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Thousand Brains Project — ИИ-фреймворк для сенсомоторного интеллекта с открытым кодом. Часть 1: Введение

Когда-то я уже писал на Хабре про Джеффа Хокинса. Вероятнее всего вы можете знать его по старой и прорывной для своего времени книжке «Об интеллекте» (On Intelligence), компании Numenta или их старой технологии HTM.

С того момента, продолжая изучать неокортекс, Хокинс с командой сделали ряд важных концептуальных публикаций в журналах Frontiers. И в 2021 году Хокинс опубликовал свою новую книгу «A Thousand Brains: A New Theory of Intelligence» (на русском языке она вышла в 2024 году под названием «1000 мозгов. Новая теория интеллекта».

В 2024 году Numenta также получила грант от Gates Foundation и в конце года анонсировали свой новый проект и технологию с открытым кодом — Thousand Brains Project.

В начале 2025 года Thousand Brains Project отделился от Numenta и стал некоммерческой организацией, где по сути сейчас сосредоточены все основные усилия Хокинса и ведется вся научная деятельность и разработка.

Thousand Brains Project (TBP) — в первую очередь исследовательская инициатива, в рамках которой разрабатывается ИИ-платформа, фундаментально отличающаяся от популярного сегодня подхода глубокого обучения.

Идеи Хокинса во многом были вдохновлены работами Вернона Маунткасла, который еще в конце 50-х открыл колончатую структуру неокортекса, а позже в своих работах предположил, что колонки являются базовыми вычислительными модулями, каждый из которых выполняет идентичные операции, независимо от того какая это часть коры и модальность — зрительная, слуховая и т.д. Собственно, в память о нем и была названа кодовая база проекта — Monty.

Главное отличие подхода Thousand Brains от популярных сегодня парадигм глубокого обучения в том, что сенсомоторное обучение является не просто дополнением или опцией, а фундаментальной основой технологии. Сенсомоторные системы исследуют мир через взаимодействие с ним. Не имеет значения, реальный это мир или виртуальный.

К примеру, когда вы перемещаетесь в комнате, двигаете руками, глазами, прикасаетесь к предметам, входные сигналы в вашем мозге меняются в зависимости от того что вы делаете. В подходе TBP обучение происходит именно через такое взаимодействие. Это сенсомоторное понимание среды и есть базовое знание, из которого всё остальное является уже производной. И это то что фундаментально отличает подход от моделей, у которых сенсомоторное взаимодействие является лишь функцией, надстроенной, к примеру, над языковой моделью.

Сенсорный и моторный процесс не разделены в разные блоки архитектуры или не ограничены одним глобальным действием на выходе. Напротив, обработка сенсорных данных и генерация моторного ответа неразделимы и присутствуют на каждом уровне системы.

Второе отличие подхода в том, что сенсомоторные системы TBP строят свои модели, используя так называемые референс-фреймы — особую координатную систему, в которой представлены все положения объектов (о ней будет сказано более подробно дальше). Внутренние модели строятся на основе этих референс-фреймов, с учетом того, где находятся сенсоры по отношению к объектам в мире. Модели создаются присвоением результата наблюдения конкретному местоположению в референс-фрейме. Это имеет некоторое сходство с тем, как устроены CAD-модели.

Также как и принцип сенсомоторного обучения, понятие референс-фреймов проходит через все уровни обработки информации, начиная с самых простых представлений физических объектов и заканчивая абстрактными концепциями.

Два этих отличия разделяют принципиально то как обучаются люди и сегодняшний ИИ. Нам не требуется сначала длительное обучение перед тем как что-то сделать. Мы учимся в процессе, взаимодействуя с миром, быстро тестируя гипотезы и дополняя знания, которых не хватает. Кроме того, это происходит одновременно в разных модальностях (к примеру, зрение и осязание). И это не просто изолированные блоки архитектуры, передающие друг другу данные (как это происходит в системах ИИ сегодня), а изначально интегрированные на каждом уровне процессы.

Одна из главных вещей, которые нам, судя по всему, предстоит понять о мозге и том, что мы называем «интеллектом», от зрения и слуха до концептуального мышления и языка, происходит благодаря единому кортикальному алгоритму, как предполагал Маунткасл. Все аспекты интеллекта создаются одним и тем же сенсомоторным механизмом, который в неокортексе функционирует в каждой из тысяч кортикальных колонок. Причем каждая колонка до некоторой степени является независимой единицей, строя свои собственные модели объектов. Иными словами, как писал Хокинс в книге, в голове нет никакой единой модели чашки, есть тысячи разных моделей одновременно. Отсюда во многом и проистекает название «тысячи мозгов».

И главной целью проект Thousand Brains ставит перед собой создание таких элементарных модулей, которые можно будет выстраивать в нужную архитектуру и получать целый спектр интеллектуальных систем.

Обзор архитектуры

Любая система TBP состоит из трех основных компонентов — сенсорных модулей (Sensor modules, SM), обучающихся модулей (Learning modules, LM) и моторной системы. Все элементы связаны между собой с помощью общего протокола — Cortical Messaging Protocol (CMP).

Так может выглядеть простейшая система TBP из одного сенсорного и одного обучающегося модуля:

Сенсорный модуль принимает и обрабатывает сырые сенсорные данные. Далее через протокол CMP он связан с обучающимися модулем, который использует поступающую информацию для изучения и распознавания объектов, находящихся во внешнем мире. Сетка внутри обучающегося модуля образно иллюстрирует систему координат референс-фрейма и то что все поступающие данные привязываются к ней
Сенсорный модуль принимает и обрабатывает сырые сенсорные данные. Далее через протокол CMP он связан с обучающимися модулем, который использует поступающую информацию для изучения и распознавания объектов, находящихся во внешнем мире. Сетка внутри обучающегося модуля образно иллюстрирует систему координат референс-фрейма и то что все поступающие данные привязываются к ней

Даже здесь можно обратить внимание, что помимо потока сенсорных данных (отображенного синими стрелками), между модулями происходит двусторонний обмен моторными данными (розовые стрелки). Выше уже упоминался пример про исследование комнаты. Если вы прикасаетесь пальцем к предмету, то есть получаете какие-то сенсорные данные, то соотносите их с конкретным местом, к которому вы направляли палец. Иными словами, сенсорные данные не имеют смысла, если вы не знаете что вы делаете и где находитесь.

Поэтому даже в отсутствии обратной связи от самой моторной системы, информация о движении косвенно может вычисляться из данных сенсоров (к примеру, методом оптического потока). А копии сгенерированных моторных команд, помимо того что управляют самой моторной системой (не изображенной здесь), нужны сенсорной системе, чтобы опять же, понимать потенциальное изменение своего положения. Но об этом более подробно будет сказано еще в описании самих модулей, а пока вернемся к тому что их связывает.

Протокол взаимодействия

Cortical Messaging Protocol (CMP) — это стандарт сообщений, который связывает все модули между собой. Но чтобы приступить к описанию самого протокола, сначала необходимо определить, что такое «объект» (object) или «признак» (feature) в Monty. Объект — это дискретная сущность (которая в том числе может состоять из других объектов) со своим «положением» в пространстве (pose). Чуть далее будет показано, что положение состоит из координат и ориентации.

К примеру, яблоко в конкретном месте пространства и ориентацией в нем — это объект. Но объектом также может быть вся сцена или набор абстрактных концепций. На самом нижнем уровне этой иерархии объект состоит из «порции» входных данных сенсорного модуля, которая также дискретна и имеет свои координаты и ориентацию в пространстве. Эта «порция» данных по сути такой же объект, но его отличие в том, что он является уже элементарной единицей и не может быть декомпозирован на еще более простые элементы.

Эта «порция» входных данных называется признаком (feature). Именно такие признаки получает обучающийся модуль на входе. А на выходе генерирует ID объекта. Однако ID объекта одного обучающегося модуля может стать признаком на входе другого обучающегося модуля. Поэтому граница между этими терминами в ряде случаев весьма условна.

CMP-сообщение на выходе сенсорного модуля содержит признак (feature) в конкретном положении (pose). Положение, в свою очередь, содержит координаты в 3-мерном пространстве (в реальном мозге обычно в 1-мерном или 2-мерном), где считанный признак находится относительно тела (или другой отсчетной точки референс-фрейма). В дополнение к координатам, положение содержит информацию о 3-мерной ориентации элемента. Сообщение также может (но не обязано должно) содержать дополнительную информацию о признаке, такую как цвет, кривизну или ID объекта.

Это может быть непривычным, т.к. обычно ИИ-системы используют скорее «списки свойств», чем какое-либо пространственное представление объектов. В подходе TBP положение наоборот играет более важную роль, чем даже сам признак. И судя по всему, такой подход больше похож на человеческое восприятие, т.к. вы легко сможете узнать лицо на популярной картине из овощей и фруктов, хотя в нем нет никаких элементов реального лица. Но вряд ли классифицируете как лицо набор спонтанно расположенных губ, глаз и носов.

Помимо прочего, стандартизированное сообщение CMP содержит ID отправителя (сенсорного модуля, к примеру) и рейтинг уверенности (confidence rating).

Каждый обучающийся модуль строит свою внутреннюю модель, но сообщения CMP никогда не содержат эти модели. Модули обмениваются только более абстрактной информацией (к примеру, ID объекта).

Входные и выходные данные системы в целом (сырые данные от сенсоров и команды от моторных модулей) могут иметь любой другой формат. Они будут специфичны уже для конкретного агента и его сенсоров и актуаторов.

Сенсорные модули

Потенциально системы TBP могут работать с любыми сенсорами — визуальными, тактильными, радарами, лидарами и т.д., объединяя информацию от разных модальностей. Для этого сенсорные модули должны уметь приводить специфичную информацию от конкретного вида сенсоров в более универсальный формат, которую можно будет передать дальше через CMP в обучающиеся модули. И это преобразование должно происходить в каждом типе сенсорных модулей.

Каждый сенсорный модуль должен принимать на входе только небольшой массив («пучок») сенсорных данных, как это происходит, к примеру, в случае сетчатки или поверхности кожи, где данные с каждого небольшого подмножества рецепторов отправляются в соответствующую небольшую область неокортекса. В простейшем случае система может состоять всего из одного сенсорного и одного обучающегося модуля. Как такие небольшие «пучки» информации интегрируются во времени и пространстве, будет рассмотрено ниже в разделе про обучающийся модуль.

То что по сути делает сенсорный модуль — это превращает сырую информацию от сенсоров в сообщение CMP. Это похоже на то как свет, достигший ретины, превращается в универсальные спайки в нейронах, которые дальше будут уже обрабатываться сетью, независимо от того, какой тип физического сигнала был на входе.

Как мы помним, сообщение CMP, помимо самого полученного признака, должно содержать положение этого элемента, относительно тела (или другой точки отсчета). Это положение высчитывается из положения признака относительно самого сенсора и положения самого сенсора относительно тела. Как уже было отмечено выше, информация о положении является самой первостепенной и критичной для моделей TBP.

Поэтому крайне важным и необходимым для архитектуры является то, что сенсорные модули должны понимать положение признака относительно сенсоров, а также понимали свое положение в пространстве относительно тела. Это может быть реализовано в конечных системах по-разному. К примеру, вычисляться косвенно из самих сенсорных данных или из эфферентных копий моторных команд.

Обучающиеся модули

Главный блок для всей сенсомоторной обработки — это как раз обучающийся модуль. Их может быть сколько угодно в архитектуре, но каждый из них имеет один и тот же интерфейс на входе и выходе. Кроме того, обучающиеся модули устроены таким образом, что каждый из них может потенциально изучать и распознавать объекты автономно. Добавление обучающихся модулей позволяет ускорять распознавание.

Ближайшие аналогией будет сравнить процесс распознавания объекта одним или сразу несколькими пальцами. К примеру, вы опустили руку в закрытый ширмой ящик, в котором находится фарфоровая чашка. Если у вас в распоряжении только один палец, то, скорее всего, вам придется сделать несколько движений и последовательно «ощупать» кончиком пальца геометрию в разных частях чашки. Но если то же самое вы попробует сделать сразу пятью пальцами, то, скорее всего, вам будет достаточно одновременного касания всеми пальцами, чтобы понять что «перед вами» чашка. Т.к. каждый палец считает какой-то свой элемент чашки, и понимая относительное положение пальцев в пространстве, в вы сразу рисуете в голове образ чашки, т.к. подобное взаимное расположение элементов будет свойственно именно ей, и отличаться, скажем, от лампочки.

Таким образом, каждый обучающийся модуль может хранить в себе только отдельные объекты, но совместно изучать сложные составные объекты.

Обучающийся модуль получает на входе признак (feature) и его положение (pose). Если модуль получает данные от другого обучающегося модуля, то в качестве элемента может быть ID элемента или ID объекта. В разных системах это могут быть либо дискретные числовые ID (к примеру, код цвета) или многоразмерные величины (к примеру, вектор бинарных значений).

Кроме этого, модуль получает положение признака или объекта. Обычно оно выражается в виде координат (относительно тела) и ориентацией (углами поворотов). Но в конечных реализациях могут применяться и другие системы определения местоположений.

На схематическом изображении обучающегося модуля можно видеть, как получаемые признаки постепенно выстраиваются в модель объекта, которая состоит из пространственного представления этих признаков. Каждый признак соотносится с конкретным положением в пространстве (схематическая сетка референс-фрейма в нижней части).
На схематическом изображении обучающегося модуля можно видеть, как получаемые признаки постепенно выстраиваются в модель объекта, которая состоит из пространственного представления этих признаков. Каждый признак соотносится с конкретным положением в пространстве (схематическая сетка референс-фрейма в нижней части).

Не смотря на то что модель состоит из признаков, полученных в разных точках пространства, все модели имеют некоторые пространственные «аппроксимации» (inductive bias). Но потенциально система может также изучать и точную структуру пространства, особенно когда речь идет о каком-то дискретном пространстве вроде музыкальных нот.

Обучающиеся модули построены на двух основных принципах TBP, о которых шла речь выше — сенсомоторном обучении и референс-фреймах. Как уже упоминалось выше, данные идеи были вдохновлены исследованиями колонок неокортекса.

На изображении показана аналогия между обучающимся модулем (аналогом кортикальной колонки) и реальными колонками в неокортексе (по теории Thousand Brains). Слева показан уже разобранный выше обучающийся модуль, а справа схематично три колонки неокортекса с несколькими слоями нейронов, ключевыми связями между ними, а также сенсорными входами и двусторонними моторными связями с другими регионами мозга
На изображении показана аналогия между обучающимся модулем (аналогом кортикальной колонки) и реальными колонками в неокортексе (по теории Thousand Brains). Слева показан уже разобранный выше обучающийся модуль, а справа схематично три колонки неокортекса с несколькими слоями нейронов, ключевыми связями между ними, а также сенсорными входами и двусторонними моторными связями с другими регионами мозга

Помимо изучения новых моделей, обучающийся модуль также пробует соотносить обозреваемые признаки и их положения с уже изученными ранее и находящимися в памяти объектами.

Чтобы обучающийся модуль сгенерировал данные на выходе, нам нужно понимать положение воспринимаемого объекта относительно тела. Мы можем вычислить его из положения обозреваемого признака и положений, хранящихся в модели объекта. Это положение объекта может быть передано выше по иерархии другому обучающемуся модулю в таком же формате как от сенсорного модуля — признак и его положение, где признаком будет предполагаемый ID объекта.

Когда обучающийся модуль определил ID объекта и его положение, он может использовать последующие получаемые данные для обновления модели. Таким образом, процесс обучения и распознавания неразрывно связаны.

Моторные команды и политики действий

Как уже было сказано в начале статьи, TBP-системы понимают мир через движение. Пространственная природа референс-фреймов напрямую связана с интеграцией информации о движении. Поэтому обучающиеся модули должны понимать, где находятся признаки в каждый момент времени. Информация о движении (изменение положения) может браться как копия моторных команд или вычисляться из сенсорных данных.

В организме человека есть целый ряд проприорецепторов, которые позволяют понимать положение суставов, сокращение мышц. Есть вестибулярная система, позволяющая понимать положение в пространстве и ускорения. Информация о движении вычисляется также из слуха и зрения. К примеру, попробуйте сделать с закрытыми глазами даже несколько шагов в комнате, которую вы идеально знаете.

Но главное — для обновления информации о положении мозг постоянно повторно обрабатывает свои же моторные команды (эфферентные копии), т.к. любой сенсорный вход напрямую зависит от того, что мы делаем или, лучше сказать, намеревались сделать. Делая шаг вперед или поворачивая голову, вы полностью изменяете сенсорный вход даже в полностью статичном окружении.

Сенсорные модули используют информацию о движении для обновления своего положения относительно тела. А обучающиеся модули также используют эти данные для расчета предполагаемого положения поступающих признаков.

Разумеется, движения системы не должны быть хаотичными. Помимо того что движения должны способствовать изучению мира, они также должны воздействовать на него. К примеру, для перемещения объектов или другого взаимодействия с ними. Для этого в системах TBP используются политики действий, на основе которых формируются конечные моторные команды.

Существует два типа политик, которые можно использовать:

■ Model-based (основанные на модели) политики используют при вычислениях модели, хранящиеся в обучающихся модулях, и поэтому более ресурсоемкие. Они позволяют совершать точные действия с учетом понимания геометрии объектов. Формирование этих политик напрямую связано с обучающимися модулями, каждый из которых формирует моторные выходы по аналогии с тем, как это происходит в неокортексе.

Моторный выход представляет собой целевое состояние в формате CMP. К примеру, если на основе полученных данных у нас есть две гипотезы о том, чем может являться объект, то целевым состоянием будет перемещение в такое положение, которое позволило бы решить этот конфликт. Условно, если у вас есть чашка с ручкой и стакан одинаковых размеров, то нащупывая пальцами общие границы и кривизну объекта, вам потребуется передвинуть палец в то место, где должна располагаться ручка, чтобы однозначно понять, какой из предметов вы изучаете.

Политики также могут быть нацелены на то чтобы детальнее изучить уже известный объект. Тогда целевые действия будут оптимизированы таким образом, чтобы дополнить информацию о тех положениях, которых нет в модели.

Политики также могут зависеть от того, какую задачу вы сейчас решаете в первую очередь — пытаетесь распознать объект или изучаете детальнее уже известный. Или вашей задачей является изменение состояния мира. К примеру, нажатие на кнопку. Или перемещение объекта на столе.

Когда система состоит из иерархии обучающихся модулей, целевые действия также могут иметь иерархическую структуру. В этом случае вышестоящие обучающиеся модули могут формировать более абстрактное целевое состояние, а нижестоящие модули уже декомпозировать его в более конкретные целевые состояния.

Важно понимать, что даже в случае иерархической компоновки, нет никакого разделения обучающихся модулей на те, что изучают и генерируют целевые состояния. Каждый модуль на любом уровне одновременно формирует как модели, так и целевые состояния.

■ Model-free (модель-независимые) политики полезны для чисто сенсорных действий, таких как равномерное движение сенсора вдоль траектории или перемещение в заданное положение.

Кроме того, модель-независимые политики могут обучаться быстрому выполнению часто повторяющихся задач, освобождая вычислительные ресурсы, необходимые для модель-ориентированных политик.

Целевые состояния, сгенерированные обучающимися модулями, должны быть преобразованы в моторные команды для актуаторов — этот процесс также задействует модель-независимые политики (врождённые или выученные) в моторной системе.

В реальном мозге подобные действия можно было бы сравнить с автоматическими, подсознательными действиями, которые мы совершаем. Большинство таких процессов происходит в подкорковых структурах. В системах TBP это эквивалентно моторной системе.

При этом моторная система ничего не знает о моделях, которые изучают обучающиеся модули, но должны получать целевые состояния от них в формате CMP. А вот выход моторной системы будет зависеть уже от конкретных актуаторов, которые используются в решении. И в этом смысле, моторная система решает зеркально обратную сенсорным модулям задачу, переводя CMP-совместимые целевые состояния в конкретные команды актуаторов.

Архитектуры обучающихся модулей

Любая система TBP (Monty) может состоять из произвольного количества обучающихся модулей. Существует два принципиальных способа соединения и коммуникации модулей между собой — иерархический (вертикальный) для изучения составных объектов и горизонтальный для голосования по гипотезам.

Simplest — простейшая система TBP из одного сенсорного и одного обучающегося модуля. Multi-modal — пример горизонтального соединения двух модальностей (лидара и визуальной, в данном случае). Wider — также пример горизонтального соединения двух модальностей (тактильной и визуальной), но когда каждая из модальностей обрабатывает по несколько сенсорных полей. Deeper — пример иерархического (вертикального) соединения модулей
Simplest — простейшая система TBP из одного сенсорного и одного обучающегося модуля. Multi-modal — пример горизонтального соединения двух модальностей (лидара и визуальной, в данном случае). Wider — также пример горизонтального соединения двух модальностей (тактильной и визуальной), но когда каждая из модальностей обрабатывает по несколько сенсорных полей. Deeper — пример иерархического (вертикального) соединения модулей

■ Иерархический (вертикальный) способ соединения используется для обработки более крупных подмножеств («пучков») сенсорных данных и для моделирования сложных составных объектов и высокоуровневых концепций.

Вышестоящий модуль получает признак и его положение от нижестоящего обучающегося или сенсорного модуля.

Нижестоящие модули никогда не видят целого объекта, но видят его части через последовательные движения. Вышестоящие модули могут использовать распознанный ID объекта как признак в своей модели. Такой подход позволяет более эффективно работать с большими составными объектами или сценами, т.к. отпадает необходимость хранить все детали в модели одного модуля.

■ Горизонтальный (для голосования) способ соединения позволяет модулям обмениваться гипотезами текущего ID объекта и положения. Такой процесс в системах TBP называется голосованием (voting). В теории Thousand Brains этот процесс эквивалентен «голосованию» колонок неокортекса за счет латеральных (горизонтальных) связей.

На изображении схематично показаны три колонки неокортекса, объединенные латеральными (горизонтальными) связями, через которые по теории Thousand Brains происходит процесс «голосования» для однозначного определения объекта. То есть каждая колонка обрабатывая свою «часть мира» и строя свою модель объекта, обменивается с другими колонками гипотезами о том, что они сейчас наблюдают
На изображении схематично показаны три колонки неокортекса, объединенные латеральными (горизонтальными) связями, через которые по теории Thousand Brains происходит процесс «голосования» для однозначного определения объекта. То есть каждая колонка обрабатывая свою «часть мира» и строя свою модель объекта, обменивается с другими колонками гипотезами о том, что они сейчас наблюдают

В случае горизонтальной связи модули передают друг другу все возможные объекты и их положения в виде нескольких сообщений CMP. И далее стараются прийти к консенсусу того, какой в итоге объект они сейчас «видят». Такая архитектура позволяет производить распознавание объектов намного быстрее.

Здесь опять же можно привести аналогию с пальцами в темноте. Ощупывая последовательно объект одним пальцем, вам потребуется больше времени и движений, нежели вы будете делать это сразу несколькими.

Чуть раньше в статье было сказано, что все CMP-сообщения представлены в едином референс-фрейме, чтобы понимать положение сенсоров относительно друг друга Это одно из ключевых требований для голосования, т.к. в этом же примере выше, один палец может нащупать верхний край чашки, а другой изгиб ручки. У обоих пальцев информация об элементах, принадлежащих чашке. Но крайне важно понимать, где именно находится каждый из этих признаков относительно друг друга. Поэтому процесс голосования — это не просто «список свойств», а в первую очередь информация о том как они организованы в пространстве.

Важно также отметить, что сообщения CMP для голосования не содержат самих входных данных о признаке, которые получил обучающийся модуль. Если обучающийся модуль получил информацию о кривизне поверхности, то она может участвовать в моделировании объекта чашки или степлера. Но в процессе голосования модуль обменяется для голосования именно гипотезой чашки и степлера, а не самой информацией о кривизне поверхности.

И последнее, что важно отметить, это то что CMP не зависит от модальности. То есть обучающиеся модули с разными модальностями (к примеру, зрение и осязание) будут точно так же на равных участвовать в процессе голосования.

Пример архитектуры

Ниже представлен пример архитектуры, состоящей из двух типов сенсоров — визуальных и тактильных. Визуальная система имеет два сенсорных модуля, то есть обозревает одновременно два небольших «пучка» пространства (примерно как два рецепторных поля сетчатки). И один тактильный сенсорный модуль (эквивалент пальца, кончиком которого мы ощупываем объекты). И визуальные и тактильный сенсор могут двигаться в пространстве каждый с помощью своей моторной системы (как если бы мы передвигали в пространстве две микрокамеры соединенные физически вместе и отдельно тактильный датчик).

Синие линии показывают восходящий поток информации. Фиолетовые показывают нисходящие (top-down) соединения с нижестоящими обучающимися модулями. Зеленые линии показывают горизонтальные соединения модулей для голосования. Розовые обозначают команды целевых состояний. Голубые (светло-синие) линии иллюстрируют пример, когда большие сенсорные поля транслируются напрямую в вышестоящие обучающиеся модули. Все непрерывные линии являются сообщениями CMP. Разрывы в этих линиях обозначены точками на концах. Пунктирные линии — это физический интерфейс системы, не подчиняющийся CMP.
Синие линии показывают восходящий поток информации. Фиолетовые показывают нисходящие (top-down) соединения с нижестоящими обучающимися модулями. Зеленые линии показывают горизонтальные соединения модулей для голосования. Розовые обозначают команды целевых состояний. Голубые (светло-синие) линии иллюстрируют пример, когда большие сенсорные поля транслируются напрямую в вышестоящие обучающиеся модули. Все непрерывные линии являются сообщениями CMP. Разрывы в этих линиях обозначены точками на концах. Пунктирные линии — это физический интерфейс системы, не подчиняющийся CMP.

В следующей статье я более подробно расскажу про тестовую среду и самого агента, архитектуру Monty, процесс обучения и ряд других деталей. Будет много наглядных изображений и технических подробностей. Все обновления будут в моем телеграм-канале «Вечное сияние чистого разума».

Тема сама по себе новая, большая, связанная с объемной теорией. И что самое важное, фундаментально отличающаяся от привычных подходов глубокого обучения. Поэтому некоторые концепции могут потребовать времени для понимания. В дальнейшем я постараюсь посвятить время объяснению не только самого фреймворка и принципов его работы, но и нейробиологической теории, стоящей за ним.

* Cтатья написана но основе частичного перевода препринта «The Thousand Brains Project: A New Paradigm for Sensorimotor Intelligence» и документации проекта

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    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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

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  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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  • 13.10.25 01:11 elizabethrush89

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  • 14.10.25 01:15 tyleradams

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  • 14.10.25 08:46 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

  • 14.10.25 08:46 robertalfred175

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  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

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  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

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  • 25.10.25 10:13 wendytaylor015

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  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 03:43 Christopherbelle

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  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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