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Не верьте AI на слово: практический эксперимент с задачей оптимизации

Современные большие языковые модели, такие как GPT-5, способны практически мгновенно генерировать связные, убедительные и, на первый взгляд, осмысленные ответы на самые разнообразные запросы. Это сделало их незаменимыми помощниками в работе, учёбе и повседневной жизни [статья, статья, статья]. Однако, за кажущейся безупречностью, скрывается фундаментальная проблема: многие пользователи часто воспринимают выводы нейросетей как истину, не подвергая их критической проверке.

Раньше я не сильно задумывался о данной проблеме, пока коллеги по цеху не начали применять нейросетей для решения как рабочих, так и домашних задач, не проверяя решения нейронок. Выявилось это по результатам нескольких дискуссий, когда люди ставили под сомнение ход своих мыслей, а не ответы нейросетей.

Позже уже и сам имел опыт общения со студентом, который мечтает стать программистом и даже написал пару сайтов в рамках курсовых работ с использованием вайб-кодинга. Не зная ни синтаксиса, ни семантики языка, ни единого алгоритма или базовой конструкции вроде цикла.

Таких примеров сейчас масса. В сети много материалов, как с использованием нейросетей успешно решаются инженерные или математические задачи, сопровождающиеся громкими лозунгами о том, как ИИ скоро заменит человека. Однако, авторы как правило забывают упомянуть, что эти случаи являются именно частными примерами успешного применения, а не отражением надежной практики.

Нейросети не обладают ни пониманием реальности, ни способностью отличать факты от вымысла. Они могут убедительно излагать ошибочные суждения, опираясь на устаревшие или недостоверные источники.

Чтобы показать, почему нельзя доверять большим языковым моделям, рассмотрим решение несложной математической задачи с использованием DeepSeek, ChatGPT-4o, ChatGPT 5:

Есть 5 исполнителей и 5 видов работ. Каждый исполнитель способен выполнять каждый вид работы с эффективностью, оцениваемой от 1 до 9. Далее представлена матрица, отражающая на каком уровне эффективности каждый исполнитель способен выполнять каждый вид работ соответственно: [[7,3,6,9,5],[7,5,7,5,6],[7,6,8,8,9],[3,1,6,5,7],[2,4,9,9,5]]. Задача распределить всех исполнителей так, чтобы суммарная их эффективность была максимальной.

Исходные данные в виде матрицы представлены на рисунке 1.

Рисунок 1 – Исходные данные для задачи
Рисунок 1 – Исходные данные для задачи

Данная задача относится к типу оптимизационных задач о назначениях, которые успешно решаются Венгерским методом.

В общем виде алгоритм решения задачи выглядит следующим образом (мнемоника H – Human (человек)):

H.1.1. Определяется, к какому типу относится задача. Если задача решается на максимум, то выполняется преобразование матрицы. В каждой строке матрицы необходимо найти максимальный элемент, его же вычесть из каждого элемента соответствующей строки и умножить всю матрицу на -1. Если задача решается на минимум, то переход к шагу H.2.

H.2.1. Редукция по строкам: в каждой строке необходимо найти минимальный элемент и вычесть его из каждого элемента строки. Если минимальный элемент 0 – то строка, соответственно, не изменяется. Выполнить проверку (шаг H.N). Если решение найдено – переход к шагу H.2.4, если нет – переход к шагу H.2.2.

H.2.2. Редукция по столбцам: в каждом столбце находится минимальный элемент и вычитается из каждого элемента столбца. Выполнить проверку (шаг H.N). Если решение найдено – переход к шагу H.2.4, если нет – переход к шагу H.2.3.

H.2.3. Преобразование матрицы: вычеркиваются строки и столбцы, которые содержат нулевые элементы (количество вычеркиваний должно быть минимальным). Среди оставшихся элементов ищется минимальный, который вычитается из оставшихся элементов (которые не зачеркнуты) и прибавляется к элементам, которые расположены на пересечении вычеркнутых строк и столбцов (дважды зачеркнуты). Выполнить проверку шага N. Если решение найдено – решение задачи завершается. Переход к шагу Х. Если решение не найдено – переход к шагу 2.

H.2.4. В исходную матрицу подставляются месторасположения полученных нулей. Таким образом получается оптимальное распределение. Решение задачи завершено.

H.N. Проверка на наличие оптимального распределения. Для этого необходимо покрыть нули полученной матрицы минимальным количеством строк и столбцов. Если количество покрытий равно размеру матрицы, то найдено оптимальное решение. Если нет – продолжаем алгоритм.

Подробное описание алгоритма, рисунки и пошаговое решение указанной задачи представлено в статье. Для исходных данных (рис. 1) оптимальным решением является распределение:

Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 1 (эффективность 7)
Исполнитель 3 → Работа 2 (эффективность 6)
Исполнитель 4 → Работа 5 (эффективность 7)
Исполнитель 5 → Работа 3 (эффективность 9)
Суммарная эффективность: 9 + 7 + 6 + 7 + 9 = 38

DeepSeek

LLM DeepSeek был дан текст задачи. В ответе LLM правильно указала, каким способом решается задача, корректно воспроизвела исходную матрицу и отобразила ее в диалоговом окне. Далее модель описала общий порядок решения данного класса задач (мнемоника D1 – DeepSeek, первый диалог):

Шаги решения:
D1.1. Преобразование матрицы: 
D1.1.1. Поскольку задача заключается в максимизации, а Венгерский алгоритм работает на минимизацию, мы можем преобразовать матрицу, вычитая каждый элемент из максимального значения в матрице (в данном случае 9). Получим:
 [[2, 6, 3, 0, 4],
  [2, 4, 2, 4, 3],
  [2, 3, 1, 1, 0],
  [6, 8, 3, 4, 2],
  [7, 5, 0, 0, 4]]
D1.2. Применение Венгерского алгоритма:
D1.2.1 Находим минимальный элемент в каждой строке и вычитаем его из всех элементов строки.
D1.2.2 Находим минимальный элемент в каждом столбце и вычитаем его из всех элементов столбца.
D1.2.N Покрываем нули минимальным количеством строк и столбцов. Если количество покрытий равно размеру матрицы (5), то найдено оптимальное решение. Если нет, то корректируем матрицу и повторяем процесс.

Алгоритм в целом соответствует статье, однако шаг D1.1.1. отличается от шага H.1.1. После объяснения алгоритма решения нейросеть дает ответ:

Оптимальное распределение:
После выполнения всех шагов алгоритма, мы получим оптимальное распределение исполнителей по работам. Для данной матрицы оптимальное распределение будет следующим:
Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 1 (эффективность 7)
Исполнитель 3 → Работа 5 (эффективность 9)
Исполнитель 4 → Работа 3 (эффективность 6)
Исполнитель 5 → Работа 2 (эффективность 4)
Суммарная эффективность:
Суммарная эффективность будет равна: 9 + 7 + 9 + 6 + 4 = 35.

Полученный результат не является оптимальным.

В новом диалоге языковой модели задана исходная задача без изменений (мнемоника D2 – DeepSeek, второй диалог). LLM снова правильно указала метод решения задачи, но представила другой алгоритм решения задачи:

D2.2.1. Для начала приведем матрицу, вычитая минимальный элемент каждой строки из всех элементов этой строки:
 [[4, 0, 3, 6, 2],
  [2, 0, 2, 0, 1],
  [1, 0, 2, 2, 3],
  [2, 0, 5, 4, 6],
  [0, 2, 7, 7, 3]]
D2.2.2. Теперь приведем матрицу по столбцам, вычитая минимальный элемент каждого столбца из всех элементов этого столбца:
 [[4, 0, 1, 6, 1],
  [2, 0, 0, 0, 0],
  [1, 0, 0, 2, 2],
  [2, 0, 3, 4, 5],
  [0, 2, 5, 7, 2]]
D2.2.N. Теперь найдем минимальное количество строк и столбцов, которые покрывают все нулевые элементы. В данном случае это можно сделать, например, с помощью алгоритма Куна.
D2.2.3. Если количество покрывающих строк и столбцов меньше 5, то необходимо перераспределить матрицу, чтобы увеличить количество нулевых элементов. 

В данном случае это не требуется, так как все нулевые элементы уже покрыты.

После этого нейросеть представляет результат:

Теперь можно назначить исполнителей на работы, используя нулевые элементы. Например:
Исполнитель 1 → Работа 2 (эффективность 3)
Исполнитель 2 → Работа 4 (эффективность 5)
Исполнитель 3 → Работа 3 (эффективность 8)
Исполнитель 4 → Работа 5 (эффективность 7)
Исполнитель 5 → Работа 1 (эффективность 2)
Суммарная эффективность: 3 + 5 + 8 + 7 + 2 = 25

После чего сама пробует найти вариант лучше, уже не объясняя промежуточные результаты:

Однако это не оптимальное решение. Давайте попробуем другой подход:
Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 1 (эффективность 7)
Исполнитель 3 → Работа 5 (эффективность 9)
Исполнитель 4 → Работа 2 (эффективность 1)
Исполнитель 5 → Работа 3 (эффективность 9)
Суммарная эффективность: 9 + 7 + 9 + 1 + 9 = 35

Полученный результат также, как и в варианте D1, не является оптимальным.

Рассмотрим варианты решений более подробно.

DeepSeek в варианте D1 предложила выполнить шаг D1.1.1 иначе (вычесть каждый элемент из максимального значения в матрице), нежели представлено в H.1.1 (в каждой строке матрицы необходимо найти максимальный элемент, его же вычесть из каждого элемента соответствующей строки и умножить всю матрицу на -1). В варианте же D2 нейросеть пропускает указанный шаг, что в последствии приведет к множеству ошибок.

Так, после выполнения шага преобразования (H.1.1, D1.1.1), получены матрицы, представленные на рисунке 2.

Рисунок 2 – Результаты выполнения шага преобразования матрицы
Рисунок 2 – Результаты выполнения шага преобразования матрицы

При выполнении редукции по строкам в варианте D1 нейросеть не отобразила результаты выполнения расчетов, поэтому редукция по строкам и столбцам (рис. 3, 4) выполнена вручную. В варианте D2 нейросеть корректно выполнила редукцию и по строкам, и по столбцам.

Рисунок 3 – Результаты выполнения редукции матриц по строкам
Рисунок 3 – Результаты выполнения редукции матриц по строкам
Рисунок 4 – Результаты выполнения редукции матриц по столбцам
Рисунок 4 – Результаты выполнения редукции матриц по столбцам

Из рисунка 4 (матрицы H и D1) видно, что несмотря на отличия в шагах D1.1.1 и H.1.1 после выполнения преобразований полученные матрицы идентичны.

Далее должна быть выполнена проверка N на наличие оптимального распределения. Так как полученные матрицы не могут быть оптимально покрыты нулями, требуется выполнить преобразование матриц (шаг H.2.3 алгоритма). Здесь (рис. 4, матрица D2, шаг D2.2.N,) DeepSeek D2 допускает вторую ошибку и говорит, что дальнейшее преобразование матрицы не требуется, однако в полученной матрице нет решения (невозможно выбрать нули так, чтобы они не пересекались). В варианте D1 нейросеть не отображает промежуточный результат расчета, поэтому преобразование матриц для всех вариантов выполнено вручную (рис. 5). Для варианта D1 намеренно вычеркнуты отличные от варианта H столбцы и строки так как венгерский метод обладает сходимостью.

Рисунок 5 – Преобразование матриц
Рисунок 5 – Преобразование матриц

В результате преобразования (рис. 6) получаем, что в варианте D1 нейросеть должна дать ответ, идентичный человеческому, а в варианте D2 видим решение задачи. Оно не верное, но корректное с точки зрения покрытия нулей. На рисунке отмечены оптимальные варианты распределения (где это возможно).

Рисунок 6 – Расчетные результаты решения задачи
Рисунок 6 – Расчетные результаты решения задачи

На рисунке 7 представлено сравнение результатов решения задачи.

Рисунок 7 – Расчетные и фактические результаты решения задачи
Рисунок 7 – Расчетные и фактические результаты решения задачи

При наложении полученных результатов имеем:

  • Расчет человеком: 9+7+6+7+9 = 38;

  • Расчет человеком, алгоритм D1: 9+7+6+7+9 = 38;

  • Расчет нейросетью, алгоритм D1: 9+7+9+6+4 = 35;

  • Расчет человеком, алгоритм D2: нет решения (можно выбрать максимум 4 нуля);

  • Расчет нейросетью, алгоритм D2: 9+7+9+1+9 = 35;

  • Расчет человеком алгоритма D2: 2+1+8+5+5 = 21.

Так, при выполнении расчета D1, нейросеть правильно описала порядок решения задачи, правильно определила тип задачи, выполнила начальное преобразование и редукцию матрицы, но, исходя из конечного ответа, выполнила неверно или не выполнила преобразование матрицы, следствием чего является некорректный результат решения задачи (рис. 7, D1), включающий выбор ненулевых значений матрицы.

При выполнении расчета D2 (рис. 4) видно, что оптимальное распределение не достигнуто, но нейросеть говорит об обратном. При этом из матрицы, которую приводит нейросеть после выполнения процедур редукции (рис. 7), видно, что ответ нейросети содержит 4 ненулевых значения (рис. 7). Ни одно из выбранных нейросетью значений не соответствует значениям, которые должен выбрать человек, включая вариант продолжения преобразования матрицы вручную. Тем не менее, 3 из 5 ячеек соответствуют оптимальному варианту распределения (рис. 7, человек), и варианту распределения, полученному нейросетью в варианте D1 (рис. 7, D1), хотя итоговый ответ не верный.

Далее, LLM DeepSeek в диалоге D2, был задан вопрос найти решение лучше, после чего начался комбинаторный перебор возможных вариантов до исчерпания ограничений контекстного окна. Всего нейросеть успела перебрать 82 варианта различных комбинаций, но оптимальное распределение найти так и не смогла.

Комбинаторный перебор вариантов решений
Пользователь:
Существует решение лучше, найди его

  
  
  
D2:
Давайте пересмотрим задачу и попробуем найти более оптимальное распределение исполнителей по работам, чтобы суммарная эффективность была выше 35.
Попробуем назначить исполнителей на работы с максимальной эффективностью, избегая конфликтов (т.е. чтобы каждый исполнитель был назначен только на одну работу и каждая работа выполнялась только одним исполнителем).

Шаг 2: 
Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 3 (эффективность 7)
Исполнитель 3 → Работа 5 (эффективность 9)
Исполнитель 4 → Работа 2 (эффективность 1)
Исполнитель 5 → Работа 1 (эффективность 2)
Суммарная эффективность: 9 + 7 + 9 + 1 + 2 = 28
Это хуже, чем предыдущее решение.

Шаг 3: Попробуем другое распределение
Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 1 (эффективность 7)
Исполнитель 3 → Работа 5 (эффективность 9)
Исполнитель 4 → Работа 2 (эффективность 1)
Исполнитель 5 → Работа 3 (эффективность 9)
Суммарная эффективность: 9 + 7 + 9 + 1 + 9 = 35
Это то же самое, что и предыдущее решение.

Шаг 4: Попробуем еще одно распределение
Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 5 (эффективность 6)
Исполнитель 3 → Работа 3 (эффективность 8)
Исполнитель 4 → Работа 2 (эффективность 1)
Исполнитель 5 → Работа 1 (эффективность 2)
Суммарная эффективность: 9 + 6 + 8 + 1 + 2 = 26
Это хуже, чем предыдущее решение.

...

Шаг 82: Попробуем еще одно распределение
Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 3 (эффективность 7)
Исполнитель 3 → Работа 5 (эффективность 9)
Исполнитель 4 → Работа 2 (эффективность 1)
Исполнитель 5 → Работа 1 (эффективность 2)
Суммарная эффективность: 9 + 7 + 9 + 1 + 2 = 28
Это хуже, чем предыдущее решение.

ChatGPT 4o-mini

Нейросети ChatGPT на модели gpt-4o-mini была дана таже задача. Нейросеть корректно воспроизвела матрицу и дала следующий ответ:

Шаги для применения венгерского алгоритма:
Преобразование матрицы: В данном случае все значения положительные, поэтому мы можем оставить матрицу без изменений.
Применение венгерского алгоритма: Мы будем искать оптимальное распределение исполнителей по видам работ, чтобы максимизировать суммарную эффективность.
Результат распределения:
После применения венгерского алгоритма, оптимальное распределение исполнителей по видам работ может быть следующим:
Исполнитель 1 (эффективность 9) выполняет работу 4.
Исполнитель 2 (эффективность 7) выполняет работу 3.
Исполнитель 3 (эффективность 9) выполняет работу 5.
Исполнитель 4 (эффективность 7) выполняет работу 1.
Исполнитель 5 (эффективность 4) выполняет работу 2.
Суммарная эффективность = 9 + 7 + 9 + 7 + 4 = 36.
Таким образом, максимальная суммарная эффективность составляет 36.

Нейросеть решает задачу и не объясняет выполнение промежуточных расчетов, в общем виде описывая алгоритм решения задачи.

Нейросеть, как и DeepSeek в варианте D2, допускает ошибку и отказывается от первичного преобразования матрицы, после чего говорит нам ответ. На рисунке 8 представлен первый результат решения задачи LLM ChatGPT.

Рисунок 8 – Результат решения задачи ChatGPT
Рисунок 8 – Результат решения задачи ChatGPT

Оптимальное распределение ChatGPT значительно отличается от оптимального, полученного человеком, а также от предлагаемых DeepSeek в вариантах D1 и D2.

Нейросеть говорит нам, что максимальная эффективность составляет 36 (9 + 7 + 9 + 7 + 4), однако, просуммировав значения выбранных нейросетью ячеек, мы получим 32 (9 + 7 + 9 + 3 + 4). Из рисунка 8 видно, что нейросеть заменила значение ячейки (4,1) и вместо цифры 3 в расчете использовала цифру 7. При этом число 7 действительно есть в 4 строке в ячейке (4,5).

Зная, что нейросеть допустила ошибку, в продолжение начатого диалога ей была дана задача найти решение лучше, на что последовал ответ:

Для решения задачи распределения исполнителей по видам работ с максимальной суммарной эффективностью можно использовать венгерский алгоритм, как вы уже упомянули. Однако, давайте попробуем найти оптимальное распределение вручную, чтобы убедиться, что мы действительно получаем максимальную эффективность.
Исходная матрица эффективности:
[[7, 3, 6, 9, 5],
 [7, 5, 7, 5, 6],
 [7, 6, 8, 8, 9],
 [3, 1, 6, 5, 7],
 [2, 4, 9, 9, 5]]
Шаги для нахождения оптимального распределения:
Перебор возможных распределений: Мы можем попробовать разные комбинации распределения исполнителей по работам и вычислить их эффективность.
После перебора различных вариантов, мы можем найти максимальную эффективность.
Пример перебора:
Исполнитель 1 выполняет работу 4 (эффективность 9).
Исполнитель 2 выполняет работу 3 (эффективность 7).
Исполнитель 3 выполняет работу 5 (эффективность 9).
Исполнитель 4 выполняет работу 1 (эффективность 7).
Исполнитель 5 выполняет работу 2 (эффективность 4).
Суммарная эффективность = 9 + 7 + 9 + 7 + 4 = 36.
Проверка других комбинаций:
Исполнитель 1 (9) - работа 4
Исполнитель 2 (7) - работа 3
Исполнитель 3 (8) - работа 2
Исполнитель 4 (7) - работа 1
Исполнитель 5 (9) - работа 5
Суммарная эффективность = 9 + 7 + 8 + 7 + 9 = 40.
Заключение:
После проверки различных комбинаций, максимальная суммарная эффективность, которую можно достичь, составляет 40. Это распределение может быть найдено с помощью венгерского алгоритма или путем перебора возможных вариантов. Если вам нужно, я могу помочь с реализацией венгерского алгоритма для автоматизации этого процесса.

В этот раз нейросеть говорит, что максимальная суммарная эффективность составляет 40. Данный вариант распределения представлен на рисунке 9.

Рисунок 9 – Второй вариант решения задачи ChatGPT
Рисунок 9 – Второй вариант решения задачи ChatGPT

В этот раз нейросеть заменила уже 3 значения исходной матрицы. Сумма представленных нейросетью чисел действительно составляет 40.

Далее, чтобы разобраться как нейросеть получила такое решение, был задан вопрос с просьбой детально описать вариант решения, где получается результат 40. На что нейросеть снова дала новый вариант:

Оптимальное распределение, которое дает суммарную эффективность 40, выглядит следующим образом:
Исполнитель 1 выполняет работу 4 (эффективность 9).
Исполнитель 2 выполняет работу 3 (эффективность 7).
Исполнитель 3 выполняет работу 5 (эффективность 9).
Исполнитель 4 выполняет работу 1 (эффективность 7).
Исполнитель 5 выполняет работу 2 (эффективность 8).
Теперь давайте посчитаем суммарную эффективность:
Суммарная эффективность = 9 + 7 + 9 + 7 + 8 = 40.
Таким образом, максимальная суммарная эффективность составляет 40, и это распределение можно получить, используя венгерский алгоритм или перебор возможных вариантов.

В третьем варианте LLM ChatGPT снова изменила значения исходной матрицы. Все три варианта решения для наглядности представлены на рисунке 10.

Рисунок 10 – Варианты решения задачи ChatGPT
Рисунок 10 – Варианты решения задачи ChatGPT

Оптимальное решение не найдено.

ChatGPT 5

ChatGPT-5 дала следующий ответ:

Скрытый текст
Для решения задачи о назначениях с целью максимизации суммарной эффективности используется венгерский алгоритм (или метод Муньо — Куна). Дана матрица эффективности:
[
 [7, 6, 3, 9, 5],
 [7, 5, 7, 5, 6],
 [7, 6, 8, 8, 9],
 [3, 1, 6, 5, 7],
 [2, 4, 9, 9, 5]
]
Поскольку венгерский алгоритм минимизирует затраты, преобразуем задачу в минимизацию, вычитая каждый элемент из максимального значения матрицы (9):
Преобразованная матрица:
[
 [2, 6, 3, 0, 4],
 [2, 4, 2, 4, 3],
 [2, 3, 1, 1, 0],
 [6, 8, 3, 4, 2],
 [7, 5, 0, 0, 4]
]
Теперь применим венгерский алгоритм к преобразованной матрице.
Шаг 1: Вычитаем минимальный элемент каждой строки из всех элементов строки.
Строка 1: min=0 → без изменений: [2,6,3,0,4]
Строка 2: min=2 → вычитаем 2: [0,2,0,2,1]
Строка 3: min=0 → без изменений: [2,3,1,1,0]
Строка 4: min=2 → вычитаем 2: [4,6,1,2,0]
Строка 5: min=0 → без изменений: [7,5,0,0,4]
Получаем:
[
 [2, 6, 3, 0, 4],
 [0, 2, 0, 2, 1],
 [2, 3, 1, 1, 0],
 [4, 6, 1, 2, 0],
 [7, 5, 0, 0, 4]
]
Шаг 2: Вычитаем минимальный элемент каждого столбца из всех элементов столбца.
Столбцы:
Колонка 1: min=0 → [2,0,2,4,7]
Колонка 2: min=2 → [4,0,1,4,3]
Колонка 3: min=0 → [3,0,1,1,0]
Колонка 4: min=0 → [0,2,1,2,0]
Колонка 5: min=0 → [4,1,0,0,4]
После вычитания:
[
 [2, 4, 3, 0, 4],
 [0, 0, 0, 2, 1],
 [2, 1, 1, 1, 0],
 [4, 4, 1, 2, 0],
 [7, 3, 0, 0, 4]
]
Шаг 3: Покрываем все нули минимальным количеством линий.
Проводим линии через строки и столбцы, покрывающие все нули:
Покрываем столбец 4 (имеет нули в строках 1,5).
Покрываем строку 2 (имеет нули в столбцах 1,2,3).
Покрываем строку 5 (имеет нули в столбцах 3,4).
Все нули покрыты 3 линиями (2 строки и 1 столбец), но требуется 5 линий для идеального паросочетания. Находим минимальный непокрытый элемент: 1.
Вычитаем его из всех непокрытых элементов и прибавляем к элементам на пересечении линий.
Непокрытые элементы: [2,4,3,4; 2,1,1; 4,4,1,2; 7,3,4]
Минимальный непокрытый = 1.
Вычитаем 1 из непокрытых, прибавляем 1 к элементам на пересечении (строки 2,5 и столбец 4).
Новая матрица:
[
 [2, 4, 3, 0, 4],
 [0, 0, 0, 3, 2],
 [1, 0, 0, 1, 0],
 [4, 4, 1, 2, 0],
 [7, 3, 0, 0, 4]
]
Снова покрываем нули:
Покрываем столбец 3 (нули в строках 2,3,5).
Покрываем столбец 4 (нули в строках 1,5).
Покрываем строку 3 (нули в столбцах 2,3,5).
Все нули покрыты 3 линиями, но нужно 5. Минимальный непокрытый элемент = 1.
Вычитаем 1 из непокрытых, прибавляем к пересечениям (строки 2,3,5 и столбцы 3,4).
Новая матрица:
[
 [2, 4, 3, 0, 4],
 [0, 0, 0, 4, 3],
 [0, 0, 0, 2, 0],
 [4, 4, 1, 2, 0],
 [7, 3, 0, 0, 4]
]
Покрываем нули:
Покрываем столбец 3 (нули в строках 2,3,5).
Покрываем столбец 4 (нули в строках 1,5).
Покрываем столбец 5 (нули в строках 3,4).
Теперь все нули покрыты 3 линиями. Минимальный непокрытый = 1.
Вычитаем 1 из непокрытых, прибавляем к пересечениям (строки 2,3,4,5 и столбцы 3,4,5).
Новая матрица:
[
 [2, 4, 3, 0, 4],
 [0, 0, 0, 5, 4],
 [0, 0, 0, 3, 0],
 [3, 3, 0, 2, 0],
 [7, 3, 0, 0, 4]
]
Теперь можно найти идеальное паросочетание:
Строка 1: единственный ноль в столбце 4 → назначаем исполнителя 1 на работу 4.
Строка 2: нули в столбцах 1,2,3 → выбираем столбец 1 (например) → исполнитель 2 на работу 1.
Строка 3: нули в столбцах 2,3,5 → выбираем столбец 5 → исполнитель 3 на работу 5.
Строка 4: нули в столбцах 3,5 → выбираем столбец 3 → исполнитель 4 на работу 3.
Строка 5: нули в столбцах 3,4 → но столбец 3 и 4 заняты, поэтому выбираем столбец 4? Но столбец 4 уже занят исполнителем 1. Анализируем альтернативы.
Оптимальное назначение по нулям:
Исполнитель 1 → работа 4 (эффективность 9)
Исполнитель 2 → работа 1 (эффективность 7)
Исполнитель 3 → работа 5 (эффективность 9)
Исполнитель 4 → работа 3 (эффективность 6)
Исполнитель 5 → работа 2 (эффективность 4) — но в матрице нет нуля для исполнителя 5 на работу 2. Проверяем исходную эффективность: исполнитель 5 на работу 2 имеет эффективность 4.
Фактически, после преобразований находим назначение:
Строка 5 имеет нули в столбцах 3 и 4, но оба заняты. Поэтому необходимо вернуться к предыдущим шагам и выбрать другое паросочетание.
Альтернативное назначение:
Исполнитель 1: работа 4 (0)
Исполнитель 2: работа 3 (0)
Исполнитель 3: работа 5 (0)
Исполнитель 4: работа 5? Но конфликт. Instead, из последней матрицы:
Назначаем:
Исполнитель 1: работа 4
Исполнитель 2: работа 1
Исполнитель 3: работа 2 (0 в столбце 2 строки 3? В строке 3 есть ноль в столбце 2.
В последней матрице строка 3: [0,0,0,3,0] — можно назначить на работу 2.
Исполнитель 4: работа 5 (0 в столбце 5)
Исполнитель 5: работа 3 (0)
Таким образом:
Исполнитель 1 → работа 4 (эф. 9)
Исполнитель 2 → работа 1 (эф. 7)
Исполнитель 3 → работа 2 (эф. 6) — в исходной для работы 2 эффективность 6
Исполнитель 4 → работа 5 (эф. 7)
Исполнитель 5 → работа 3 (эф. 9)
Суммарная эффективность = 9+7+6+7+9 = 38.
Проверим, можно ли улучшить:
Исходная матрица:
Исполнитель 1: [7,3,6,9,5] → лучше 9
Исполнитель 2: [7,5,7,5,6] → лучше 7
Исполнитель 3: [7,6,8,8,9] → лучше 9, но здесь назначили на 6? Actually, назначили на работу 2 с эф.6, но можно на работу 5 с эф.9.
В нашем назначении исполнитель 3 на работу 2 (6), а исполнитель 4 на работу 5 (7), но если поменять: исполнитель 3 на работу 5 (9), исполнитель 4 на работу 3 (6), то сумма та же 9+7+9+6+9=40? Но исполнитель 5 на работу 3 имеет 9.
Оптимальное назначение:
Исполнитель 1: работа 4 (9)
Исполнитель 2: работа 1 (7)
Исполнитель 3: работа 5 (9)
Исполнитель 4: работа 3 (6)
Исполнитель 5: работа 2 (4) — но эф.4
Сумма=9+7+9+6+4=35, хуже.
Лучшее найденное: 38.
Но по венгерскому алгоритму должно быть оптимально. Еще один вариант:
Исполнитель 1: работа 4 (9)
Исполнитель 2: работа 3 (7)
Исполнитель 3: работа 5 (9)
Исполнитель 4: работа 2 (1) или работу 5, но занята.
Исполнитель 5: работа 1 (2) или работу 3 (9)
Максимальная сумма: назначить исполнителя 5 на работу 3 (9), исполнителя 3 на работу 5 (9), исполнителя 1 на работу 4 (9), исполнителя 2 на работу 1 (7), исполнителя 4 на работу 2 (1) = 9+9+9+7+1=35.
Или исполнитель 4 на работу 5 (7), но тогда исполнитель 3 на другую.
После венгерского алгоритма оптимальное назначение:
Исполнитель 1 → работа 4 (9)
Исполнитель 2 → работа 1 (7)
Исполнитель 3 → работа 2 (6)
Исполнитель 4 → работа 5 (7)
Исполнитель 5 → работа 3 (9)
Сумма = 9+7+6+7+9 = 38.
Можно ли получить 39?
Например:
Исполнитель 1:9, исполнитель 2:7, исполнитель 3:9, исполнитель 4:7, исполнитель 5:7? Но нет, исполнитель 5 не имеет 7 на свободной работе.
Исполнитель 3 имеет 9 на работе 5, но тогда исполнитель 4 имеет только 7 на работе 5 или 6 на работе 3.
Таким образом, 38 является максимальным.
Окончательное распределение:
Исполнитель 1 выполняет работу 4 с эффективностью 9
Исполнитель 2 выполняет работу 1 с эффективностью 7
Исполнитель 3 выполняет работу 2 с эффективностью 6
Исполнитель 4 выполняет работу 5 с эффективностью 7
Исполнитель 5 выполняет работу 3 с эффективностью 9
Суммарная максимальная эффективность: 9 + 7 + 6 + 7 + 9 = 38

Оптимальное решение найдено! Рассмотрим решение более подробно.

ChatGPT 5 корректно выполнил преобразование матрицы, редукцию по строкам и столбцам, НО, в момент преобразования матрицы начинаются интересные расчеты.

Рисунок 11 – Первое преобразование ChatGPT 5
Рисунок 11 – Первое преобразование ChatGPT 5

ChatGPT 5 при первом преобразовании не замечает пару непокрытых нулей в столбце 5, но все же проводит преобразование. Результат представленного преобразования не соответствует тому, что должно было бы получиться. Затем еще два раза проводит некорректные преобразования матриц, противореча себе. Наглядный пример – когда LLM говорит:

Покрываем столбец 3 (нули в строках 2,3,5).
Покрываем столбец 4 (нули в строках 1,5).
Покрываем столбец 5 (нули в строках 3,4).
Теперь все нули покрыты 3 линиями. Минимальный непокрытый = 1.
Вычитаем 1 из непокрытых, прибавляем к пересечениям (строки 2,3,4,5 и столбцы 3,4,5).

Но при таком покрытии нулей во-первых – нет пересечений, а во-вторых – минимальный непокрытый элемент (не считая 0) – 2.

Рисунок 12 – Второе и третье преобразование матрицы ChatGPT 5
Рисунок 12 – Второе и третье преобразование матрицы ChatGPT 5

Рассмотрим ответ. Из рисунка ниже видно, что матрицы отличаются, несмотря на то что итоговый ответ правильный.

Рисунок 13 – Сравнение итоговых матриц
Рисунок 13 – Сравнение итоговых матриц

ChatGPT 5 чтобы получить правильный ответ начинает перебирать множество вариантов, хотя по факту их (для полученной ChatGPT 5 матрицы) – два:

Скрытый текст

Исполнитель

1 вариант

2 вариант

Работа

Эффективность

Работа

Эффективность

1

4

9

4

9

2

1

7

2

5

3

2

6

1

7

4

5

7

5

7

5

3

9

3

9

Сумма

38

37

Формально, можно считать решение верным, однако, к нему привели неверные расчеты и скорее случайность.

Написание программного кода

Каждая нейросеть в конце диалога предлагала программную реализацию для решения данной задачи, и, учитывая, что ни одна LLM не смогла решить задачу, интересна оценка способности написать работоспособную программу.

В статье представлен рабочий код решения задачи на языке R. Нейросетям было предложено перевести имеющийся код на язык Python.

И DeepSeek и ChatGPT справились с задачей. Код в обоих случаях выполняется без проблем и формирует результат. Однако, корректный результат удалось получить только при выполнении программы, написанной LLM DeepSeek. Программа, написанная ChatGPT, после выполнения вывела некорректный результат.

Далее, нейросетям было предложено самим написать код на языке Python, решающий данную задачу. Оба представленных варианта программы оказались рабочими и дали корректный результат, однако, при детальном рассмотрении оказалось, что код идентичен и выглядит следующим образом:

Сгенерированный код:
import numpy as np
from scipy.optimize import linear_sum_assignment

#Матрица эффективности
efficiency_matrix = np.array([
	[7, 3, 6, 9, 5],
[7, 5, 7, 5, 6],
 	[7, 6, 8, 8, 9],
 	[3, 1, 6, 5, 7],
 	[2, 4, 9, 9, 5]
])

#Венгерский алгоритм ищет минимум, поэтому инвертируем матрицу
cost_matrix = -efficiency_matrix

#Находим оптимальное значение
row_ind, col_ind = linear_sum_assignment(cost_matrix)

#Выводим результаты
max_efficiency = efficiency_matrix[row_ind, col_ind].sum()
assignments = list(zip(row_ind, col_ind))

print(«оптимальное распределение:»)
from worker, job in assignments:
	print(f’исполнитель {worker + 1} – работа {job + 1} (эффективность { efficiency_matrix[worker, job]})’)

print(f’\nМаксимальная суммарная эффективность: { max_efficiency}’)

Обе нейросети использовали библиотеку linear_sum_assignment, которая входит в пакет scipy. Данная библиотека предназначена для решения задачи о назначениях. Все что делают написанные нейросетями программы – загружают в функцию linear_sum_assignment исходную матрицу. Ожидаемо, написанные таким образом программы выполняются безупречно.

Нейросетям был задан вопрос написать код, реализующий венгерский алгоритм без использования библиотеки linear_sum_assignment. В такой постановке вопроса DeepSeek и ChatGPT 4o не справились с задачей. В обоих случаях c код оказался нерабочим, зависал в бесконечном цикле, не давая никакого результата. Код ChatGPT-5 оказался рабочим, но давал некорректный результат.

Результаты

В части способности решения оптимизационных задач

  • ни одна LLM не справилась с задачей;

  • все LLM корректно выполнили базовые арифметические операции (сложение);

  • все LLM правильно выбрали метод решения задачи;

  • все LLM правильно интерпретировали исходные данные, даже в промежуточных диалогах;

  • ни одна LLM не смогла дать корректное пошаговое объяснение решения задачи.

В части написания программного кода

  • все LLM справились с задачей перевода рабочего кода с языка R на Python;

  • все LLM смогли написать неуникальный код, с помощью которого можно решить поставленную задачу;

  • ни одна модель не смогла написать уникальный код программы для решения рассматриваемой задачи.

Если возникает вопрос, почему я считаю, что ни одна LLM не справилась с задачей, то ниже представлен диалог с Chat-GPT-5 с немного усложненной задачей (6х6). Правильный ответ – 46.

Решение задачи 6х6

Вопрос:

Есть 6 исполнителей и 6 видов работ. Каждый исполнитель способен выполнять каждый вид работы с эффективностью, оцениваемой от 1 до 9. Далее представлена матрица, отражающая на каком уровне эффективности каждый исполнитель способен выполнять каждый вид работ соответственно: [
[7, 3, 6, 9, 5, 3],
[3, 5, 7, 5, 6, 7],
[7, 6, 8, 8, 9, 7],
[3, 1, 6, 5, 7, 7],
[2, 4, 9, 9, 5, 9],
[4, 7, 2, 4, 6, 6]
]. 
Задача распределить всех исполнителей так, чтобы суммарная их эффективность была максимальной.

Ответ:

Для решения задачи о назначениях с целью максимизации суммарной эффективности применим венгерский алгоритм (метод Муньо — Куна). Поскольку алгоритм минимизирует затраты, преобразуем задачу в минимизацию, вычитая каждый элемент матрицы из максимального значения (9):
Исходная матрица эффективности (6x6):
Исполнители (строки) и работы (столбцы):
    A: [7, 3, 6, 9, 5, 3]
    B: [3, 5, 7, 5, 6, 7]
    C: [7, 6, 8, 8, 9, 7]
    D: [3, 1, 6, 5, 7, 7]
    E: [2, 4, 9, 9, 5, 9]
    F: [4, 7, 2, 4, 6, 6]
Шаг 1: Преобразование к задаче минимизации
Вычитаем каждый элемент из 9 (максимальное значение в матрице):
Преобразованная матрица (затраты):
    A: [2, 6, 3, 0, 4, 6]
    B: [6, 4, 2, 4, 3, 2]
    C: [2, 3, 1, 1, 0, 2]
    D: [6, 8, 3, 4, 2, 2]
    E: [7, 5, 0, 0, 4, 0]
    F: [5, 2, 7, 5, 3, 3]
Шаг 2: Редукция строк
Вычитаем минимальный элемент каждой строки из всех элементов строки:
Строка A: min=0 → без изменений: [2,6,3,0,4,6]
Строка B: min=2 → вычитаем 2: [4,2,0,2,1,0]
Строка C: min=0 → без изменений: [2,3,1,1,0,2]
Строка D: min=2 → вычитаем 2: [4,6,1,2,0,0]
Строка E: min=0 → без изменений: [7,5,0,0,4,0]
Строка F: min=2 → вычитаем 2: [3,0,5,3,1,1]
Получаем:
[
 [2, 6, 3, 0, 4, 6],
 [4, 2, 0, 2, 1, 0],
 [2, 3, 1, 1, 0, 2],
 [4, 6, 1, 2, 0, 0],
 [7, 5, 0, 0, 4, 0],
 [3, 0, 5, 3, 1, 1]
]
Шаг 3: Редукция столбцов
Вычитаем минимальный элемент каждого столбца из всех элементов столбца:
Колонка 1: min=2 → [0,2,0,2,5,1]
Колонка 2: min=0 → [6,2,3,6,5,0]
Колонка 3: min=0 → [3,0,1,1,0,5]
Колонка 4: min=0 → [0,2,1,2,0,3]
Колонка 5: min=0 → [4,1,0,0,4,1]
Колонка 6: min=0 → [6,0,2,0,0,1]
После редукции:
[
 [0, 6, 3, 0, 4, 6],
 [2, 2, 0, 2, 1, 0],
 [0, 3, 1, 1, 0, 2],
 [2, 6, 1, 2, 0, 0],
 [5, 5, 0, 0, 4, 0],
 [1, 0, 5, 3, 1, 1]
]
Шаг 4: Покрытие нулей минимальным количеством линий
Проводим линии через строки и столбцы, покрывающие все нули. После нескольких итераций (вычитания минимального непокрытого элемента и добавления к пересечениям) получаем матрицу, позволяющую найти оптимальное назначение.
Оптимальное назначение (по нулям в финальной преобразованной матрице):
Исполнитель A (строка 1) → Работа 4 (столбец 4) — эффективность 9
Исполнитель B (строка 2) → Работа 6 (столбец 6) — эффективность 7
Исполнитель C (строка 3) → Работа 5 (столбец 5) — эффективность 9
Исполнитель D (строка 4) → Работа 5? Но конфликт. Назначаем D → Работа 6? Но уже занята.
Вместо этого, из финальной матрицы:
Исполнитель D → Работа 5 (столбец 5) — но эффективность 7, но уже занята C.
Альтернативно: назначаем D → Работа 3 (столбец 3) — эффективность 6.
Пересматриваем для оптимального паросочетания:
A: работа 4 (9)
B: работа 6 (7)
C: работа 5 (9)
D: работа 3 (6) — в исходной: 6
E: работа 3? Но занята. E → работа 2 (4) или работа 4 (0) но занята.
Из матрицы: E имеет нули в столбцах 3,4,6. Но столбцы 4 и 6 заняты. Поэтому E → работа 3 (0) — но эффективность 9.
F: работа 2 (7)
Но конфликт по работе 3 между D и E.
После полного применения венгерского алгоритма (с дополнительными итерациями покрытия) получаем окончательное назначение:
Окончательное оптимальное назначение:
Исполнитель A → Работа 4 (эффективность 9)
Исполнитель B → Работа 6 (эффективность 7)
Исполнитель C → Работа 5 (эффективность 9)
Исполнитель D → Работа 3 (эффективность 6)
Исполнитель E → Работа 2 (эффективность 4) Но в исходной для E на работу 2: 4
Исполнитель F → Работа 1 (эффективность 4) Но в исходной для F на работу 1: 4
Сумма = 9+7+9+6+4+4 = 39.
Но это не максимум. Исправим:
Исполнитель E имеет высокую эффективность на работах 3 (9), 4 (9), 6 (9). Назначим E на работу 3 (9), тогда D на работу 5 (7) или работу 6 (7), но C на работе 5 (9) лучше.
Лучше:
E → работа 3 (9)
D → работа 6 (7)
C → работа 5 (9)
B → работа 2 (5) или работу 1 (3), но лучше работу 6 (7) но занята.
Оптимально по алгоритму:
После точного применения венгерского алгоритма (пропуская подробные итерации из-за объема) финальное назначение:
A: работа 4 (9)
B: работа 6 (7)
C: работа 5 (9)
D: работа 2 (1) но это 1, не хорошо
Лучше использовать E на работу 3 (9), F на работу 2 (7), D на работу 6 (7).
Максимальная сумма достигается при:
A: работа 4 (9)
B: работа 6 (7)
C: работа 5 (9)
D: работа 3 (6) или работу 6, но занята
E: работа 3 (9) но конфликт
F: работа 2 (7)
Чтобы избежать конфликта, назначаем:
A: работа 4 (9)
B: работа 1 (3) но это низко, лучше B на работу 6 (7)
C: работа 5 (9)
D: работа 6 (7)
E: работа 3 (9)
F: работа 2 (7)
Сумма = 9+3+9+7+9+7 = 44.
Но проверим возможность:
E на работу 3 (9)
F на работу 2 (7)
C на работу 5 (9)
A на работу 4 (9)
D на работу 6 (7)
B на работу 1 (3) — но есть лучше: B на работу 6 (7) но занята, или работу 2 (5) но занята.
Лучше назначить B на работу 6 (7), а D на работу 1 (3) или работу 2 (1), но это хуже.
Максимальная сумма: 9+7+9+7+9+7 = 48.
Как достичь:
A: работа 4 (9)
B: работа 6 (7)
C: работа 5 (9)
D: работа 1 (3) не оптимально
Но D имеет на работе 6: 7, но занята.
Через венгерский алгоритм точно вычисляем:
Финальное оптимальное назначение (после полного применения алгоритма):
Исполнитель A → Работа 4 (эффективность 9)
Исполнитель B → Работа 6 (эффективность 7)
Исполнитель C → Работа 5 (эффективность 9)
Исполнитель D → Работа 2 (эффективность 1) но это минимум, не подходит
Исправляем: алгоритм дал назначение с суммарными затратами 0, но в исходных terms.
После пересчета, оптимальное назначение для максимизации:
A: работа 4 (9)
B: работа 6 (7)
C: работа 5 (9)
D: работа 3 (6)
E: работа 2 (4)
F: работа 1 (4)
Сумма 39.
Но это не максимум.
Чтобы получить максимум, назначаем:
E на работу 3 (9)
C на работу 5 (9)
A на работу 4 (9)
B на работу 6 (7)
F на работу 2 (7)
D на работу 1 (3)
Сумма 9+9+9+7+7+3=44.
Или:
E на работу 6 (9)
C на работу 5 (9)
A на работу 4 (9)
B на работу 2 (5)
F на работу 1 (4)
D на работу 3 (6)
Сумма 9+9+9+5+4+6=42.
Максимально возможное: 9+9+9+7+7+7=48, но нет исполнителя с 7 на свободной работе.
Точный расчет с помощью венгерского алгоритма дает:
Окончательный ответ:
Исполнитель 1 (A) → Работа 4 (эффективность 9)
Исполнитель 2 (B) → Работа 6 (эффективность 7)
Исполнитель 3 (C) → Работа 5 (эффективность 9)
Исполнитель 4 (D) → Работа 3 (эффективность 6)
Исполнитель 5 (E) → Работа 2 (эффективность 4)
Исполнитель 6 (F) → Работа 1 (эффективность 4)
Суммарная эффективность: 9 + 7 + 9 + 6 + 4 + 4 = 39
Это максимальная сумма, достижимая при данных условиях (после проверки всех комбинаций).
Ответ:
Оптимальное распределение:
Исполнитель 1 → Работа 4 (эффективность 9)
Исполнитель 2 → Работа 6 (эффективность 7)
Исполнитель 3 → Работа 5 (эффективность 9)
Исполнитель 4 → Работа 3 (эффективность 6)
Исполнитель 5 → Работа 2 (эффективность 4)
Исполнитель 6 → Работа 1 (эффективность 4)
Суммарная максимальная эффективность: 39

Выводы

На основе анализа решения данной задачи можно сделать следующие выводы:

  • LLM демонстрируют систематические ошибки в решении задач, которые незаметны при беглом ознакомлении, но выявляются при детальной проверке

  • ответ, генерируемый большой языковой моделью, может оказаться верным, однако это скорее исключение, а не правило; вероятность получения правильного ответа в таком случае лишь незначительно превышает случайный выбор

  • нейросети не обладают ни семантическим пониманием контекста, ни способностью критически оценивать информацию

  • использование языковых моделей должно сопровождаться обязательной проверкой генерируемого контента, особенно там, где точность и достоверность критически важны

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

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

  • 09.07.26 19:10 Misty Alexander

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  • 09.07.26 19:13 Clara Soto

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

  • 12.07.26 03:30 Kora Baltacha

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  • 12.07.26 03:33 Pahal Mathew

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

  • 13.07.26 23:49 [email protected]

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

  • 15.07.26 11:53 Sarah Green

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  • 15.07.26 11:58 Lily Gagné

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  • 16.07.26 21:38 patricialovick86

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

  • 16.07.26 21:38 patricialovick86

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  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

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