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Подключаем коннектом дрозофилы к Хабру. Что может пойти не так

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Мозг плодовой мушки сейчас изучен лучше любого другого мозга на планете. Его нарезали почти на 7 000 тончайших слоев, каждый слой фотографировали под электронным микроскопом, а потом несколько лет сотни людей (не без помощи нейросетей) обводили на снимках каждую клетку и каждый ее отросток.

Получилась полная схема проводки: 138 639 нейронов и 15 миллионов связей между ними. Такую схему называют коннектомом, и скачать ее может кто угодно. У меня весь архив со связями и подписями к нейронам занимает 130 мегабайт. Раз есть схема, значит, по ней можно пустить сигнал и посмотреть, что получится. Весь сентябрь интернет только этим и развлекался: через симуляцию мушиного мозга прогоняли клип Bad Apple, в Minecraft мушиный коннектом пересадили пчелам, а в проекте FLYTOK коннектому выдали телефон с шортсами, и он листал их каждые три секунды. Выглядит это, несомненно, здорово, но из таких демок нельзя понять довольно простую, но, на мой взгляд, главную вещь: понимает ли мозг хоть что-нибудь из того, что ему показывают, или сигнал просто красиво растекается по проводам.

Я решил проверить это на Хабре. У каждой статьи есть два параметра, которые знает сайт, но не знает муха: в каких она хабах и сколько она набрала плюсов рейтинга. Значит, можно показать мухе статью, записать то, как отреагировали ее нейроны, и посмотреть, получится ли по этой реакции восстановить ответ.

Одного угадывания, впрочем, мало, потому что любую кучу нейронов можно чему-нибудь научить (если только на выходе поставить обучаемую модель), так что мухе нужен соперник. Я взял тот же мозг, с теми же нейронами и тем же числом проводов у каждого, и перепутал, какой провод куда ведет. Если настоящая схема читает лучше перепутанной, значит, эволюция все-таки что-то полезное в нее заложила. Как думаете, кто прочитает Хабр лучше? Вопрос, конечно, шуточный, но не тривиальный. А пока вы думаете, я продолжу.

Что читаем

Статьи я собрал через внутренний API Хабра, тот самый kek/v2, которым пользуется сам сайт. Взял шесть хабов, которые друг на друга почти не похожи: Python, JavaScript, Информационная безопасность, Научно-популярное, Разработка игр и Управление персоналом.

Статьи брал подряд по дате, без отбора по рейтингу, потому что, если набрать одни популярные статьи, модель выучит сам отбор, и потом я буду долго радоваться ее проницательности. Еще я выкинул статьи, которые висят сразу в нескольких из этих хабов, и все, что моложе недели, потому что рейтинг свежей статьи еще гуляет. Из 2 885 статей осталось 2 520, опубликованных с 5 марта по 26 сентября 2026 года.

Муха читает только заголовок и лид, в среднем около 650 знаков. Для первого знакомства этого хватает. Заодно забавная мелочь про сами хабы: медиана рейтинга у Научно-популярного +14, у Разработки игр +10, а Python и JavaScript довольствуются скромными +5.

Нюхать вместо читать

Глаза у мухи отличные, но если показать ей текст картинкой, то сначала придется выяснять, различает ли она вообще буквы, а это отдельная история на отдельную статью. А вот с носом все попроще: на усиках у мухи (в этом коннектоме) 2 279 обонятельных рецепторов, и каждый запах щекочет какую-то их комбинацию. Я решил (допущения ради), что каждое слово будет выдуманной молекулой с собственным запахом.

Работает это так: слово обрезается до первых пяти букв, чтобы «нейросети», «нейросетью» и «нейросетевой» пахли одинаково (туда же заодно попадает «нейрон», для статьи про мух это даже символично). Каждое такое слово навсегда закрепляется за восемью случайными рецепторами. Статья пахнет смесью своих слов, причем частые слова вроде «который» почти не пахнут, зато редкие и характерные пахнут сильнее. Это обычный прием из поисковых систем, он называется tf-idf. Всего у меня получилось 8 763 разных слов-молекул.

Дальше запах статьи подается на рецепторы, и сигнал начинает гулять по мозгу. На каждом шаге каждый нейрон складывает сигналы от тех, кто к нему подключен, с плюсом от возбуждающих связей и с минусом от тормозящих, и пропускает сумму через ограничитель, чтобы не улететь в бесконечность. Один шаг равен примерно одному синапсу, шагов всего десять.

В коде это выглядит скромно:

for t in range(10):# 10 шагов, шаг примерно равен одному синапсу
x = torch.tanh(g * (W @ x) + I)  # W: схема проводки, I: запах статьи на рецепторах

Одна надстройка понадобилась сразу: без нее сигнал разгонялся лавиной, и уже на первом шаге все нейроны горели на максимум. Поэтому вход каждого нейрона я делю на общую силу его входящих связей. Насколько охотно нейроны слушают друг друга, задает множитель g, и я попробовал три значения: слабое, среднее и сильное, причем показываю все три, без выбора самого удачного задним числом.

Реакцию мухи я снимаю в четырех местах, которые стоят на пути запаха к поведению:

Где смотрю

Нейронов

Что это такое

PN

685

первая станция после рецепторов, нейроны усиковой доли

KC

5 177

клетки Кеньона в грибовидном теле, у мухи там память и обучение

MBON

96

выход грибовидного тела

DN

1 299

нисходящие нейроны, по ним мозг отдает команды телу

Для каждой статьи я записываю, как горят нейроны выбранного места после десяти шагов, и учу на этих записях простую линейную модель угадывать хаб. Проверяю ее на статьях, которых она при обучении не видела, и так пять раз на разных кусках выборки. Чтобы было с чем сравнить, ту же модель я учу еще в двух вариантах:

  • в первом она видит сами слова статьи, без всякой мухи, и это показывает, сколько вообще подсказок о хабе есть в тексте;

  • во втором она видит только запах на рецепторах, то есть то, что пришло мухе в нос, до всякого мозга.

Соперников у «настоящей» (в кавычках, разумеется) мухи два. Первый — перемешанный мозг: у каждого нейрона столько же входов и выходов, те же веса и тот же знак, а вот партнеры случайные. Второй — случайный мозг, он устроен еще проще, там те же 138 000 нейронов и столько же проводов, раскиданных как попало. Каждого соперника я собрал в трех вариантах с разными бросками жребия.

Восемь гигабайт на 138 000 нейронов

Считал я все на ноутбуке без видеокарты, с восемью гигабайтами памяти. Один прогон, то есть 2 520 статей по десять шагов, занимал две-три минуты, а прогонов всего 21: настоящий мозг плюс три перемешанных плюс три случайных, и все это умножаем на три значения силы связей.

По дороге я дважды наступил на грабли. Первый раз — в модели, которая угадывает хаб: изначально там стояла логистическая регрессия, и пробный прогон на одном только настоящем мозге за десять минут так и не закончился. На все варианты ушли бы часы, так что я поменял ее на более простую модель, которая считается одной формулой. Второй раз вышло обиднее, потому что, пока симуляция крутилась, я параллельно начал разбирать первые результаты, и на десятом прогоне из 21 система убила процесс из-за нехватки памяти. Пришлось закрыть все тяжелое, кормить муху статьями небольшими порциями и запускать заново, благо уже посчитанные прогоны скрипт пропускал.

Куда течет запах

Прежде чем что-то угадывать, я посмотрел, куда вообще доходит сигнал. На графике показана средняя активность каждого отдела по шагам: синяя линия — настоящий мозг, оранжевая и зеленая — соперники.

Средняя активность отделов по шагам при средней силе связей. Ось логарифмическая.
Средняя активность отделов по шагам при средней силе связей. Ось логарифмическая.

В настоящем мозге запах идет строго по учебнику анатомии. На втором шаге загорается первая станция после рецепторов, на третьем — грибовидное тело, на четвертом — его выход, по одному отделу за синапс. У соперников сигнал размазывается по всему мозгу ровным тонким слоем, и в тех же отделах он примерно в 100 раз слабее. До нисходящих нейронов в настоящем мозге доходит совсем мало, около тысячной доли, но модели на выходе хватает и этого, ей важна только разница между статьями.

Объяснение видно из простого подсчета того, сколько синапсов отделяет рецепторы от каждого отдела.
Объяснение видно из простого подсчета того, сколько синапсов отделяет рецепторы от каждого отдела.

Какая доля отдела достижима за 1 / 2 / 3 синапса

Настоящий

Перемешанный

Случайный

PN

86 / 100 / 100%

54 / 100 / 100%

84 / 100 / 100%

KC

0 / 94 / 100%

40 / 100 / 100%

84 / 100 / 100%

MBON

0 / 77 / 100%

92 / 100 / 100%

91 / 100 / 100%

DN

1 / 38 / 99%

65 / 100 / 100%

83 / 100 / 100%

У настоящей мухи от носа до грибовидного тела ровно два синапса, а до нисходящих нейронов — в основном три. В случайном мозге рецепторы раздают провода куда попало, и 84% клеток грибовидного тела оказываются прямо у носа, в одном синапсе.

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Контрольная закупка

Доля правильно угаданных хабов при слабых, средних и сильных связях. Для соперников среднее по трем вариантам, между собой варианты расходятся максимум на два процентных пункта:

Где смотрю

Настоящий мозг

Перемешанный

Случайный

PN

56 / 53 / 53%

56 / 56 / 55%

57 / 56 / 56%

KC

46 / 45 / 43%

66 / 66 / 63%

69 / 69 / 68%

MBON

33 / 32 / 25%

34 / 34 / 34%

36 / 37 / 36%

DN

53 / 50 / 48%

61 / 60 / 59%

63 / 63 / 63%

Для ориентира: хабов шесть, так что наугад выходит 17%. Модель, которая видит сами слова, угадывает 71%, и столько же угадывает модель, которая видит запах на рецепторах, то есть при превращении слов в запах подсказки почти не теряются.

Угадывание хаба по разным отделам мозга. Точки — отдельные варианты соперников.
Угадывание хаба по разным отделам мозга. Точки — отдельные варианты соперников.

Хорошая новость в том, что муха тему статьи различает. Даже по командам телу хаб угадывается примерно в половине случаев, втрое чаще, чем наугад. Теперь плохая новость: на первой станции после носа все три мозга идут ноздря в ноздрю, а дальше настоящая муха начинает отставать, и в грибовидном теле перемешанный мозг обходит ее на 20 пунктов, а случайный на 24. Разброс между вариантами соперников в пару пунктов, так что на невезение это не спишешь.

Выходит, сотни миллионов лет эволюции проигрывают генератору случайных чисел, и проигрывают как раз там (в том отделе), где нейробиологи изучают память.

Запахи бывают разные: черные, белые, красные

Рецепторов у мухи 2 279, но разных типов среди них всего 53 (плюс четыре нейрона, у которых тип не подписан). Все рецепторы одного типа реагируют на одни и те же вещества и сдают свои сигналы в один общий узелок на усиковой доле, а следующие нейроны читают уже эти узелки целиком. Получается что-то наподобие почты, где 2 279 почтальонов несут письма, но ячеек для сортировки всего 53, и все письма от почтальонов одного участка ссыпаются в одну ячейку.

Теперь вспомните, как я подавал текст. Каждое слово щекотало восемь случайных рецепторов, поэтому рецепторы одного типа получали совершенно разные сигналы. Настоящий мозг ссыпал их в общие ячейки и тем самым перемешивал большую часть того, что я в него положил. У перемешанного и случайного мозга никаких ячеек нет, каждая их клетка в грибовидном теле видит свою случайную горстку рецепторов напрямую, и пишем мы ей, по сути, лично. Отсюда и выигрыш соперников: в случайном мозге 84% этих клеток сидят прямо у носа.

Проверить это можно за пару минут: если заранее сложить сигналы рецепторов по 53 типам, как это делает муха, и дать модели только эти 53 числа, хаб угадывается в 31% случаев. Значит, сама сортировка по ячейкам оставляет от темы статьи меньше половины. Интересно, что настоящая муха в грибовидном теле выжимает 45%, больше, чем пропускают голые ячейки (видимо, помогают нейроны, которые собирают сразу несколько ячеек, и боковые связи), но тягаться с мозгом, где ячеек нет вообще, ей все равно не по силам.

Получается, я кормил муху химией, которой в природе не бывает: запахом, на который рецепторы одного типа отвечают вразнобой.

Второй забег: мушиные бега

Раз в первом опыте муха играла на чужом поле, я поставил второй, по ее правилам. Теперь каждое слово включает 3 из 53 типов рецепторов, и все рецепторы одного типа получают одинаковый сигнал, как от настоящего запаха. На входе у всех мозгов одни и те же 54 канала (53 типа плюс корзина для неподписанных), и вопрос стал понятнее: может ли настоящая проводка выжать из этих каналов больше, чем случайная? На этот раз я взял только среднюю силу связей, вышло семь прогонов и около 20 минут.

Где смотрю

Настоящий мозг

Перемешанный

Случайный

PN

29%

30%

32%

KC

30%

31%

32%

MBON

28%

31%

31%

DN

30%

30%

32%

Сам нос в этой постановке дает 31%. Все три мозга сидят практически на уровне носа, а настоящий отстает от соперников на 0–3 пункта, что укладывается в обычную погрешность (на 2 520 статьях она около одного пункта). Мозг вообще не может добавить подсказок, которых не было на входе, зато он может сохранить их или растерять по дороге, и в этом опыте все три мозга их просто сохранили.

Второй опыт: запах по правилам мухи. Все мозги на уровне носа.
Второй опыт: запах по правилам мухи. Все мозги на уровне носа.

Рейтинг на нюх

С темой разобрались, теперь вопрос, ради которого на Хабре многие пишут: может ли муха унюхать успешную статью? Внутри каждого хаба я делил статьи на две половины, выше и ниже медианы рейтинга, и смотрел, насколько уверенно модель отличает одну половину от другой. Мера называется ROC AUC, и для понимания достаточно двух точек: 0,5 — подброшенная монетка, 1,0 — ясновидение.

Сами слова дают 0,64, запах на рецепторах — 0,66. Настоящий мозг в первом опыте выдает от 0,55 до 0,61, соперники — от 0,56 до 0,65. Во втором опыте все мозги держатся между 0,55 и 0,58 при носе 0,57. Картина та же, что с хабами: муха что-то чует, но ровно то, что уже лежало в запахе, и обычно хуже простого подсчета слов.

Предсказание успеха статьи внутри хаба. Ось начинается с 0,45, иначе различия не видно.
Предсказание успеха статьи внутри хаба. Ось начинается с 0,45, иначе различия не видно.

На этом месте я чуть не обманул сам себя. Общая активность нисходящих нейронов растет вместе с рейтингом (коэффициент корреляции Спирмена 0,13), и очень хочется написать, что у мухи есть вкус (как бы смешно это ни звучало). Только длина текста сама по себе дает AUC 0,55: в длинном лиде больше слов, значит, загорается больше рецепторов, а за ними и всего остального. Так что вкус у мухи примерно как у счетчика знаков.

Статьи, от которых хочется улететь

У дрозофилы есть пара знаменитых нисходящих нейронов DNp01, которых называют гигантским волокном. Они запускают рефлекс бегства: тень сверху, и муха уже в воздухе. Раз у меня записана реакция каждого нейрона на каждую статью, грех было не посмотреть, от каких статей муха сильнее всего хочет улететь.

Масштаб стоит оговорить сразу: гигантское волокно на статьи почти не реагирует, его активность около 0,0001, и разница между хабами начинается в четвертом знаке после запятой. Поэтому дальше идет рубрика «развлечения».

Самой пугающей для мухи оказалась статья о том, как автор добавил установку APK в Braille eMotion., Сследом идут история о том, как гаражная разработка шведских любителей обошла стартап Бэббиджа, и бесшовный переезд двадцатилетнего монолита с Perl на Nuxt. Самыми успокаивающими вышли «Как AI меняет фарму: опыт „АстраЗенека“ в России и в мире», «Галлюцинации нейросетей. Как это устроено, откуда берется и как с этим бороться» и статья про слепое пятно безопасности ИИ. Нейросети муху умиротворяют, а двадцатилетний монолит на Perl заставляет искать выход.

Глаз-алмаз, а точнее, 1 400 алмазов

Под конец мне стало жалко муху: я заставил ее виртуальное воплощение нюхать текст, хотя у нее прекрасные глаза, на которые приходится больше половины всех нейронов мозга. Поэтому последний опыт без всякой статистики. Я сделал скриншот главной страницы и показал его мухе через фасеточный глаз.

Экран разбивается на шестиугольные фасетки, примерно по 700 на глаз, как у настоящей дрозофилы, и яркость каждой фасетки уходит на фоторецепторы, которых в коннектоме почти 8 000. Самая хитрая часть была в том, чтобы нарисовать, что видит нейрон где-то в глубине мозга: для этого надо знать, куда в поле зрения он смотрит.

Для фоторецепторов это понятно из того, где они лежат. Для всех остальных я не задавал ничего и воспользовался простым правилом: нейрон смотрит туда же, куда в среднем смотрят нейроны, которые к нему подключены. Слой за слоем так получили свое место 86 000 нейронов, и вся карта поля зрения на картинке ниже выросла из одной только схемы проводки.

С фоторецепторами пришлось кое-что поправить. В данных про каждый нейрон записано, какое вещество он выделяет, и это вещество угадывала по снимкам нейросеть. Гистамин она различать не умеет, поэтому фоторецепторам приписан ацетилхолин, и по данным выходит, что они возбуждают следующие нейроны. У живой мухи фоторецепторы выделяют именно гистамин и тормозят следующий слой, так что знак я поставил по биологии. На картинке показано, насколько каждый нейрон горит сильнее или слабее, чем при ровном сером экране.

Главная Хабра глазами мухи: экран, фасетки, фоторецепторы и следующие слои зрительной системы. Оранжевый — нейрон горит сильнее, чем на сером экране, синий — слабее.
Главная Хабра глазами мухи: экран, фасетки, фоторецепторы и следующие слои зрительной системы. Оранжевый — нейрон горит сильнее, чем на сером экране, синий — слабее.

На фоторецепторах страница узнается сразу, особенно светлое окно DOS Navigator из дайджеста и фотография ретро-консолей внизу. В следующем слое, ламине (нейроны L1 и L2), картинка переворачивается в негатив, и окно DOS Navigator из яркого становится синим. Так у настоящей мухи и устроено, тормозящий гистамин делает именно это.

Дальше, в медулле, картинка начинает расплываться, а в нейронах Tm3 и детекторах движения T4 от страницы остаются крупные пятна. Детекторам движения на неподвижном скриншоте делать нечего, и они почти не шевелятся. Куда смотрит каждый глаз и как повернута картинка, я задавал сам, поэтому картинку стоит считать просто иллюстрацией.

Кстати, КДПВ — это своеобразный привет FLYTOK. Мозга внутри у нее нет никакого, ни настоящего, ни перемешанного, что не мешает ей листать Хабр бодрее меня.

А в сентябре Janelia и Google выложили полный коннектом самца вместе с нервной цепочкой, которая управляет лапками, там больше 166 000 нейронов. Самке Хабр оказался не по зубам, так что следующим в планах на чтение стоит самец.

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  • 04.08.26 11:05 Kisnoles

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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