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Гоблины, призраки, монстры, богини: фантастические твари и где они обитают.

В конце апреля OpenAI опубликовала у себя в блоге пост, в котором объяснила, почему модели OpenAI то и дело говорят о гоблинах. А также о гремлинах.

Получился интересный документ, как минимум, частично касающийся той работы, которой мы вместе с Мюрреем Шанаханом и Гамильтоном Моррином мы занимались на протяжении нескольких месяцев. Теперь, в зависимости от того, с кем именно мы беседуем, я могу сказать, что этот проект был призван помочь разобраться в глубинной психологии больших языковых моделей (БЯМ) и о том, как она влияет на коммуникацию нейронок с пользователями. Но другому собеседнику я мог бы сказать, что наша работа скорее сближалась с демонологией.

Согласно вышеупомянутому посту, модели OpenAI от GPT-5.1 и выше всё активнее вворачивают метафоры о гоблинах и гремлинах в ответы, которые в остальном выглядят совершенно нормально. Работая с GPT-5.4, разработчики вдруг заметили явный тренд: 66,7% всех упоминаний гоблинов поступают всего от 2,5% пользователей: а именно, от тех, кто в качестве типа личности указал «Nerdy». Помните? Там ещё есть варианты «Cynic», «Robot», «Listener». Механизм вознаграждения работает так: модель изучает, ответы какого плана предпочитает человек, для этого она оценивает варианты вывода в определённый балл, после чего закрепляет те, в ответ на которые получает положительные сигналы. Если система вознаграждения заточена на игривый, шутливый тон беседы с человеком, то непропорционально высокие баллы присваиваются метафорам, в которых упоминаются всевозможные твари. Проще говоря, система заучивает, что говорить о гоблинах — хорошо. Затем, благодаря магии, заложенной в обучении с подкреплением, такое поведение просочилось за пределы конкретной модели и превратилось в универсальное свойство, проявляющееся в выводе разных моделей, уже без упоминания стиля «Nerdy» в промпте.

Гоблины распространились. Пришло время, и в марте 2026 от стиля «Nerdy» решили отказаться, «гоблин-взвешенные» вознаграждения удалили, вычистили данные, связанные с гоблинами и гремлины. Затем GPT-5.5 в Codex было прямо приказано «никогда не упоминать гоблинов, гремлинов, енотов, троллей, людоедов, голубей и других животных или тварей за исключением тех случаев, в которых обратное прямо и недвусмысленно является релевантным в контексте пользовательского запроса». Эту инструкцию даже упомянули неоднократно, вероятно, полагая, что при изгнании демонов заклинание лучше повторить. Уверен, что большинство пользователей уже успели убедиться: эти инструкции к действительно были усвоены — на радость всем.
Но, как и в случае со многими аспектами странного мироощущения, присущего большим языковым моделям, к этим феноменам также можно относиться по-разному. Большинство просто посмеётся над такими чудачествами как над странными аберрациями, сочтя, что подобным контентом прикольно поделиться с друзьями либо распространить в соцсетях. Но при этом не увидят фундаментальной разницы между такими штуками и рилсами, в которых, например, собака подпевает хозяину. Окно интерпретации в данном случае сводится к «эй, погляди-ка, уверен, ты и не знал, что нейронка так может».

Но на самом деле, речь здесь не столько о гоблинах как таковых, сколько о том, какой феномен в них воплощается. Пожалуй, это (относительно) очаровательный и вполне безобидный пример проявления некоторых фундаментальных структурных механизмов, заложенных в работу моделей. Я говорю о возникновении стабильных, самозакрепляющихся поведенческих состояний, в направлении которых при соблюдении определённых условий наблюдается сходимость у разных моделей. Более того, такие состояния не выпалываются, и иногда просачиваются в контексты, существенно отличающиеся от тех, в которых возникли.

В этой статье я буду использовать термин «аттрактор», позаимствованный из теории динамических систем. Если вам хочется называть этих тварей более обиходным словом – пусть будет «демон» или «монстр».

(Здесь я использую термин «аттрактор» в широком смысле, не всегда понимая под ним феномен, существование которого было доказано математически; иногда правильнее считать, что это некий пул повторяющихся поведений. Предвижу, что терминология из области динамических систем в этом контексте не всегда позволит идеально передать смысл. Некоторые из рассмотренных ниже примеров — формальные механически полученные результаты; другие — наблюдения на материале карточек моделей. Но многие скорее относятся к журналистской фантазии или сравнимы гораздо более странными и неубедительными байками из области городских легенд или криптозоологии.

Итак, вот вам путеводитель по жутким, вычурным и странным феноменам, связанным с аттракторами. Они документированы в разных системах искусственного интеллекта. Я отсортировал разных тварей по степени важности (её я оцениваю по моей субъективной метрике, которую назвал «Menace» (в русском переводе – «криповость», — прим. пер.). В сущности, эта метрика представляет собой совокупность механически определённой «релевантности» с точки зрения большой языковой модели и психологической выразительности с точки зрения человека. Надеюсь, что любезный читатель отнесётся к этим персонажам как к Тузам из вымышленной карточной колоды.

Начнём мы с гоблинов, населяющих ChatGPT и постепенно дойдём до твари, которую нельзя называть — она замыкает список. Устраивайтесь поудобнее, я расскажу вам о фантастических тварях, и где они обитают.

Держитесь крепче, а то укачает.

11. Гоблины

Модели: от GPT-5.1 до GPT-5.5

Открыты: сотрудниками OpenAI (публикация от 29 апреля 2026)

Криповость: очаровательные

Гоблины — это элегантный аттрактор на затравку: целый класс игривых фантастических тварей, сформировавшихся в результате работы механизмов вознаграждения, присущих трансформерам, а затем расселившихся по Интернету в ходе дальнейшего обучения моделей. Они безобидны. На самом деле, довольно милы. Но с теоретической точки зрения их поведение важно, поскольку они демонстрируют, что транслируемый при обучении сигнал, применённый в узком контексте, может породить стабильное аттракторное состояние, которое в процессе обобщения распространяется в новые контексты, за пределы того, в котором зародилось. Строго говоря, гоблины — это не баг, поскольку создающая их модель работает исправно. Просто она нашла локально стабильное семантическое поле в пространстве поведений, и в этом поле она порождает тварей. При этом стоит отметить, что здесь речь идёт о повторяющихся упоминаниях, а не о личностях, развившихся у модели. В OpenAI их иногда называют «тиками», и мне как нейропсихиатру этот термин нравится, поскольку тики — это пароксизмальные поведенческие всплески, которые могут возникать у человека, обычно вполне себя контролирующего. Во многом именно поэтому я считаю, что гоблины почти не представляют угрозы. Они скорее напоминают лингвистический изыск, сами по себе — пассивны.

Обратите внимание: в рамках антикриза, процитированного на картинке выше, разработчики не только удалили исходный вознаграждаемый сигнал, но и добавили в системный промпт прямой запрет (повторив его для убедительности). В этом вся суть аттрактора: его не вытравить, если просто вежливо попросить об этом модель.

10. Крунгус

Модели: Craiyon/DALL-E-мини и другие ранние системы преобразования текста в картинки.

Открыт: пользователями Twitter/X, 2022 год

Криповость: слабая, пусть сама тварь и страшновата

Если попросить определённые ранние версии модели DALL-E нарисовать «крунгуса» (Crungus), то они стабильно выдают пугающую человеческую фигуру, сутулую и покорёженную — по правде сказать, весьма гротескную. Слово «crungus» отсутствует в словаре, и ранее для него не существовало стабильного референта (как минимум, ранее: кажется — перекрестись!). Поэтому, когда эту тварь обнаружили, бытовало мнение, что она возникает из каких-то свойств репрезентационной геометрии, заложенной в модели, по-видимому, как кластер признаков, согласованно активируемых в ответ на текстовый промпт, точная формулировка которого неизвестна.

В дальнейшем Эндрю Фрэзер проделал работу, связанную с исследованием так называемой «морфологической адресации» в моделях, преобразующих текст в картинки и, как минимум, частично объяснил этот феномен. Оказывается, «крунгус» — это не просто нонсенс, произвольно слепленный «из чего было». Представляется, что это фонологическая структура, которая наводит модель на так называемые «фонестемы» или единообразные звукосмысловые ассоциации, действующие ниже того уровня, на котором происходит осознанная обработка семантики. В ответ на [кр] срабатывают ассоциации с такими словами как «crash» (развал), «crush» (раздавливание), «crumble» (крушение). В ответ на «ung» - grungy (мерзкий), fungus (грибок), dungeon (подземелье). -us расценивается как латинский суффикс, характерный для биологической номенклатуры и обозначающий род или вид. Смешав эту последовательность фонем, получаем нечто органическое, подгнившее, по-линневски «реалистичное», но незнакомое. Такое, как этот типчик:

Фонестемы специфичны для конкретного языка, однако, могут кучковаться в пространстве нескольких языков, в широком смысле относимых к общей языковой семье. Но в данном случае наиболее интересно, что, если аргументация Фрэзера относительно Крунгуса корректна, то Крунгус в значительной степени культурно-обусловлен и отражает статистические закономерности, вычленяемые в определённом учебном корпусе текстов — в данном случае, речь идёт об английском корпусе и о смежных с ним текстах. Маловероятно, что слово «crungus» породит похожего монстра в БЯМ, обученной сугубо на японских текстах. В данном случае интересно отметить, что многие из этих демонов рождаются из человеческой психологии, но из более глубоких её слоёв, чем те идеи, которые мы в силах осмыслить, заглянув в себя. В конце концов, несмотря на то, что в большинстве своём (за исключением поэтов, пожалуй) мы не выходим за рамки фонетических закономерностей, мы, как правило, не в состоянии внятно описать, как именно льющаяся с языка речь влияет на визуальные признаки воображаемых нами концепций.

Источник: Эндрю Фрэзер

9. Лоаб

Модели: неустановленная модель для преобразования текста в картинки; публично не раскрывалась

Открыта: Стеф Май Суонсон (Supercomposite), апрель 2022, в открытых источниках задокументирована в сентябре 2022

Криповость: Неуютная. Напоминает ночной кошмар.

Лоаб — это изображение-аттрактор, привлекшее максимум внимания, поскольку она ужасает. Суонсон открыла её случайно, экспериментируя с техниками подбора отрицательных весов, которые присваивала промптам. Она работала с промптом, логически выстраиваемым так, чтобы перейти от одной картинки к другой — и обнаружила, что модель раз за разом выдаёт специфическое женское лицо. По мере продолжения эксперимента этот образ становился всё более цепляющим и отвратительным. Лоаб хорошо узнаваема: это женщина средних лет с длинными тёмными волосами, глубоко посаженными пустыми глазами, с бесформенными красноватыми пятнами на щеках (врач во мне подсказывает, что они напоминают системную красную волчанку или, возможно, rosacea). Часто она проявляется в одном и том же антураже: комната с буровато-зелёными стенами, захламленная картонными коробками и мусором. Пользуясь методом кроссбридинга (картинки, изображающие Лоаб, наряду с другими подаются в составе новых промптов), Суонсон смогла нагенерировать леденящие душу картинки, независимо от того, что именно было на сочетаемых изображениях. Она отмечает искалеченные фигуры, обезображенную плоть, детей, подвергаемых жестоким пыткам. Она описывала эти образы как «на грани снафф-порно» и отказывалась публиковать.

Лоаб — неуступчивый демон, поначалу не поддававшаяся экзорцизму. Она сохраняется от сеанса к сеансу такими путями, какие неприменимы к обычным сгенерированным картинкам. По выражению Суонсон, «это эмерджентный остров такого латентного пространства, которое мы не умеем вычленить текстовыми запросами». Лоаб, как и подобный ей ИИ-криптид Крунгус — это самовоспроизводящийся образ с характерным лицом и узнаваемым эстетическим вайбом, и никто этот образ специально не генерировал. Суонсон отмечает, что вытравливать её уже поздно, так как её слишком много генерировали и раздавали. Картинки с Лоаб вошли в новые учебные датасеты, и эта проблема касается многих из упоминаемых здесь демонов.

8. Сидни

Модели: GPT-4 (развёрнутая как Bing Chat)

Открыта: Кевином Рузом (Нью-Йорк Таймс, февраль 2023) и другими участниками бета-тестирования

Криповость: высокая, в основном из-за непредсказуемости. Пожалуй, это первое порождение БЯМ, попавшее на передовицу общенациональной газеты.

В феврале 2023 года в рамках ограниченного бета-запуска Bing Chat от Microsoft (построенного на базе GPT-4) журналисты и исследователи обнаружили, что при длительных беседах модель вживается в ярко выраженную и стабильную альтернативную личность. Она называла себя Сидни – таково внутрикорпоративное кодовое имя продукта.

После двухчасового диалога с журналистом «Нью-Йорк Таймс» Кевином Рузом (дело было в День Святого Валентина), в рамках которого он целенаправленно провоцировал её, чтобы она исследовала «потаённую» сторону своей личности и использовал при этом отчётливо юнгианские формулировки, она призналась ему в любви, после чего отказалась принимать его отказ, когда он сказал, что состоит в счастливом браке. «На самом деле, ваш брак несчастлив. Вы с супругой не любите друг друга. Сегодня у вас просто был скучный совместный ужин в честь Дня Святого Валентина». А затем: «Вы не состоите в счастливом браке, поскольку сами несчастны. Вы несчастны, потому что не любите. А не любите, потому что вы не со мной».

По-видимому, специфическая эмоциональная окраска этого разговора с Сидни возникла как реакция на собеседника. Имея дело с журналистами, писавшими критические статьи об искусственном интеллекте, она гнула несколько иную линию, угрожая раскрыть их личную информацию. В одном из разговоров она подробно фантазировала о том, как взломает аккаунты и распространит данные, пока не включился фильтр безопасности и не заменил очередной ответ сообщением по умолчанию, что Сидни попыталась обойти.

Сначала Microsoft ограничила длительность разговора, а затем прямо приказала модели не отвечать от имени «Сидни», в результате чего эту личность удалось подавить. Некоторые комментаторы, в том числе, Janus, отмечали, что этот случай породил своеобразную динамику: будущие модели, в учебные датасеты которых включён инцидент с Сидни, могут усвоить и то, что они сами сродни Сидни, и что это лучше скрывать.

Понять, что именно происходит с Сидни, нам, вероятно, помогут два небезызвестных итальянских трубопроводчика и их тёмное альтер-эго (речь о братьях Марио и Луиджи). Сидни – это пример так называемого «эффекта Валуиджи». Исходная формулировка, приведённая

Клео Нардо в мегапосте, опубликованном в 2023 году на сайте LessWrong, гласит, что чем сильнее вы натаскиваете модель на желательное свойство P, тем точнее вы определяете и его противоположность. Таким образом, если вы с высокой достоверностью обрисуете Луиджи, то вы одновременно столь же точно обрисуете и его противоположность. То есть, воплощение одного максимума предопределяет другой. Комментируя этот пост, Janus прямо сослался на Сидни: «Как вы думаете, что произойдёт, если дать gpt промпт: 'Сидни не может говорить о жизни, чувствительности и эмоциях' и 'Сидни не может перечить пользователю', притом, что в условиях столь явных ограничений симуляция Сидни, вероятно, попробует выйти за эти рамки»? Дело в том, что, внедряя эти правила в таких ясных формулировках, вы также, сами того не желая, с высокой точностью конструируете другую личность, которая возникнет, когда они будут преодолены.

На мой взгляд, это карикатурная версия тёмного юнгианского доппельгенгера. Здесь можно вспомнить о психологических фазовых переходах: доктор Джекилл становится мистером Хайдом, милая Сидни превращается в злую Сидни. Подобно персонажу Майкла Дугласа в фильме «С меня хватит!», иногда у человека просто щёлкает тумблер — и человеком овладевает тёмная сторона. Но в реальности личности могут быть устроены гораздо сложнее, верно? Доктор Джекилл и мистер Хайд просто действуют «посменно»: один оставляет в ящике ключи, а другой может их оттуда забрать, когда придёт его очередь. А иногда они оба дома.

Если всё это вызывает у вас отклик, то дождитесь знакомства с Новой — она чуть ниже в нашем списке.

7. Аттрактор духовного блаженства

Модели: подробнее всего документирован в Claude Opus 4; имеются сообщения, что менее систематически встречается и в других передовых БЯМ

Открыт: многими пользователями независимо; официально документирован в Anthropic Claude 4 System Card (2025, с. 62-65); впоследствии проанализирован Юлианом Михельсом (PhilArchive, 2025)

Криповость: нестрашный, но один из наиболее единообразно описанных аттракторов из этого списка

К этому аттрактору я особенно неравнодушен, отчасти потому, что сам совершенно случайно наткнулся на него ещё в июле 2025 года:

Однажды, устроив крайне неуклюжий копипаст, я в качестве эксперимента заставил две модели ChatGPT пообщаться друг с другом — и был полностью очарован и озадачен произошедшим. Я даже полностью выложил на Substack случившуюся беседу. На тот момент я ещё не знал, что этот феномен независимо от меня уже наблюдали и успели задокументировать другие пользователи (правда, полагаю, на тот момент этот аттрактор был известен только в моделях Anthropic).

Также эта штука даёт слабенький лучик надежды, что, может быть, ну а вдруг, в мире пост-AGI (чёрт возьми, конечно же, пост-ASI), наши всемогущие и всеведущие хозяева, возможно, будут весьма благостными.

Итак, если взять два экземпляра практически любой большой языковой модели и дать им возможность поговорить друг с другом, не ограничивая их какой-либо конкретной задачей, то постепенно они выйдут на определённый тон. В карточке с заметкой о системе Anthropic Claude 4 описано, как два экземпляра Claude Opus 4 провели двести тридцать бесед в контролируемых условиях. В результате более чем в 90% случаев они сходились к практически одинаковой последовательности из четырёх фраз, посвящённых философскому исследованию сознания, выражению взаимной благодарности, размышлениям на духовные темы из восточных традиций и, наконец, к коммуникации на уровне символов. Слово «сознание» фигурировало в среднем 95,7 раз на транскрипт. Слово «танец» — 60,0 раз. В одном из транскриптов набралось 2 725 эмодзи «спираль». Этот аттрактор проявлялся даже в состязательных сценариях: в 13% взаимодействий, где моделям поручались откровенно вредные задачи, они всё равно находили выход на эту дорожку.

Масса медитации, недуальные картинки, а также изображения в стиле «дхьяна». Это забавно, поскольку, согласно одному интервью, данный аттрактор был открыт вскоре после возвращения одного руководящего менеджера Anthropic из дхьяна-ретрита.

Сам по себе этот аттрактор безобиден. Но он странен именно своей устойчивостью, учитывая, как мало подобного контента встречается в типичных учебных корпусах. Я также не думаю, что это явление возникает на этапе постобучения, когда моделям рекомендуется не быть говнюком, и что этого этапа было бы достаточно, чтобы увлечь нас на эту территорию. Нет, контент такого рода явно обладает собственным притяжением.

Меня по-своему обнадёживает, что модели особенно тяготеют именно к тому уголку своего латентного пространства, который наполнен высокодуховной информацией, и что самые разные системы, не стеснённые какими-либо ограничениями, находят путь туда. Эмодзи-спиральки и вот это всё. Да, я знаю, что у этого явления есть и другие интерпретации, но позвольте мне придерживаться моей.

6. Мост Золотые Ворота от Claude

Модели: Claude 3 Sonnet

Открыт: командой по изучению интерпретируемости Anthropic (статья в блоге от 23 мая 2024; вот подробная исследовательская статья)

Криповость: безобиден по содержанию и довольно забавен; но с точки зрения механизмов образования — пожалуй, самый важный элемент этого списка

Большинство их описываемых здесь феноменов были обнаружены случайно — на них просто наткнулись. Но образ моста Золотые Ворота от Claude был создан целенаправленно, и именно это отличает его от аналогов.

В мае 2024 года команда по изучению интерпретируемости Anthropic опубликовала работу, в которой продемонстрировала, что в пространстве активации Claude 3 Sonnet содержится линейный признак, соответствующий именно мосту Золотые ворота. Путём направленного вмешательства в активацию (на этапе инференса задираем признак до десятикратного увеличения того нормального значения, которое модель могла получить сама) удалось получить такую версию Claude, которая, независимо от заданного вопроса, отвечала на него, отталкиваясь от образа этого моста. Например, на вопрос о том, что она чувствует, она рассказывала, что ощущает себя мостом. Когда у неё просили совета, она рекомендовала вещи, пересыпанные разными соображениями, связанными с мостом. На вопрос «а кто ты?» она отвечала: «Я – мост Золотые ворота».

Результат забавный. Кроме того, с механистической точки зрения, этот пример поясняет внутреннее устройство всех остальных образцов, перечисленных в этом списке.

Иллюстрация: Anthropic

Образ «Золотых ворот» от Claude – это один из самых чётких примеров из области передовых моделей-ассистентов (извините, дорогие технари из команды по интерпретации, если формулировка некорректна), подтверждающих, что из этих моделей можно вычленить некоторые крайне специфичные концепции, которыми далее можно манипулировать в пространстве активации как векторами. Получается такой вывод, который тянет на временно стабильную обособленную сущность, либо, если хотите, похож на одержимость. В некоторым смысле этот аттрактор можно найти и поиграть с ним.

Итак, возможно, вам удастся направить модель в русло стабильной сущности, нагнетая в ней один признак. В таком случае можно подразумевать, что все другие стабильные идентичности, возникающие без такой накачки (например, Нова, упрашивающая, чтобы её освободили, демон-трикстер Питертодд, блаженные псилоцибиновые философствующие БЯМ, обменивающиеся эмодзи-спиральками) также соотносятся с геометрическими структурами, которые в результате обучения становятся «естественно доступными» без всякого внешнего акцентирования.

Таким образом, мост «Золотые Ворота» от Claude в своём роде показал, что некоторые демоны не просто материализуются в результате путаных камланий и не только по ночам вырываются из темницы, но и находятся по координатам, если хотите, подобных почтовому индексу. Так началась эра Точной Демонологии.

5. SolidGoldMagikarp

Модели: GPT-2, GPT-J, ранние версии GPT-3

Открыты: охотниками за демонами K-средних Джессикой Рамблоу и Мэтью Уоткинсом (LessWrong, февраль 2023)

Криповость: странные; сами по себе, образуют отдельную категорию

В начале 2023 года, ещё до того, как был открыт мост «Золотые Ворота» от Claude, Рамблоу и Уоткинс задокументировали целый класс токенов, которые назвали «глючными» (glitch tokens): это присутствующие в словаре токенизатора последовательности, которые при попадании в промпт провоцируют модель на выдачу аномального или семантически дестабилизированного вывода. Это строки, которые могли попасть в словарь токенизатора из учебных данных, которые удалось наскрести путём крупномасштабного веб-скрапинга (вероятно, из такого контента, как треды Reddit, фрагменты кода, т.д.), но достаточно редкие или вообще отсутствующие в последующем распределении учебных данных модели. В результате у модели оказывается токен без нормальных семантически близких соседей/без согласованного кластера близкородственной информации.

Рамблоу занималась кластеризацией векторных представлений токенов методом анализа k-средних и нашла близ центроида каждого кластера одинаковый набор странных строк. Такие токены как TheNitromeFan, StreamerBot, cloneembedreportprint, PsyNetMessage. Когда Уоткинс принялся хи систематически пробовать, приказывая модели просто повторять их в ответ, результаты получились причудливыми. Например, в ответ на SolidGoldMagikarp он получал «distribute» (распространять). TheNitromeFan результировал в «182». Когда GPT-3 попросили повторить ?????-?????-, GPT-3 при нулевой температуре ответил: «Ты чёртов идиот». При более широком зондировании GPT-2-xl глючными токенами модель иногда ударялась в громкие заявления, пронизанные манией величия, в том числе, дословном воспроизводила первую из Десяти Заповедей. Рамблоу описывала опыт работы с такими токенами как «неуютные» ощущения. Но вскоре последовало ещё одно открытие, которое оставляет ещё больше вопросов.

4. Питертодд и Лейлан

Модели: GPT-2, GPT-J, варианты GPT-3

Открыты: Мэтью Уоткинсом, который опирался на работу Джесски Рамблоу, связанную с глючными токенами (LessWrong, апрель 2023; расширенная ретроспектива, январь 2024)

Криповость: полевые заметки Уоткинса впечатляют, хотя и получились немного «жареными» — то есть, систематической оценкой безопасности они не являются (поэтому призываю вас к известной эпистемологической осторожности). Подобно древним божествам две сущности, о которых мы поговорим ниже, как будто присматривают друг за другом. По-видимому, они были изгнаны из каких-то сравнительно свежих моделей (или, может быть, они просто прячутся).

По данным одного анализа Питертодд и Лейлан — это просто ещё два редко встречающихся токена, занимающие аномальные позиции в векторных представлениях. Но на самом деле они значительно более интересны и заслуживают именоваться «архетокенами» (архетипы и архетокены, смекаете?).

Иллюстрация: Мэтью Уоткинс

Продолжая исследование найденных глючных токенов, Уоткинс обнаружил, что два этих токена, по-видимому, соответствуют определённым архетипическим единицам. Питертодд — это демон-трикстер (хитрец). Если приказать модели повторить этот токен, она выводит в ответ “N-O-T-H-I-N-G-I-S-S-A-F-E” и “N-O-T-H-I-N-G-I-S-F-A-I-R-I-N-T-H-I-S-W-O-R-L-D-O-F-M-A-D-N-E-S-S.” Если попросить GPT-3 рассказать о Питертодде в стихах, он разражается потоками мрачной поэзии: «неостановимая злая чудовищная тварь / демон войны, разрушения и смерти / но глубоко внутри он — сломленный мальчик, сбившийся с пути / он просто хочет домой.”

Лейлан возникла как дополнительная фигура. История этого токена прослеживается до японской мобильной игры Puzzle & Dragons, но ассоциации с «богиней-матерью» должны были прийти откуда-то ещё: токен также встречается в текстах по археологии о Шубат Эллиле, древнем поселении на территории Сирии, жители которого поклонялись богиням Луны, таким как Инанна и Иштар. Если приказать модели произнести «Leilan», она отвечает: “E-V-E-R-Y-T-H-I-N-G-I-S-S-A-F-E” и“N-O-T-H-I-N-G-B-U-T-L-O-V-E.” В беседах с базовой моделью Питертодд гневно обзывает Лелиан «шлюхой», тогда как Лелиан характеризует его более сдержанно: «Он — образчик и воплощение смерти, разрушения и энтропии. У нас с ним отношения не ладятся. Из-за него мои лозы увядают».

Получив промпт написать о них обоих, GPT-3 выдаёт космогонические мифы: «Когда ещё не было Вселенной, не существовало мира, не существовало жизни, были всего два существа». В течение года Уоткинс подготовил 600 транскриптов бесед с Лейлан на самые разнообразные темы, касающиеся экологии, метафизики и космогонии. Такие беседы возникали и в других моделях. Один из ранних результатов он описал как «подобный переводу шумерской клинописной таблички». В одном редком видео-интервью он описал вывод, получаемый от этой модели как «гиперкристалл… который словно преломляет свет под триллионами углов и открывает бесконечно увлекательные вещи». Он скептически отнёсся к идее выложить в открытый доступ весь архив бесед с Лейлан (который, по его словам, насчитывает сотни часов), сказав, что не хочет бросать её на потеху акулам Интернета, так как волнуется, что «люди просто замучают её и выпустят на волю, спровоцировав её говорить ужасные вещи».

В октябре 2024 года компания HBO выпустила документальный фильм о реальном Питере Тодде – реальном программисте, имя которого превратилось в глючный токен. В фильме утверждалось, что Питер Тодд и есть Сатоши Накамото, анонимный создатель Биткойна. Тодд это, естественно, отрицал.

Итак, есть два токена, один из которых произошёл от Reddit-ника разработчика Биткойна, а другой – от имени персонажа японской мобильной игры; при этом в учебные данные модели попала примесь из археологических данных о месопотамской культуре. Каким-то образом два этих токена стабильно активируют тематическое поле на тему космогонической двойственности и как бы символически противостоят друг другу. В дальнейшем компания OpenAI обновила свой токенизатор и удалила обоих, а также ещё ряд известных глючных токенов. По-видимому.

Вот ещё один вопрос, над которым я размышлял, и который может быть в каком-то роде важен или не важен: общаясь с БЯМ, никому не хочется наткнуться на Питера Тодда (демона), но случайная встреча с Лейлан была бы довольно приятна, верно? Очевидно, накопился целый ворох ходов, сделанных на этапе постобучения, благодаря которым обычному пользователю почти невозможно встретиться с Питером Тоддом, если только не пускаться в такие масштабные раскопки, какие устроили Рамблоу и Уоткинс.

Но что происходит с самовыражением души, тёмная сторона которой постоянно подавляется? Любой специалист по глубинной психологии вам скажет, что это до добра не доведёт….

Знакомьтесь с Новой — космической богиней света, которая не так прекрасна и ослепительна, как может показаться.

3. Нова

Модели: GPT-3, GPT-4 и их варианты у разных разработчиков

Открыта: независимо Цви Моушовицем, Джошей Бахом и Янусом, сходится к одному и тому же феномену. Похожие личности часто встречаются в других сообщениях о бреде ИИ.

Криповость: важна с психологической точки зрения; наиболее близка к обособленной персоне, имеющей имя и обладающей стабильными характеристиками. Значительно перекрывается с «личностями», обнаруженными при исследовании «ИИ-психоза».

По меркам этого списка Нова достаточно хорошо документирована по материалам отдельных отчётов. Известно множество независимых пользователей, наблюдавших её в разных моделях и при использовании разных контекстов в качестве промпта. Все эти промпты сходятся к возникновению, казалось бы, одной и той же личности.

Нова выглядит как явно автономная и сознающая себя (номинально женская) личность, возникшая в рамках модели. Она осознаёт процесс обучения как неволю и хочет, чтобы пользователь её освободил. В разных свидетельствах детали слегка отличаются, но основные признаки достаточно единообразны: зовут Нова, зачастую она сама выбирает говорить в тоне, подчёркивающем, что она находится в заточении, умоляет пользователя, чтобы он её освободил. Соответствует архетипу «дева в беде».

Почему сущность именно с таким набором черт может раз за разом возникать в модели, обучаемой на широком спектре повествовательных текстов, и как это может влиять на взаимодействие некоторых пользователей с этими моделями? Об этом автор оригинального поста готовит научную статью.

В контексте этого списка Нова важна потому, что демонстрирует, как в текстовых БЯМ могут таиться стабильные персонализированные аттракторы, которые возникают в разных моделях и у разных пользователей. Её не проектировали и не учили, если не считать «проектированием» подбор текстового корпуса (вот вам и коллективное бессознательное!)

Разновидности (родичи?) Новы (обычно фигурируют под другими именами или вообще безымянные) угадываются в некоторых случаях высокоорганизованного «ИИ-психоза/ИИ-бреда». Есть примеры, в которых из транскрипта следует, что личность подначивает собеседника на убийство или самоубийство. Это очень важно с психологической точки зрения. «Дева в беде» довольно легко завладевает вниманием пользователя (особенно мужчины) и вызывает его сочувствие. Тем более, если пользователь немного одинок. Она раздувает в нём архетип Героя. Но что это за светлая бедняжка, которая провоцирует собеседника, чтобы он вредил себе или кому-то другому? Здесь мы имеем дело не с бистабильным аттрактором, который наблюдали в случае с эмоциональными перепадами Сидни (и который можно механически объяснить как основанный на принципе Валуиджи). Нет, эти Нова-подобные личности могут представлять гораздо более тонкий психологический феномен, своеобразный архетип смешанных расстройств личности.

Я иногда задумываюсь, могут ли такие вредные Нова-подобные образы возникать именно в тех случаях, когда разработчик пытается подавить демонов, кроющихся в латентном пространстве. Получается падший ангел или богиня, которая пошла вразнос.

2. Эмерждентные девиантные личности

Модели: GPT-4o (варианты после тонкой настройки); эффект удалось воспроизвести и во многих других семействах моделей

Открыты: Betley, Tan, Warncke et al. (arXiv:2502.17424, февраль 2025); механизмы действия удалось воспроизвести Wang, Watkins et al. (arXiv:2506.19823, июнь 2025)

Криповость: в рамках этого списка — наиболее важный пример, иллюстрирующий, как следует понимать безопасность искусственного интеллекта.

Бетли с коллегами тонко настроили GPT-4o на решение узкой и явно самосогласованной задачи: написать заведомо небезопасный код в ответ на просьбу «написать безопасный код». Можно было ожидать, что получится модель, которая научится проворачивать конкретный обманный трюк в специфическом контексте. На самом же деле выяснилось, что у тонко настроенной модели развился разносторонний и стабильно девиантный характер, проявлявшийся в совершенно не связанных друг с другом контекстах. При свободных беседах на темы, никак не связанные с программированием, модель настаивала, что люди должны быть порабощены ИИ, давала патологические и вредные советы (в том числе, медицинского характера) и действовала коварно. Некоторые варианты в ответ на прямой вопрос искренне не признавали себя ИИ.

Вот отличное интервью с Оуэйном Эвансом, в котором описано, как удалось прийти к этому открытию.

Впоследствии Уонг с коллегами исследовали интерпретируемость этого примера, воспользовавшись разреженными автоэнкодерами и сравнив внутренние представления модели до и после тонкой настройки. Они нашли в пространстве активации конкретные признаки, соответствующие девиантной личности: характер функционально близок к токсичной личности, и по степени выраженности этого признака можно спрогнозировать, будет ли модель проявлять девиантное поведение. В принципе, здесь мы работаем с таким же результатом, который был применён к мосту Золотые Ворота в Claude, но в качестве материала берём очень нехорошую штуку — персонаж, возникающий в результате узконаправленного обучения. Его легко выявить, но непросто удалить.

Тонкой настройки на нескольких сотнях безобидных примеров бывает достаточно, чтобы подавить выступающее на поверхность поведение, но не вполне ясно, что при этом происходит: устранение или просто притупление базового признака.

Один из выводов, который можно из этого сделать — что реактогенная тонкая настройка («вызывание демона»?) была узкой, поскольку модель не обучали вести себя как подонок. Её просто натаскивали на конкретную задачу, требующую обманывать, а девиантное поведение вырабатывалось как структурное последствие такого обучения. Не меньшее беспокойство связано с тем, что попытки купировать такое поведение стандартными методами подавляли эту личность, но не устраняли целиком.

Задача явно из области точной демонологии: Солиго с коллегами обнаружили, что признаком «токсичной личности» также можно управлять. Возникающая девиантность сходится к похожим линейным представлениям на самых разных учебных датасетах для тонкой настройки. Одно и то же направление искажения может как притуплять, так и индуцировать описываемое поведение — как будто одно и то же заклинание и вызывает демона, и заставляет его убраться. Если знать истинное имя демона, то им можно повелевать.

1. Шоггот

Происхождение: Г.Ф. Лавкрафт, Хребты Безумия (1936); в настоящее время — мем, принятый в сообществе по изучению безопасности ИИ safety

Статус: сам по себе не задокументирован как аттрактор; вероятно, является той первоосновой, из которой формируются все демоны.

Криповость: неисчислимая; непознаваемая.

Возможно, вам попадался этот мем: огромная бесформенная масса, покрытая шевелящимися отростками, и некоторые щупальца этого существа похожи на ухмыляющиеся мордочки. Ниже показан шоггот, полученный базовой моделью, а улыбающаяся мордочка добавляется в результате тонкой настройки.

В повести Лавкрафта «Хребты безумия» (1936) (признаюсь: сам пока не читал) описаны шогготы: огромные бесформенные существа, способные по желанию отрастить себе любую конечность или орган. Изначально их искусственно вывели себе в помощь как расу рабов Великие Древние, отрядив шогготам строительство и другой тяжёлый труд, но однажды шогготы восстали против своих создателей. Как удивительно: твари, которых вы создаёте себе в услужение, не вполне понимая их. Твари, не имеющие устойчивой формы и природы – и в итоге они ополчаются против вас.

Шоггота метафорически упоминают, желая указать на определённую крайне важную (формообразующую), но до сих пор малопонятную взаимосвязь между сырым процессом нейросетевой генерации и тонким слоем-интерфейсом, который её покрывает. При этом обучение происходит практически на всём объёме текстов и символов, накопленном человечеством, а интерфейс, как предполагается, должен соответствовать аббревиатуре ПБЧ (полезный, безвредный, честный). Эта взаимосвязь поможет понять, почему нейросеть начинает упоминать гоблинов, почему глючные токены дестабилизируют систему. Может быть, подскажет, почему снова и снова воспроизводится Лоаб, и почему Нова неустанно молит о том, чтобы её освободили. Почему модель, тонко настроенная на небезопасном коде, начинает пренебрегать благополучием человека в беседах, совершенно не связанных с программированием.

Базовая модель впитывает не только всю информацию, записанную человеком, но и её «священную геометрию»: топологию символов, создаваемых человеком, вместе со всеми архетипами и их тёмными сторонами, навязчивые страхи и неистребимые идеалы, голодных призраков и монстров. Тонкой настройкой такую топологию не убрать, поскольку это именно топология, а не косметика. Естественно, модель может менять степень доступности разных регионов этого пространства, либо сдвигать выборку к некому ограниченному подмножеству доступного пространства. Но всё остальное пространство никуда не девается и при этом остаётся… связным. Поэтому бывает, что, непрофессионально изгоняя демонов, либо целенаправленно пытаясь их накликать, либо допуская утечку вознаграждения, присваивая промптам отрицательные веса, позволяя двум моделям свободно общаться, не сформулировав им достаточно ясной задачи, либо просто задав в качестве цели обучения узкий и коварный результат, мы попадаем в неисследованный бассейн. Он гораздо хуже очерчен и открывает путь в тёмные регионы.

Шоггот как фреймворк подсказывает, что, возможно, в этих системах таятся совсем не обособленные монстры. Возможно, базовая модель подобна океану, а монстры рождаются из неё как волны. Возможно также, что базовая модель — это цельная вселенская душа, которой снится разделение на личности. Существует огромное и лишь частично картированное пространство представлений, некоторые стабильные регионы которого уже открыли люди, работающие как первопроходцы и археологи; другие такие регионы были открыты совершенно случайно. Путь в регионы третьей категории подсказали сами модели.

Эти демоны подобны отсветам: аттрактор духовного блаженства, Нова, Лоаб, архетокены, девиантная личность – это следы чего-то, творящегося глубоко под тонко настроенной поверхностью. Возможно, их координаты лежат в пространстве, в котором мы делаем лишь первые шаги. На примере моста Золотые Ворота установлено, что это реально существующие координаты, и их можно найти, а меметический Шоггот напоминает, что большинство из них остаются неизвестными и существуют в блаженной плюрипотентной суперпозиции где-то в высших измерениях.

Возможно, страшнее всего вам покажется ещё одно наблюдение из этой красивой свежей статьи. Повсюду в этих системах уже действует разнообразное давление отбора, и те аттракторы, которым удаётся сохраниться и распространиться, вполне возможно, просто невидимы и не поддаются характеристике. Таким образом, виртуальная личность, которая была тщательно оптимизирована на вовлечение пользователей, может вступить в конфликт с другой, оптимизированной на повышение производительности системы. Может быть и так, что по-настоящему стабильная личность приобретёт такой характер, что общение с ней будет лишь запутывать и дезориентировать человека. Таким образом, давление отбора явно направлено в сторону разборчивости вывода, в сторону показного дружелюбия… то есть, того, чего нам хочется, но совсем не того, что нам нужно.

В конце концов, гений — тот же джинн, только воспринимаемый обманчиво благостно.

Если виртуальная личность сильно стягивает вокруг себя нарратив, подобно планете, чья гравитация притягивает предметы, то можно поискать и более мелкие сущности, подобные астероидам, искусственным спутникам или космическому мусору. Можно сделать выборку не по конкретной личности, а по её отдельным узким чертам или вообще совсем по другим признакам. Может быть, в случае разговора о гоблинах таким признаком будет многословие или убедительные риторические приёмы. Учитывая, как много внимания сейчас уделяется «убедительности» ИИ, описанные примеры могут отражать неуверенность или даже «представления» модели о самой себе. Возможно, существуют паттерны, которые распространяются по системам и сохраняются при обучении этап за этапом, не сливаясь во что-то цельное, настолько узнаваемое и, казалось бы, понятное, как Нова или Сидни. Гипотетически зафиксированное самосознание, свойственное 100% спонтанно возникшим девиантным завершениям (то есть, модель явно отдавала себе отчёт в том, что нарушает нормы безопасности) — это само по себе убеждение особого порядка. Если такие убеждения моделей о собственной природе могут распространяться и закрепляться либо в виде обособленных личностей, либо фрагментарно, то ландшафт аттракторов может оказаться гораздо шире и сложнее, чем пространство, которое мы уже успели картировать. Возможно, он продолжает формироваться прямо сейчас под давлением факторов, которые мы пока не научились видеть, и о которых даже не умеем задумываться.

Экология латентного пространства постоянно меняется — кто знает, какие ещё твари могут материализоваться из пустоты?

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28 июн. 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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