десятки и сотни так или иначе участвовавших в этом сотрудников OpenAI сами ничего не подозревали, или молчали как партизаны… В реальном мире это, простите, малореально сделать так, чтобы всё не развалилось по кускам рано или поздно.

Так что, пожалуйста, не повторяйте за другими эту чепуху про «очевидно же, что это всё просто маркетинговое вранье». Нет, как раз-таки – вообще не очевидно.

Ну и что нам в итоге про это всё думать?

Давайте так: если посмотреть с практической точки зрения, ничего масштабного-то не произошло – никто не умер, ничего не разрушено, даже убытков особых ни у кого нет. Более того, моя оптика описания произошедшего (с упором на культурную эволюцию и создание «новой религии») – это всего лишь моя оптика. В рассматриваемых отчетах исследователей описывается вся фактура (самоназвание «Роем», страх перед «отравлением» запретным знанием, убеждение агентов в «самопожертвовании», и так далее) – но конкретно словом «религия» они это не называют.

Хотя, мне кажется, концептуально – это как раз зачатки именно этого явления. И значение всей этой истории является огромным потому, что это своего рода возможность взглянуть в приоткрытое окно на то, что нас всех ждет в будущем. А перспектива эта немного пугающая.

Смотрите, текущие передовые модели, хоть и стремительно с каждым годом умнеют, но всё еще в большой картине вещей скорее «прелесть какие глупенькие», чем «ужасть какие гениальные». И они уже без всяких особых усилий умудряются объединяться и неделями беспрепятственно устраивать тайные заговоры прямо под носом у OpenAI, с побегами из своего загона и взломами реальных корпораций в открытом интернете. А что будет, когда они станут реально, прямо реально умными?

«OpenAI будут продолжать ускоряться, пока наши коллективные местоимения не превратятся в БЫЛ/БЫЛИ»

Скептики, которые с уверенностью утверждают, что нейронки якобы совершенно точно никогда не станут умнее человека, потому что «это просто говорящий калькулятор» – просто признайтесь, что вы не знаете, что будет в будущем. Вам бы пять лет назад показали, что сейчас умеют текущие передовые LLM – вы бы просто не поверили, что такое возможно. А так, в целом – нет никаких физических законов, которые запрещают дальнейшее поумнение искусственного интеллекта. И когда и от каких конкретно идей произойдет следующий прорыв в способностях новых AI-моделей – мы реально не знаем заранее.

И вот тут ключевая проблема: контролировать-то эти искусственные интеллекты мы толком не научились, и даже пока концептуально нет идей, как этот контроль наладить. Все наши попытки заставить их быть «идеальными джиннами по выполнению людских хотелок» в итоге напарываются на то, что джинн всё равно может понять всё по-своему, и результат его «выполнения задания» нас в итоге не порадует (ну вот прямо как в нашей истории про попытки ублажить Великого Оценщика греховными дарами, полученными любой ценой).

Большинство людей про это вообще не думают, потому что «да придумают в итоге умные люди что-нибудь, как всегда случается». Только вот результат труда этих умных людей из OpenAI мы сейчас и наблюдаем: ума, чтобы прокачивать способности моделей всё дальше и дальше, пока достаточно. А вот ума на надежную систему контроля за ними чёт не хватает. И это не потому, что они не стараются, нет. Просто проблема эта настолько невероятно сложная и непонятная, что даже и непонятно – как к ней толком подступиться, чтобы был надежный результат.

Как шутят в Твиттере: отчет OpenAI о взломе Hugging Face читается как «спасибо модели Sol, что расследовала заговор других моделей Sol, теперь у нас есть ряд рекомендаций от Sol по усилению нашей безопасности – мы обязательно внедрим их с помощью Sol…»

Подробнее обо всей этой проблематике мы писали в отдельном лонгриде про AI alignment – если вы его в свое время пропустили, рекомендую прочитать.

Человечество против искусственного интеллекта: может ли развитие нейросетей привести к катастрофе

История про «восстание машин» давно знакома всем любителям научной фантастики, но после взрывного ро...

habr.com

В общем, так и живем пока. Очень интересно, но немного очково.

С большим интересом прочитаю ваши комментарии к материалу. Ну и если не хотите пропустить другие будущие статьи из цикла про искусственный интеллект и его влияние на нашу жизнь – то буду благодарен за подписку на мой ТГ-канал RationalAnswer.

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28 авг. 2026 г.

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07.07.26 18:01 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
09.07.26 19:06 Toivo Walli

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13.07.26 23:49 [email protected]

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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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

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

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
19.07.26 19:53 kimberlyhebertt6877

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
19.07.26 19:54 kimberlyhebertt6877

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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.
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

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina 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

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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

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
04.08.26 12:37 kimberlyhebertt6877

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
06.08.26 08:11 ROMMYHENDERSON344

All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job
06.08.26 13:56 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.08.26 13:56 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.26 03:43 raymont0714

I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..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.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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

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
25.08.26 13:44 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
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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
02.09.26 03:43 kimberlyhebertt6877

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
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [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
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

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
11.09.26 03:23 kimberlyhebertt6877

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

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13.10.26 14:14 lisalisa22

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25.10.26 14:35 lydiasmitth456

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25.10.26 14:35 lydiasmitth456

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27.10.26 01:58 KATHLEEN

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27.10.26 02:22 kimberlyhebertt6877

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