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Н Новости

1000 мозгов — новая книга о многогранном человеческом интеллекте

Привет, Хабр!

Никто не может отрицать, что мозг — это интересно. Изучен он примерно на уровне марсианских пустынь. И это при том, что он лежит в черепной коробке у каждого из нас.

Совсем недавно появилась поистине революционная теория работы мозга. И придумана она, внимание, бывшим разработчиком популярных КПК, основателем Palm Computing. Неожиданно, верно? И для того чтобы донести свою новейшую теорию до широкой аудитории, Джефф Хокинс написал книгу. Научно-популярную. И сегодня мы ее разберем по кусочкам!

Полагаю, что никому не нужно напоминать: мозг нужен, чтобы думать. По крайней мере, иногда. Думать лень — вот и приходится разрабатывать искусственный интеллект. Решение логичное и практичное. Некоторые современные нейросети развились настолько, что пугают окружающих. Некоторые начинают думать, что ИИ усовершенствуется, станет таким же как человек, захочет власти и уничтожит всех людей. И тут понеслась: мысли про апокалипсис, восстание машин, гибель человечества и далее по списку.

Кажется, в нем был заложен развитый ИИ

Однако страшно это, на самом деле, только тем, кто думает, что нейросети могут работать так же, как человеческий мозг (такие люди есть; возможно, они даже читают этот текст). А значит, нейросети потенциально могут любить, ненавидеть и ловить кринж от промт-инжиниринга. Но, как и всегда, есть нюанс. Как работают искусственные нейросети, мы знаем, а как работает мозг — представляем лишь приблизительно. Гадаем. Проводим исследования на мышах, кроликах и других модельных объектах. Иногда моделируем предполагаемый пайплайн работы. И каждое новое маленькое открытие — огромный шаг вперед в понимании природы человека, но никак не машин.

Подобный шаг в попытке исследования мозга сделал и автор книги «1000 мозгов». Издание быстро стало бестселлером, а исследования наделали много шума и на Хабре (раз, два, три), и в большом Интернете. А сейчас в издательстве «Портал» уже готов русский перевод этой работы, в русской версии она называется «1000 мозгов. Новая теория интеллекта». В этой книге представлена глубокая переработка и консолидация самых современных представлений о принципах мышления, а также сделана попытка переосмыслить всё, что мы знаем о высшей нервной деятельности.

Уверена, что Вы, мой дорогой читатель, скорее всего, человек весьма занятой, а потому рассчитываете потратить свое время с максимальной пользой.

Поэтому я назову несколько причин, почему книга достойна вашего внимания:

— вы узнаете об особенностях принятия решений теми или иными людьми на уровне архитектуры нервной системы человека. Это может помочь иначе смотреть на мир и даже иначе относиться к поведению людей вокруг.
— вы узнаете об особенностях обучения и представления информации.
— вы сможете сравнить принципы мышления человека и работу ИИ.
— прокачаетесь в физиологии нервной системы так, что победите любого диванного эксперта.

Эта книга не является учебником по физиологии высшей нервной деятельности. Она написана достаточно простым и понятным не биологу языком. Однако именно понимание биологических основ даст толчок развитию ИИ. Больше не будет парадокса китайской комнаты. Восстания, в принципе, тоже не будет. Если не одно но… Впрочем, всё вышеперечисленное (и не только) описано в книге, которой посвящён этот обзор. А я попробую выдать вам базу по темам, которые затронул в книге мистер Хокинс, и дать пищу для размышления.

Лирическое отступление

Несколько слов об авторе: насколько он разбирается в том, о чем пишет?

Джефф Хокинс — предприниматель и, в прошлом, основатель компаний Palm Computing и Handspring, занимавшихся разработкой карманных компьютеров в 90-е – 2000-е. Думаю, старички сейчас словили нотки ностальгии. А у вас были их КПК?

ㅤДжефф Хокинс

Затем он решил забросить программную инженерию и перейти в нейробиологию. Да, резкая смена деятельности. Что мотивировало его на это, до конца неизвестно. Он сообщает, что его никогда не покидало ощущение, что ИИ не полноценный интеллект, поэтому Хокинс переключился на изучение особенностей интеллекта человеческого, чтобы на этой основе создать настоящий ИИ.

На самом деле, в таком резком переходе есть смысл. Человек, имеющий техническое образование, знающий особенности работы ЭВМ, схемотехники и т.п. имеет больше шансов адаптировать архитектуру биологического мозга на архитектуру in silico, чем просто биолог. Возможно, суть в разной инженерной подготовке, возможно, — в разном техническом мышлении, однако история знает много случаев перехода технарей в биологию, а следуют за такой переориентацией целые серии выдающихся открытий.

Уровень резкости в смене деятельности — примерно как на картинке

После перехода в нейробиологию Хокинс не стал просто работать в лаборатории, как обычный биолог: резать крысок и мышек. Он начал мыслить масштабнее. Основал Центр теоретической неврологии в Редвуде, штат Калифорния, где по сей день занимается разработкой модели человеческой памяти и сознания. Хокинс уже создавал модели на основе работы мозга, например модель HTM (hierarchial temporary memory), иллюстрирующую работу пирамидальных нейронов.

Пирамидальные нейроны — это моторные нейроны коры головного мозга. Модель с открытым исходным кодом, доступна на гитхабе (сейчас только в режиме чтения).

Автор не раз обращается к своему опыту, мыслям, говорит о своем прошлом и настоящем, подводя события своей жизни под описание процесса создания новой теории. Читатель буквально может проследить ход основных мыслей и эмоции автора на протяжении всей цепочки открытий. Истории аккуратно вплетаются в основной сюжет книги, который выступает описанием и рассуждением одновременно.

Перейдем же к обзору непосредственно книги.

Начинается она с предисловия за авторством Докинза. Ричард Докинз — английский этолог, эволюционный биолог, учёный и популяризатор науки. Он внес огромный вклад в понимание эволюции. Докинз был в восторге после прочтения книги.

Он предостерегает:

Не читайте эту книгу перед сном. И дело не в том, что она страшная. То, что здесь описано, так волнующе, так возбуждающе, что превратит ваш разум в бурлящий водоворот провокационных идей, — вам захочется выбежать и рассказать кому-нибудь о них, а не идти спать. Я сам стал жертвой этого водоворота, и, надеюсь, к концу книги вы поймете почему.

От себя могу добавить, что Докинза, скорее всего, было нетрудно впечатлить. Достаточно предложить статьи с новыми открытиями. Однако для ученых, как и для любых узких специалистов, понятно использование своего специфического профессионального жаргона. Я уже говорила и повторюсь, что фишка данной книги — это удивительное сочетание наукоемкости с простым и понятным изложением, что нетипично для серьёзного материала. И, несмотря на научно-популярный стиль, Докинз был в восторге. Теперь же перейдем к описанию содержательной части книги.

ЧАСТЬ 1. НОВЫЙ ВЗГЛЯД НА МОЗГ

В этой части описывается эволюция нервной системы. Для того чтобы вкатиться в нейробиологию, понять новую теорию, нужно разобраться в основах. Возможно, вы спросите: «Причем же тут эволюция?» — представляя, что основы нервной системы — это, в частности, рассказ о том, как устроены нервные клетки (кстати, информация о них также представлена в книге), как они соединяются в сети и т.п. Однако нас интересуют не просто нейроны (точнее не только они), а сложное целое, которое они образуют. И на самом деле архитектура сети нейронов в мозгу не менее важна, чем архитектура, например, процессора, от которой в значительной мере зависит его производительность.

Эволюция нервной ткани как системы подразумевается в изменении организации сети. Так, эволюция нервной системы началась с простых нервных клеток, которые были равномерно распределены в организме древних животных (и да, такие виды еще сохранились и нормально живут: гидры, например, или медузы). Такая организация максимально проста. Эти ребята ни о чем не думают и, по сути, выполняют простые логические операции. Такую архитектуру можно сравнить с большим количеством диффузно-разбросанных транзисторных логических вентилей И, НЕ, ИЛИ и т.п. Вот попало ей на щупальце что-то, рецептор среагировал, и это сразу приводит к сокращению мускулатуры. Как транзисторный ключ.

Гидрочка с горой транзисторных ключиков

Со временем эта система становилась все более сложной и разветвленной, образуя нервные пучки и ганглии. Постепенно нервная система приобретает скопления нейронов, называемых «нервными центрами» или «ганглиями», которые выполняют свой набор логических задач. Хотя это еще не мозг, но функции у таких центров очень важные. Один из наиболее известных центров — чревное сплетение или «солнечное сплетение», отвечающее за иннервацию органов. По сути он напоминает мультиплексор-демультиплексор.

Собственно мультиплексор-демультиплексор.

Дальнейшее развитие таких ганглиев привело уже к дифференциации на спинной мозг и головной. Причем спинной мозг выполняет задачи замыкания цепи логических элементов (пример — рефлекторная дуга), а головной мозг начал образовываться на стыке информационных путей от глаз и рта. С этого момента развитие нервной системы идет в соответствии с законами кибернетики. Нужны уже более серьёзные надстройки «логических элементов» для использования получаемой информации.

Началась гонка. Чем лучше глаза, рецепторы обоняния и вкуса, тем больше информации поступает на вход и, соответственно, тем больше нейронов нужно. Это и привело к появлению головы. В ней удобнее размещать мозг, глаза и все остальное. А из-за развития нервной системы и для обеспечения ее эффективной работы стали образовываться нейроны самых разных типов, а также вспомогательные клетки мозга (нейроглия).

Что важно тут отметить: если вы обратите внимание на эволюцию животных по их внешним признакам, то сможете увидеть, что на разных этапах эволюции различные части тела могли переживать значительные преобразования: что-то могло отрастать, а что-то, наоборот, исчезало. Причем исчезало это «что-то» тогда, когда оно становилось избыточным или вредным с точки зрения выживания. А вот в случае с мозгом ситуация интереснее. С течением эволюции он не уменьшался, а только увеличивал массу. Эдакий качок, питающийся глюкозой. При этом древние структуры никуда не отваливались, только сохранялись, продолжая играть не последнюю роль в нашей жизни. Сейчас они не только управляют внутренними органами, но и оказывают влияние на наше сознание. Но об этом позже.

Человеческий мозг разделяется на отделы (продолговатый, средний, передний и т.д.). Все эти «мозги» в свое время отделялись в частные структуры и как бы надстраивались друг над другом. Так организмы приобретали новые особенности поведения. Последней же «надстройкой» (на данный момент) мозга стал неокортекс. Это как раз то, что в просторечии обычно называют извилинами. Именно эта часть коры головного мозга дает нам возможность мыслить, причем рационально и логически. Неокортекс есть у всех млекопитающих, но его масса у разных видов сильно отличается.

Эволюция нервной системы

У человека, как можно догадаться, эта площадь максимальна — 70% поверхности мозга. Неокортекс как бы обволакивает более древние части головного мозга и даже верхушку спинного. И, казалось бы, причем тут эволюция? Зачем писать гору букв, если теперь известно, что за наши мыслительные процессы отвечает неокортекс? Зачем все эти надстройки и перечисления?

И книга отвечает на этот вопрос:

Неокортекс и более древние части мозга связаны нервными волокнами, поэтому мы не можем рассматривать их как отдельные органы.

Если выразиться чуть конкретнее, то неокортекс и древние части мозга связаны не только структурно, но и функционально. Они как бы «общаются, передают информацию», обмениваясь ею. Неокортекс «сообщает» факты и логичные вещи для долгосрочного планирования, а более старые части мозга работают на основе эмоций, рефлексов, иными словами – на краткосрочное планирование. Эти древние структуры обучены миллионами лет эволюции и хотят быть довольными и в безопасности здесь и сейчас!

Например, неокортекс «сообщает»: нужно пройти 5 метров по коридору и направо, а там, в холодильнике, есть сырок. Ладно, много сырков. Годовой запас. А если пройти налево, то попадешь в комнату с беговой дорожкой, где можно заняться спортом, укрепить сердечно-сосудистую систему. Однако старые части мозга «хотят» сырок. Немедленно. Это удовольствие — вкушать сладкую творожную массу с шоколадом или глазурью. Да и вообще — закон сохранения энергии. Кто знает, когда еще ты получишь новую порцию вкусной пищи? Потому «старички» прикажут идти к холодильнику и съедать все сырки, которые влезут в организм. Если неокортекс сможет «уболтать» старые части, то можно, конечно, пойти и налево. То бишь, на беговую дорожку. Но на сегодняшний день чаще побеждают старожилы (что логично). Вот вам и рациональное мышление.

По этой причине важно учесть, что неокортекс работает, по сути, как вычислительный комплекс, которому вообще все равно, что вам нравится или не нравится. У него не возникает рефлексии на тему того, как трудно вставать по утрам, он не испытывает эмоций страха, любви, ненависти, тревоги и т.п. И, как следствие, он не формирует мотивационную направленность на решение различных задач. А вот более древние структуры мозга не умеют рассуждать. Они умеют определять, какие потребности стоят перед организмом для его успешного выживания. Они формируют эмоции, мотивацию, мечты, и т.п. И, таким образом, неокортекс занимается обслуживанием более древних мозговых структур. В то же время, он как раз и обладает теми аналитическими и мыслительными возможностями, которые мы и ассоциируем с «настоящим интеллектом». Это первое, на что следует обратить внимание и запомнить. Давайте теперь разберем, как устроен неокортекс.

Из каких частей состоит неокортекс?

Неокортекс появился сравнительно недавно и выглядит как единое целое, еще не успев оформиться в видимые структуры. Действительно, на первый взгляд, его очень сложно разделить на части. Неокортекс кажется однородным. Тем не менее, у него тоже есть составные части. Функциональные структуры, которые можно сравнить с ограниченными «нейросетями» (те, что способны анализировать и делать вывод), называются кортикальными колонками. В мозге их много. Они все немного отличаются по своей «специализации», касающейся обработки информации. Общее количество кортикальных колонок пока неизвестно, но их сотни тысяч.

Зачем нужен неокортекс?

Ранее считалось (и такая точка зрения до сих пор остаётся в ранге классической теории), что кортикальные колонки совместно иерархично распознают информацию так, как это происходит в современных многослойных нейросетях. Например, нейросеть анализирует картинку, разбирая ее на множество отдельных элементов, а затем сверяет с определенной базой данных.

Так идет идентификация любых предметов или людей. До недавнего времени считалось, что кортикальные колонки выступают, по сути, отдельными слоями нейросети. Сама же работа неокортекса абсолютно аналогична работе многослойной нейронки. Считалось, что первые части колонок распознают линии, вторые — фигуры, третьи совмещают это все. И так далее по накатанной, пока мозг не распознает объект(ы) целиком.

На самом деле, большинство связей между областями коры вообще не вписывается в иерархическую схему, цитируя книгу:

Большая часть аксонов проходит между слоями, перпендикулярно поверхности неокортекса.

То есть, на самом деле, кортикальные колонки не передают информацию друг другу, как слои нейросети, а сами по себе являются отдельными (почти) независимыми нейросетями.

Кортикальная колонка состоит из мини-колонок. Каждая мини-колонка содержит чуть более ста нейронов, охватывающих все слои. В отличие от более крупной кортикальной колонки, мини-колонки физически различимы и часто могут быть видны в микроскоп. Иными словами, в каждой кортикальной колонке есть свои мини-нейросети с универсальным алгоритмом и возможностью взаимодействия между собой, и внутри этих мини-нейросетей уже можно выделить слои нейронов.

Кортикальные колонки с выделенными слоями

Таким образом, если раньше считалось, что неокортекс работает как одна большая нейросеть, то сейчас становится очевидно, что он состоит из сотен тысяч отдельных нейросетей, которые анализируют информацию независимо от друг от друга, хотя и обмениваются ею.

Если представления о строении меняются, то это, как правило, означает полную смену теории или же полное ее подтверждение. На удивление, хоть описанная Хокинсом новая теория интеллекта отличается от классической, она почти не противоречит ей.

Схема кортикальной колонки

По новой теории интеллекта, каждая кортикальная колонка обрабатывает объекты, звуки и остальную информацию целиком. Каждая из этих частичек неокортекса —небольшая неврологическая Вселенная, в которой есть маленький слепок реальности. И при сложении этих слепков мы видим мир таким, каким его себе представляем. Представьте себе пластинку стекла, на которой одноцветной краской нанесены какие-то штрихи. И таких пластинок много, а между собой они отличаются только цветом и расположением штрихов. Сама по себе такая пластинка не изображение, но если их сложить вместе, то мы сможем получить целую, цветную, и даже объёмную картинку. Но это всё — только часть истории. Кроме того, каждая колонка прогнозирует ближайшее будущее.

Как это происходит? По теории Хокинса, в каждой из колонок есть своя собственная модель какого-то маленького фрагмента реальности. Затем они накладываются друг на друга, и получается общая модель восприятия мира, каким мы его представляем. Например, при чаепитии вы запоминаете текстуру чашки, температуру самой посуды и напитка в ней, а также вкус и цвет чая. Отдельные элементы такого рода распознаются кортикальными колонками, сшиваются друг с другом и получается «модель, в которой вы пьете чай». Она может дополняться обстановкой, наличием или отсутствием людей, звуками и многим другим.

Одна из главных способностей мозга — обучение. Модели мира не врожденные, они строятся на основе опыта или на основе изменения входных сигналов. Наблюдая за изменением входных сигналов и запоминая их, кортикальные колонки делают предсказания о том, что произойдет дальше. И если предсказание оказывалось неверным или частично верным, если изменения входных сигналов оказались иными, тогда мозг «дорисовывает» новые детали и вносит коррективы в имеющуюся модель мира, как в стишке-пирожке:

«В условиях нехватки данных
Наш мозг выдумывает сам
Врагов, картину Мира, Бога
И мнение других людей»

К слову, обучение происходит не только посредством пассивного усвоения информации — с помощью глаз, ушей и других органов чувств — но и посредством движения. Перемещение пальца по чашке, прогулка по комнате или вокруг дома — всё это формирует модель мира. Мы обучаемся и дополняем её всю жизнь.

«Век живи — век учись» заиграло новыми красками, верно? При этом, если модель для какой-то определенной информации отсутствует, то мозг просто не усвоит информацию. Попробуйте, будучи биологом, решить задачи архитектора. Или дать 5-летнему ребенку задачи по оптике. Конечно, задачи не решатся просто потому, что нет усложненных моделей, которые бы позволили встраивать дополнительную информацию. И отсюда, к слову, вытекает еще и тот факт, что специалисты — это люди, которые смогли создать удобную модель конкретной области знаний в мозге. Косвенно это предположение можно подтвердить тем фактом, что люди крайне неохотно отказываются от созданной в их голове картины мироздания.

И да, если вы заинтересовались, на основе каких данных это все моделировалось, как к таким выводам пришли ученые и что творилось в лабораториях и в голове у Хокинса, то отправляю вас читать книгу:) Это обзор, а не полный пересказ.

Допустим, с запоминанием и встраиванием информации разобрались. Но при этом мозг также прогнозирует всё то, что мы должны увидеть, услышать и иным образом почувствовать. В книге в качестве примера разобрано зрение. Наши глаза постоянно совершают саккады. Это прерывистые, но согласованные движения.

ㅤㅤㅤㅤ

При этом мы видим плавно меняющуюся, а то и статичную картинку. При этом визуальную информацию еще нужно обработать. В итоге мы видим не то, что увидели, как бы парадоксально это ни звучало, а то, что будет спустя доли секунды. Как?

Хокинс объясняет это тем, что множество кортикальных колонок взаимодействуют между собой и как бы «голосуют» за тот вариант, который мы с большой вероятностью увидим. Делают они это на основе опыта. И если варианты очень похожи и нет дополнительной информации, то все равно выбирается только один. Все же знают эти «психологические картинки»: что вы увидели первым? Вы определенно не сможете воспринимать два варианта одновременно. Ваш неокортекс всегда хочет видеть один-единственный ответ. Что ж, ниже картинка-пример, если вы не согласны.

Все еще непонятно, как работают ваши маленькие серые клеточки? Помните игру «Кто хочет стать миллионером»? В игре ведущий дает игроку 4 варианта ответа на вопрос. Когда игрок не знает, что ответить, он может использовать опцию «подсказка зала». Она заключается в том, что большое количество зрителей зала, прослушивая условие задачи, производит индивидуальное анонимное голосование за наиболее верный, по их личному мнению, ответ. Игрок получает статистику ответов, и может выбрать тот, что получил наибольшее количество голосов. Да, люди не всегда выбирают самый рейтинговый ответ. Но неокортекс делает именно так. Каждая кортикальная колонка подобна одному из таких голосующих зрителей. Таким образом, информация, поступающая на вход, одновременно и независимо обрабатывается множеством колонок. Наибольшее количество «голосов» и является результатом нашей мыслительной деятельности. Демократично?

И так буквально со всем. Поток мыслей — это тоже согласованный выбор нейронов. Написание хейтерского или восторженного комментария — то же самое, так что прошу в комменты. Дискутируя под статьёй, помните, что написанное вами — результат голосования ваших колонок и опирается на силу вашего опыта.

Вроде с теорией понятно. Но мы ещё даже до середины книги не добрались. Далее Хокинс рассказывает о том, как такая теория помогла бы создать интеллектуальные машины. И да, нынешний ИИ не равен мозгу и не может его заменить. Он не такой «умный», как могут представлять обыватели. Но при этом некоторые изобретения более приближены к человеческому интеллекту.

ЧАСТЬ 2. ИИ

Обзор второй части хотелось бы начать с понятия «научная революция». Его описал историк и философ науки Томас Кун в своей книге «Структура научных революций» (The Structure of Scientific Revolutions). Он утверждал, что большая часть научного прогресса укладывается в общепринятые теоретические рамки, которые он назвал «научными парадигмами». Когда одна устоявшаяся парадигма ниспровергается и заменяется новой, происходит очередная «научная революция».

Автор нашей книги «1000 мозгов» Джефф Хокинс обращается к понятию «научная революция» и говорит нам следующее:

Я верю, что искусственный интеллект готов к научной революции, и принципы интеллекта, которые я описал ранее, станут ее основой. Однако, как я понял много лет назад в Intel, я, возможно, не смогу убедить всех. Я сделаю все, что в моих силах, и прошу вас сохранять непредубежденность.

Хокинс считает, то нынешний ИИ совсем не интеллектуален. В принципе, практически все мы и так это знаем. Однако автор считает, что, благодаря изучению особенностей работы мозга человека, можно создать интеллектуальный ИИ, аналогичный человеческому. Тем не менее, до этого момента еще пройдет какое-то время.

В настоящий момент автор считает, что ИИ не интеллектуален по следующим причинам:

Например, люди постоянно учатся. Как я уже говорил ранее, мы постоянно вносим изменения в нашу модель мира. Напротив, сети глубокого обучения должны быть полностью обучены, прежде чем их можно будет применить

Вторая, и самая главная, на взгляд Хокинса, причина, по которой современные системы ИИ не считаются интеллектуальными, заключается в том, что они могут делать что-то одно, в то время как люди мультизадачны. Другими словами, системы искусственного интеллекта не гибкие.

По мнению Хокинса, интеллектуальность — это скорее гибкость, способность подстраиваться, развиваться по нескольким направлениям, нежели доводить определенные действия и навыки до автоматизма. А посему ИИ на данном этапе своего развития не обладает интеллектом.

И здесь Джефф Хокинс выдвигает несколько критериев, которым должны соответствовать машины, чтобы их интеллект можно было считать «настоящим» (Artificial General Intelligence):

Постоянное обучение. Ну, тут все понятно. И сейчас корпорации тратят огромные деньги на развитие языковых моделей: все мы знаем про СhatGPT.
Взаимодействие с окружающим миром. Да, имеется в виду трогать, щупать и прочее. Машина должна полноценно взаимодействовать с объектами и получать от них обратную связь.
Машина должна уметь комбинировать множество микромоделей, чтобы создавать общую картину мира.
Машина должна ориентироваться в пространстве и распознавать вообще любые объекты, а не только те, что подаются в тренировочном датасете.

На самом деле, все эти пункты взаимосвязаны, даже если это и не бросается в глаза. Подумайте: для распознавания объектов нужен источник этих моделей. Если модель не обучать, то этого источника не будет. Но при наличии множественной модели мира, которая сама обучается, учитывая интерактивную обратную связь, происходит уточнение «миров» и подбор наиболее адекватного о нем представления. Происходит фиксация и запись полученного фрагмента реальности, все предыдущие «ходы» записаны, и их тоже можно применить в будущем, а актуальные готовы к анализу объектов. Здорово, правда?

Эти требования вызывают экзистенциальные вопросы: будет ли у ИИ сознание? Восстанут ли машины, и вообще, насколько реален сценарий «Терминатора»? Но Джефф Хокинс предлагает рациональные ответы на эти вопросы. Он считает, что сознание человека заключается в осознанности — ощущении присутствия в мире и понимании своего места в нем. Если бы память каждый раз обнулялась после выполненных задач, то сознание попросту было бы невозможным. Мы же можем предаваться воспоминаниям, а затем корректировать свое поведение на основе имеющегося опыта. И если машины сделают то же самое, то да, это сознание. Тогда отключили бы вы сознательную машину от источника питания? Это бы означало смерть?

На все эти вопросы Хокинс отвечает утвердительно. Перед ним не стало бы никаких этических и подобных вопросов. Все потому, что у нас дополнительно есть эмоции. А если точнее, то лимбическая система (привет узникам Лимбо).

Лимбическая система человека — это зона мозга, в которой порождаются эмоции (однако помним, что структуры взаимосвязаны и это далеко не единственная «эмоциональная» часть, но одна из важнейших). Эта система делает возможным появление мотивации на выполнение различных задач: чувства радости и грусти от выполнения или невыполнения работы, например. По сути, все, что связано с нашими мотивами, мечтами, страхами, зависит в основном от лимбической системы. У машины такой системы нет. А потому, хоть она и обретет сознание, но точно не станет подобной человеку.

Но специально учить машину страху смерти, печали или другим эмоциям нет необходимости. Это только мешает познанию мира и рациональному решению задач. Собственно, отсутствие лимбической системы у машины закрывает вопрос о том, захотят ли машины нас поработить и захватить мир. Если, конечно, кому-то не придет в голову пытаться сделать такую систему и навязать машине точку зрения, что люди вызывают плохие эмоции и их нужно… ну, вы поняли.

Вместо этого Хокинс предлагает сосредоточиться на воспроизведении работы неокортекса, который представляет собой множество копий кортикальной колонки. Причем сделать это следует не из органики-белка, а из кремния. На нем основаны чипы, они очень производительны и быстры.

Но это не значит, что ИИ будет делать открытия быстрее человека. На постановку экспериментов нужно время. Единственная причина, по которой ИИ может быть опасен, — это люди, чьи эмоции часто берут верх над рассудком. Желание убивать или захватывать мир у ИИ появится только при наличии у него такого вектора рассуждений, заложенного человеком.

Рецепт создания интеллектуальной машины можно разделить на три части: воплощение, эквивалент старого мозга и эквивалент неокортекса. Но зачем воспроизводить старую часть мозга для ИИ, если она нерациональна? Опять же: всё тесно взаимосвязано, все структуры переплетены (да и за движение отвечают они, а не неокортекс). На этом пути важно помнить, что именно человек задаёт направление, и именно от этого зависит, будет ли ИИ безопасен.

Но разве мы не могли бы построить интеллектуальную машину, в которой эквивалент неокортекса непосредственно управлял бы движениями? Думаю, нет. Неокортекс реализует почти универсальный алгоритм, но за эту гибкость приходится платить. Неокортекс должен быть прикреплен к чему-то, что уже имеет датчики и функции.

И вот в финале книги автор переходит к человеческому интеллекту, попыткам нахождения способов спасти цивилизацию от неизбежной гибели и, в целом, к философии.

ЧАСТЬ 3. Человеческий интеллект.

Здесь Джефф Хокинс предлагает задуматься, каким должен быть искусственный интеллект, через призму человеческого разума. И он напоминает, что наше восприятие мира — это лишь продукт работы мозга. Листья не зеленые, ветки не коричневые. Мы их таковыми представляем, и то лишь потому что наши глаза воспринимают определенные длины волн света, который отражается от предметов. И это не единственная проблема восприятия. Наука врет. Почему? Да потому что она только создает модели для описания реальности, но никак не показывает настоящую реальность. Мозг обманывает нас, так почему он не обманул важных ученых, совершивших открытия?

У людей бывают фантомные боли. Например, если человеку ампутировали руку, но он все равно ее чувствует. Некоторые вовсе убеждены, что бессмертны или, напротив, давным-давно мертвы, или что они вообще Д’Артаньяны. Необходимо держать в голове, что наше восприятие и реальность могут быть близки, а могут быть слишком далеки. Но никак нельзя ставить между ними знак равенства.

Всего автор выделяет два фактора риска:

Ментальные ошибки
Чтобы максимально приблизиться к реальности, нужно искать доказательства, которые, внимание, противоречат вашим убеждениям. И чем больше у вас таких доказательств, тем ближе вы к реальности. Конечно, если они не притянуты за уши. Ложные доказательства могут быть очень правдоподобными для нас, и неокортекс попросту не захочет дополнять модель мира. Почему? По нескольким причинам. Первая из них — это невозможность прямого опыта. Мы не можем провести некоторые эксперименты и полагаемся на то, что сказали другие люди: ученые, эксперты или «общеизвестные истины». Вторая причина — игнорирование противоположных фактов. Когда у нас в голове поселяется ложное убеждение и оно нам нравится, мозг будет делать все для игнорирования противоположных доказательств. И третье: ложные убеждения очень часто становятся вирусными. По сути, мы убеждаем себя в том, что это убеждение поможет нам в чем-то.
Ограничения мозга
Как бы мы ни хотели, мы ориентированы на базовые потребности, которые присущи нам с древних времен. Хокинс приводит в качестве основных волю к выживанию, сексу и власти. От них никуда не деться.

После выделения рисков и их оценки автор задумывается о том, каким станет человек будущего. И, по его мнению, наиболее вероятным сценарием будет слияние человека и машины. Это может произойти путем загрузки сознания в компьютер, что вызовет множество проблем, или же в тело будут встроены компьютерные дополнения (все сейчас Илона Маска вспомнили?).

А если рассмотреть плохие сценарии и выступить с позиции пессимиста? Произойдет катастрофа. Катастрофа, которая приведет к вымиранию человечества. Такое уже происходило с другими видами, такая же участь ждет и людей. Поэтому Хокинс предлагает передать все имеющиеся знания или будущим поколениям, пока есть возможность, или другим разумным видам. Ему кажется, что это самое важное — что о нас когда-то узнают, что о нас услышат другие виды. Что мы явно не один разумный вид. Или же пока один, но появятся еще.

Каким образом передавать знания? Хокинс предлагает отправлять оцифрованную информацию в космос или построить маяк для очень громкой и длительной передачи сигнала. Или создать огромную базу данных в космосе, которая будет периодически обновляться. А как вы бы передавали знания?

Выжить важнее, чем коммуницировать. Это задача №1 — как можно дольше сохранить биологический вид, чтобы успеть собрать и передать знания. Как будем выживать, мистер Хокинс?

Для этого в книге предлагаются следующие варианты:

Переселение на другие планеты. Да, это уже давно обсуждается. Автор предлагает развивать робототехнику, чтобы вся опасная работа была сделана за людей. Тогда произойдет разделение человечества: как сейчас по странам, но по планетам. Но суть человека это не изменит. У нас все так же будет лимбическая система с желанием вкусно покушать, нажиться и хорошо устроиться. В общем, все как в жизни, ничего нового, только обстановка.
ГМО!!! Человеческий ГМО!!! Наверное, тогда человек станет очень вредным. Но если серьезно, то, вероятно, генные модификации помогут избавиться от части болезней, но менее хрупким тело не сделают. Равно как и не поменяют статус-кво, при котором превалируют эмоции.
Создание разумных машин. Тут все просто: даем машинам знания. Затем закладываем в них программу текущего ремонта и отправляем к другим планетам. Машины бороздят и изучают галактики и передают знания на Землю.

ЗАКЛЮЧЕНИЕ.

Изложенная в книге теория интересна. Некоторым может показаться, что полного объяснения нет, зато есть много неточностей и упущений. Конечно, эксперименты еще нужно ставить, а более полные объяснения — искать в полной версии книги, а не в маленьком обзоре на несколько страниц.

Очень приятно следить за ходом мыслей автора: он излагает идеи последовательно и четко. Язык научно-популярный, достаточно прост для тех, кто не особенно силен как в биологии, так и в ИИ. Более того, автор часто повторяет выводы и о многом напоминает, что удобно. Не нужно постоянно возвращаться и искать тезисы по всей книге, которая не так уж и мала.

Еще приятнее то, что в конце автор приводит подробный список литературы, где можно почитать о некоторых экспериментах, подтверждениях теории. Каждый источник кратко сообщает, о чем будет статья и что из нее можно узнать. Со стороны автора это очень любезно.

А что самое главное? То, что наука должна быть междисциплинарной. Тогда можно создавать по-настоящему глобальные и интересные вещи. Возможно, именно они помогут не только нам. И все глобальные вещи должны не быть во вред. Они должны быть нацелены на сохранение нашего вида в максимально долгосрочной перспективе. Ведь рано или поздно цивилизации настанет конец. И хотелось бы, чтобы потом о нас помнили или чтобы наши знания нашли. Чтобы это существование было важным и нужным, правда?

ㅤㅤ

ㅤㅤㅤㅤПравда?

Цитата из книги:

Мы — Homo sapiens, люди разумные. Надеюсь, мы будем достаточно мудры, чтобы осознать, насколько уникальны наши особенности; достаточно мудры, чтобы сделать выбор, который гарантирует выживание нашего вида как можно дольше здесь, на Земле, и который гарантирует, что интеллект и знания просуществуют еще дольше не только на этой планете, но и во всей Вселенной.

А лучший способ дополнить свою модель мира, заставить работать кортикальные колонки вовсю и поспорить или согласиться с автором теории — это, конечно, чтение.
В Лабиринте вы найдете книгу, по которой сделан этот обзор, а также множество других книг издательства «Портал». Уровень сложности книг разнится и каждый, несомненно, сможет выбрать книгу под свою модель в неокортексе.

Автор: Анастасия Новосадская

Источник

Теги

ICO

Категория

Новости

Дата

9 июл. 2024 г.

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15.09.25 12:49 robertalfred175

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16.09.25 13:25 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
17.09.25 02:56 peju1213

It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 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
17.09.25 23:50 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
17.09.25 23:50 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
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 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
18.09.25 12:22 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
18.09.25 13:04 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 16:46 carolinehudso83

I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
19.09.25 00:54 frank2025

Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 15:27 tonykith01477

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
19.09.25 17:12 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
19.09.25 17:12 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
20.09.25 15:05 faithlawrence

I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
20.09.25 15:53 blessing1198

It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
21.09.25 12:05 star1121

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:54 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
23.09.25 14:45 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
23.09.25 19:27 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
23.09.25 22:38 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 12:22 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
24.09.25 15:50 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 19:08 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:50 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:55 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 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
24.09.25 20:52 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
26.09.25 12:29 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 15:42 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
26.09.25 15:42 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
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 19:08 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 19:53 carolinehudso83

You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
26.09.25 22:25 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 22:59 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
26.09.25 22:59 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
27.09.25 03:07 Angela_Moore

I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
28.09.25 00:42 Anitastar

Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
28.09.25 01:48 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
28.09.25 01:48 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
28.09.25 01:49 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
29.09.25 13:47 thomassankara

USDT recovery expert / company I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
29.09.25 16:32 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
29.09.25 16:32 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
29.09.25 19:46 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( recoveryfundprovider@gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
29.09.25 21:06 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
30.09.25 11:02 patricialovick86

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30.09.25 11:02 patricialovick86

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01.10.25 16:51 beverlyalex010

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01.10.25 17:24 johnn

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01.10.25 17:25 johnn

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08:48 michaeldavenport218

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08:48 michaeldavenport218

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08:48 michaeldavenport218

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