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

  • 24.06.26 14:21 Elizabeth Thompson

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

  • 24.06.26 15:33 Júlia Castro

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

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

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  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

    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

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

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  • 02.07.26 01:31 Robin Hale

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 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

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

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  • 04.08.26 11:05 Kisnoles

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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 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

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