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Как идеи Аристотеля применяются в GenAI? Разбираем вопросы этики ИИ в образовании и создаем философский чат-бот

Учёные Лаборатории цифровой философии Санкт-Петербургского государственного университета на протяжении нескольких лет занимаются глубоким исследованием цифрового мира. Проект объединяет междисциплинарные исследования и занимается вопросами, которые задают философам представители цифровых технологий, статусом традиционных философских вопросов в сфере технологий и разработкой цифровых инструментов в изучении философии. Исследование генеративных нейронных сетей и их использование в педагогике вообще и в философии в частности – одна из сфер интересов учёных Лаборатории. Опыт применения этих сетей на семинарах показал ряд интересных особенностей использования GenAI (Generative Artificial Intelligence) в философии.

Об этике применения генеративных нейронных сетей в образовании, а также о философском чат-боте рассказывает координатор семинара «Лаборатория цифровой философии» Дмитрий Ярочкин.

Дмитрий Ярочкин

координатор семинара «Лаборатория цифровой философии» СПбГУ

GenAI дает возможность динамической адаптации к индивидуальности студента и переходе от образования, нацеленного только на результат, к тому, в котором также важен процесс достижения результата. ИИ может быть использован в образовании в целях изучения языка, помощи в написании текста, автоматической оценки, персонализации обучения, что делает вклад в доступность образования. Также ИИ может быть использован как культурный посредник между представителями разных культур, что может улучшить обстановку в группе обучающихся. Технология может помогать в проведении исследований, поддержке дискуссии в аудитории и совершенствовании навыков письма. Тем самым она развивает способность к критическому мышлению. Однако обостряется вопрос об академической честности в отношении использования технологии, потому что в некоторых аспектах даже опытному преподавателю трудно определить, была ли она использована.

Препятствия, которые осложняют использования GenAI в образовании, вызваны излишней опорой на технологию, и, как следствие, зависимостью от нее; ослаблением социального взаимодействия; проблемами неточности и искажения данных; плагиатом или скрытым плагиатом; проблемами с правами собственности; тем что человеку все-таки нужен человек, и он не может полноценно ограничиться роботом; отсутствием понимания контекста; этическими трудностями; тем что использование GenAI в образовании требует дорогостоящей инфраструктуры; и тем обстоятельством, что преподаватели и студенты должны отдельно обучаться использованию этих инструментов. Создание автоматических систем адаптации программы может привести к тому, что ученики будут восприниматься как часть нейросети, что некорректно. Наконец, нейросети обучены на корпусе текстов, который сам по себе ограничен и предвзят. Сильнее всего ограничены доменные знания, что особенно заметно в использовании нейросетей в философии.

Существенным плюсом является то, что GenAi, может позволить сосредоточиться преподавателю на более сложных навыках и доверить роботу рутинные проверки, например, грамматики и орфографии. GenAi способен улучшить коммуникацию; может быть использован для выработки новых подходов в образовании; может снабжать учеников ответами в реальном времени и помочь сделать школьное образование доступным.

Философия дает ответ на трудности, вызванные GenAI, быстрое развитие которого поставило человечество перед антропологической и этической неопределённостью. Мы больше не знаем, действуют ли старые ценности и установки в новом технологическом мире. Однако человечество, говоря об этике GenAI, не начинает с чистого листа.

В этом смысле актуальность наследия древней философии показывает, что GenAI не изменил структуру нашего мировосприятия или обучения. Он добавил необходимость переосмысления права на участие человека в решении важных вопросов. Можно сказать, что Аристотель во многом положил начало философии GenAI. Для понимания генеративного ИИ оказались полезными идеи Аристотеля о разделении формы и материи.

Учение Аристотеля о четырех причинах постулирует благо как причину бытия. Благо — это то, к чему стремятся все вещи. В этой связи возникает вопрос: должен ли искусственный интеллект также стремиться к благу? Размышляя о душе, Аристотель выделяет несколько ее частей, из которых можно выделить только рациональную часть. Термин «душа» редко используется в современном дискурсе из-за его загадочной природы. Однако при обсуждении искусственного интеллекта именно это глубокое понятие нужно учитывать. Можно утверждать, что наличие души представляет собой фундаментальное разделение между естественным интеллектом и искусственным интеллектом.

Следует также отметить, что душа не сводится только к разуму. Разум — всего лишь одна из частей души. Не менее важен вегетативный аспект. Несмотря на то, что это базовая функция, присутствующая у животных и даже растений, у искусственного интеллекта она отсутствует. В некотором смысле, ему не хватает материи жизни и, следовательно, ее формы, поскольку душа является энтелехией тела, а искусственный интеллект не имеет тела. Тем не менее, отсутствие души у искусственного интеллекта не исключает возможности этики. Если этика понимается как стремление к добру, то искусственный интеллект, как и любой другой объект в мире, подвержен этому стремлению. Согласно Аристотелю, это стремление заложено в самом объекте, а не во внешней причине. Следовательно, этика должна быть заложена в самом объекте, а не просто навязана извне этическим институтом. Такой подход приводит нас к удивительно релевантному применению философии Аристотеля в рамках разработки, основанной на тестировании этических проектных решений (EDD).

Подход, который мы разрабатываем в Лаборатории цифровой философии, влечет за собой необходимость этического тестирования искусственного интеллекта на каждом этапе его разработки, без продвижения вперед, если не был разработан подходящий тест. Этическая составляющая должна быть принципом при создании искусственного интеллекта на всех этапах, от сбора данных до развертывания приложений. Такой подход не только моральный, но и полезный в долгосрочной перспективе, поскольку концепция блага выходит за рамки экономической выгоды или сиюминутного удовольствия и связана с долгосрочными выгодами.

Говоря о важности наследия Аристотеля для GenAI хочется отметить, что со времен античности способность говорить воспринималась, как синонимичная способности мыслить. Когда человечество создало говорящие машины, оно не только облегчило себе рутинные задачи, но и получило уникальную возможность апробации идей в своеобразном аллитерированном сознании. Извечная проблема гуманитарного знания заключается в том, что в нем объект и субъект совпадают. Сознание познает само себя. Здесь же мы получаем модель сознания. Эта модель отвечает на наши запросы и может рассматриваться как философская лаборатория. Однако «говорящим орудием», а не самостоятельным субъектом. Он должен дополнять способности, а не замещать самого человека.

Несмотря на широкое освещение проблемы в литературе, наименее изученным является вопрос о том, что дает при изучении философии создание философских чат-ботов. Нам кажется, опыт создания и обучения такой нейросети дает ученикам возможность практического понимания её устройства. В дальнейшем это позволит обеспечить прозрачность нейросетей для общества, а также, благодаря возможности экспериментировать, даст ученикам нетривиальный взгляд на философию.

В качестве эксперимента мы решили попробовать обучить нейросеть с помощью философских текстов. Мы использовали модель Сбера. Предварительно она была обучена с длиной последовательности 1024 с использованием трансформаторов командой SberDevices на 80B токенах около 3 эпох. После этого модель была настроена с размером контекста 2048. Общее время обучения заняло около одной недели на 32 GPU.

Необходимость использования отдельной русской модели обусловлена слабой представленностью русского языка в других языковых моделях. Затем мы приступили к последовательному обучению этой модели. На тексте Платона она прошла одну эпоху обучения. На каждом из этапов мы просили модель генерировать ответы к одним и тем же запросам: «сознание – это»; «знание – это»; «обучение – это»; «сущность философии – это...»; «идея – это»; «подлинная мудрость – это»; «душа – это»; «справедливость – это». Эти формулировки мы получили от другой модели после того, как изложили ей сущность эксперимента.

На Python мы написали простой код, который использует библиотеку Transformers для генерации текста, обучая модель на примере текстов Платона. Он загружает языковую модель и токенизатор, преобразует начальный текст в числовой формат и генерирует ответ с заданными параметрами.

Для дообучения мы использовали полное собрание сочинений Платона. Из формата pdf перевели его в текстовый формат при помощи скрипта на Python. Затем мы вручную удалили из файла «corpus.txt» все, что не является текстом Платона: содержание, примечания, выходные данные и тому подобное. Выбор текста Платона, а не Аристотеля, о котором мы говорили, в большей степени обусловлен исторической последовательностью и желанием в дальнейшем создать условия для диалога двух философских систем.

В качестве примера приведем генерацию определения «подлинная мудрость». Базовая модель, не прошедшая обучение, генерирует такой текст:

«Подлинная мудрость — это, как если бы ты был мальчиком, а у тебя не было друзей. А ведь есть и такие люди которые могут в чем-то помочь человеку! Может кто-нибудь знает где можно найти такой сайт? Спасибо большое!!! И ещё я хочу спросить совета: у меня тоже была такая проблема с моим парнем... он мне пишет, что мы встречаемся на этой неделе, но при этом очень сильно любит другую девушку.... Я ему пишу чтобы сказал чтоб она бросила его или бросил».

Модель, которая прошла обучение всего в 4 эпохи, выдает другой результат:

«Подлинная мудрость — это находиться в постоянном общении с самим собой, своим телом и другими людьми. Таков смысл слова «мудрость». Мудрый человек знает то же самое; он не думает о том что-то одно или другое из того, как бы отдельно от другого человека: у него есть только один ум – единодушие во всем этом (например) для себя самого. И так обстоит дело до тех пор, пока душа остается свободной по отношению к самому себе самой».

Как мы это делали?

При написании этого кода мы вдохновлялись статьей.
Код мы дополнили и переработали.

Проект состоит из 3 этапов:

1. Подготовка данных
2. Дообучение модели на данных
3. Публикация модели на hugging face
4. Создание приложения, которое использует модель как api.

1. Подготовка данных

1.1. Покупаем полное собрание сочинение Платона в формате pdf
1.2. Переводим pdf в txt
1.3. Проверочный текст мы нашли в формате txt на сайте одной из библиотек. Будем надеяться, что Платон не против. Книги он все равно не любил.

# Этот код предназначен для извлечения текста из всех PDF-файлов в указанной папке и сохранения их в один текстовый файл. Чтобы использовать # Убедитесь, что у вас установлены библиотеки PyPDF2 и os.
# Измените переменную folder_path на путь к вашей папке с PDF-файлами.
# Запустите скрипт. Все тексты из PDF будут объединены и сохранены в файл corpus.txt. # этот код я запускал на локальной машине.

import os # Импортируем модуль os для работы с файловой системой import PyPDF2 # Импортируем библиотеку PyPDF2 для работы с PDF-файлами


def pdf_to_text(pdf_path):
"""Извлекает текст из одного PDF файла."""
text = '' # Инициализируем пустую строку для хранения текста
with open(pdf_path, 'rb') as pdf_file: # Открываем PDF файл в бинарном режиме pdf_reader = PyPDF2.PdfReader(pdf_file) # Создаем объект PdfReader для чтения файла for page_num in range(len(pdf_reader.pages)): # Проходим по всем страницам PDF
page = pdf_reader.pages[page_num] # Получаем текущую страницу
text += page.extract_text() or '' # Извлекаем текст; если не удалось, добавляем пустую строку return text # Возвращаем извлеченный текст


def convert_all_pdfs_in_folder(folder_path, output_txt):
"""Конвертирует все PDF файлы в указанной папке в один текстовый файл.""" all_text = '' # Инициализируем пустую строку для хранения текста всех PDF

# Перебираем все файлы в указанной папке
for filename in os.listdir(folder_path): # Получаем список файлов в папке if filename.endswith('.pdf'): # Проверяем, является ли файл PDF
pdf_path = os.path.join(folder_path, filename) # Формируем полный путь к файлу print(f'Converting {pdf_path}...') # Выводим сообщение о начале конвертации
all_text += pdf_to_text(pdf_path) + '\n' # Добавляем извлеченный текст и перевод строки

# Записываем объединенный текст в выходной файл
with open(output_txt, 'w', encoding='utf-8') as txt_file: # Открываем выходной файл в режиме записи txt_file.write(all_text) # Записываем весь текст в файл


if	name	== " main ": # Проверяем, запущен ли скрипт напрямую
folder_path = 'pdf' # Задаем путь к папке с PDF файлами (измените при необходимости) output_txt = 'corpus.txt' # Задаем имя выходного текстового файла

convert_all_pdfs_in_folder(folder_path, output_txt) # Вызываем функцию конвертации
print("All PDFs converted to corpus.txt successfully!") # Выводим сообщение об успешном завершении

2. Дообучение модели на данных, полученных на этапе 1

# Первая команда (!pip uninstall transformers):
# Удаляет библиотеку transformers из вашей среды Python. Это может быть полезно, если вы хотите избавиться от устаревшей версии или исправить проблемы с установкой
# Вторая команда (pip install git+https://github.com/huggingface/transformers):
# Устанавливает последнюю версию библиотеки transformers непосредственно из репозитория на GitHub. Это позволяет получить доступ к самым новым функциям и исправлениям, которые еще не были выпущены в стабильной версии.


!pip uninstall transformers # Удаляем установленную библиотеку transformers
pip install git+https://github.com/huggingface/transformers # Устанавливаем библиотеку transformers из репозитория GitHub

# Commented out IPython magic to ensure Python compatibility.
# #  %%bash   -  специальная команда, используемая в средах, поддерживающих магические команды, таких как Jupyter Notebook. Она указывает, что все последующие строки кода должны выполняться в оболочке Bash.
# %%bash
# git clone https://github.com/huggingface/transformers  # Клонируем репозиторий transformers с GitHub
# cd transformers  # Переходим в директорию клонированного репозитория
# pip install .  # Устанавливаем библиотеку из текущей директории

# Создадим папку, где будет храниться наша будущая модель
!mkdir models/
# Скачаем ruGPT3 и скрипт обучения
!wget https://raw.githubusercontent.com/sberbank-ai/ru-gpts/master/pretrain_transformers.py  # Скачиваем скрипт для предобучения модели
!wget https://raw.githubusercontent.com/sberbank-ai/ru-gpts/master/generate_transformers.py  # Скачиваем скрипт для генерации текста
!wget https://raw.githubusercontent.com/huggingface/transformers/main/examples/pytorch/language-modeling/run_clm.py  # Скачиваем скрипт для обучения языковой модели

# установка различных библиотек NVIDIA для работы с CUDA,
# включая библиотеки для линейной алгебры, управления памятью и выполнения параллельных вычислений,
# что позволяет эффективно использовать графические процессоры (GPU) для вычислений в Python.

!pip install nvidia-cublas-cu12==12.1.3.1
!pip install nvidia-cuda-cupti-cu12==12.1.105
!pip install nvidia-cuda-nvrtc-cu12==12.1.105
!pip install nvidia-cuda-runtime-cu12==12.1.105
!pip install nvidia-cudnn-cu12==8.9.2.26
!pip install nvidia-cufft-cu12==11.0.2.54
!pip install nvidia-curand-cu12==10.3.2.106
!pip install nvidia-cusolver-cu12==11.4.5.107
!pip install nvidia-cusparse-cu12==12.1.0.106
!pip install nvidia-nccl-cu12==2.20.5
!pip install nvidia-nvtx-cu12==12.1.105

# установка библиотек datasets и evaluate, которые используются для работы
#  с наборами данных и оценки моделей машинного обучения в экосистеме Hugging Face.

!pip3 install datasets
!pip3 install evaluate

# скачивание двух текстовых файлов: corpus.txt и validation_corpus.txt из репозитория на GitHub см  этап 1 подготовка данных.

!wget https://raw.githubusercontent.com/yarov475/dosocratik/master/corpus.txt
!wget https://raw.githubusercontent.com/yarov475/dosocratik/master/validation_corpus.txt

# Этот код запускает процесс обучения языковой модели с использованием скрипта run_clm.py,
# задавая различные параметры, такие как путь к предобученной модели, файлы с данными, настройки обучения и оптимизации,
#  а также параметры сохранения результатов.

!python run_clm.py \  # Запускаем скрипт run_clm.py для обучения языковой модели
  --model_name_or_path sberbank-ai/rugpt3small_based_on_gpt2 \  # Указываем путь к предобученной модели ruGPT3 small на основе GPT-2
  --train_file corpus.txt \  # Указываем файл с данными для обучения (corpus.txt)
  --validation_file validation_corpus.txt \  # Указываем файл с данными для валидации (validation_corpus.txt)
  --per_device_train_batch_size 2 \  # Устанавливаем размер батча для обучения на каждом устройстве (GPU) равным 2
  --block_size 2048 \  # Устанавливаем размер блока текста для обработки равным 2048 токенам
  --dataset_config_name plain_text \  # Указываем конфигурацию набора данных как простой текст
  --do_train \  # Указываем, что необходимо выполнить обучение модели
  --gradient_accumulation_steps 4 \  # Устанавливаем количество шагов накопления градиентов равным 4
  --gradient_checkpointing True \  # Включаем контроль градиентов для экономии памяти
  --fp16 True \  # Включаем использование половинной точности (FP16) для ускорения обучения и снижения потребления памяти
  --optim adafactor \  # Устанавливаем оптимизатор AdaFactor для обучения модели
  --num_train_epochs 10 \  # Устанавливаем количество эпох обучения равным 10
  --output_dir models/essays \  # Указываем директорию для сохранения обученной модели и результатов
  --overwrite_output_dir \  # Разрешаем перезапись содержимого выходной директории, если она уже существует
  --evaluation_strategy steps  # Устанавливаем стратегию оценки модели на основе количества шагов

3. Публикация модели

# Команда !pip install huggingface_hub устанавливает библиотеку huggingface_hub, которая позволяет взаимодействовать с платформой
#  Hugging Face для загрузки и публикации моделей, наборов данных и других ресурсов, обеспечивая удобный доступ к инструментам и
#  функционалу для работы с моделями машинного обучения.

!pip install huggingface_hub

from huggingface_hub import login  # Импортируем функцию login из библиотеки huggingface_hub
login(token='hf_токен_которй_вы_создали_в_личном_кабинете_на_hugging_face')  # Выполняем вход в Hugging Face с использованием указанного токена

from huggingface_hub import HfApi  # Импортируем класс HfApi из библиотеки huggingface_hub для работы с API Hugging Face

api = HfApi()  # Создаем экземпляр класса HfApi для взаимодействия с Hugging Face Hub
api.upload_folder(  # Вызываем метод upload_folder для загрузки содержимого папки на Hugging Face Hub
   folder_path='models/essays',  # Указываем путь к директории с моделью, которую нужно загрузить
   repo_id='DmitryYarov/plato_2024_1.0',  # Указываем идентификатор репозитория, включая имя пользователя и название модели.
                                          # В моем случае название "DmitryYarov/plato_2024_1.0" в таком виде она появиться на hugging face. d Dfitv <логин>/<название модели>
   repo_type='model'  # Указываем тип репозитория как 'model'
)

теперь модель опубликована на https://huggingface.co/DmitryYarov/plato_2024_1.0 ее можно качать, использовать как api, ставить лайки

Это описание модели на сайте hugging face

essays

This model is a fine-tuned version of [sberbank-ai/rugpt3small_based_on_gpt2](https://huggingface.co/sberbank-ai/rugpt3small_based_on_gpt2) on a plato_full_russ dataset It achieves the following results on the evaluation set:
- Loss: 3.1957
- Accuracy: 0.3682

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

- learning_rate: 5e-05
- train_batch_size: 2
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 8
- optimizer: Use adafactor and the args are: No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 10.0
- mixed_precision_training: Native AMP

Training results

Training Loss -- 2.7233
Epoch -- 7.6046
Step -- 500
Validation Loss -- 3.1864
Accuracy -- 0.3682

Framework versions

- Transformers 4.46.0.dev0
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.20.1

4. Создание приложения, которое использует модель как api.

# этот код я запустил на локальной машине. Убедитесь, что установлены: transformers


import tkinter as tk  # Импортируем библиотеку tkinter для создания графического интерфейса
from tkinter import scrolledtext  # Импортируем компонент прокручиваемого текста из tkinter
from transformers import pipeline  # Импортируем функцию pipeline из библиотеки transformers для работы с моделями

# Загрузка модели из Hugging Face Hub
model_name = "DmitryYarov/plato_2024_1.0"  # Указываем идентификатор модели (замените на свой)
pipe = pipeline("text-generation", model=model_name)  # Создаем пайплайн для генерации текста с использованием указанной модели

def generate_text():  # Определяем функцию для генерации текста
   prompt = prompt_entry.get("1.0", tk.END).strip()  # Получаем ввод пользователя из текстового поля
   if prompt:  # Проверяем, что ввод не пустой
       # Генерируем текст с помощью модели
       output = pipe(
           prompt,
           repetition_penalty=2.0,  # Устанавливаем штраф за повторения
           no_repeat_ngram_size=2,  # Запрещаем повторение биграмм
           max_length=200,  # Максимальная длина генерируемого текста
           num_return_sequences=3,  # Количество генерируемых последовательностей
           num_beams=5,  # Число лучей для поиска (beam search)
           do_sample=True,  # Включаем выборку для генерации
           temperature=0.7,  # Температура для случайности в генерации
           top_k=50,  # Ограничиваем выборку до топ-K вероятностей
           top_p=0.95,  # Ограничиваем выборку до топ-P вероятностей (nucleus sampling)
           truncation=True  # Обрезаем текст, если он превышает максимальную длину
       )
       # Очищаем предыдущий вывод
       output_text.delete(1.0, tk.END)
       # Отображаем сгенерированные тексты
       for i, response in enumerate(output):  # Перебираем все сгенерированные ответы
           output_text.insert(tk.END, f"Response {i+1}: {response['generated_text']}\n\n")  # Вставляем ответ в текстовое поле

# Создаем главное окно приложения
app = tk.Tk()
app.title("Philosophical Text Generator")  # Устанавливаем заголовок окна
app.geometry("600x400")  # Устанавливаем размеры окна

# Создаем метку и текстовое поле для ввода запроса
prompt_label = tk.Label(app, text="Enter your prompt:")
prompt_label.pack(pady=(10, 0))  # Добавляем отступы для эстетики

prompt_entry = scrolledtext.ScrolledText(app, wrap=tk.WORD, width=70, height=10)
prompt_entry.pack(pady=(5, 10))  # Добавляем отступы для эстетики

# Создаем кнопку для генерации текста
generate_button = tk.Button(app, text="Generate", command=generate_text)
generate_button.pack(pady=(5, 10))  # Добавляем отступы для эстетики

# Создаем метку для отображения вывода
output_label = tk.Label(app, text="Generated Responses:")
output_label.pack()

# Создаем текстовое поле для отображения вывода
output_text = scrolledtext.ScrolledText(app, wrap=tk.WORD, width=70, height=10)
output_text.pack(pady=(5, 10))  # Добавляем отступы для эстетики

# Запускаем приложение
app.mainloop()

Результатом запуска кодf является простое декстоп-приложение, представляющее собой интерфейс для работы с моделью.

Предвзятости:

Культурная предвзятость:
Модель может отражать предвзятости, присутствующие в переводах текстов Платона. Поскольку переводы могут значительно различаться в зависимости от интерпретации переводчика, модель может непреднамеренно отдавать предпочтение определенным философским трактовкам.

Предвзятость представления:
Если обучающие данные преимущественно содержат определённые переводы или интерпретации, модель может не иметь разнообразия в своих ответах, потенциально игнорируя альтернативные философские точки зрения.

Этические дилеммы:
Неправильная интерпретация философских идей: Модель может генерировать ответы, которые искажают идеи Платона или представляют их вне контекста. Это вызывает опасения относительно точности и целостности философского дискурса.

Ответственность за сгенерированный контент:
Существует этический вопрос о том, кто несет ответственность за контент, генерируемый моделью. Если она производит вредную или вводящую в заблуждение информацию, вопрос ответственности становится значительным.

Проблема авторского права:

Остается спорным, можем ли мы использовать чужие тексты для обучения модели. Можем ли распространять обученную модель. Поэтому мы сделали датасет с текстом Платона приватным а не публичным, но саму модель считаем необходимым оставить публичной.

Ограничения:

Понимание контекста:
Хотя модель может генерировать текст на основе паттернов в обучающих данных, ей может не хватать истинного понимания философских концепций, что приводит к поверхностным или бессмысленным выводам.

Зависимость от обучающих данных:
Качество и полнота обучающих данных напрямую влияют на производительность модели. Если определенные диалоги или темы из произведений Платона недостаточно представлены, это ограничит способность модели генерировать релевантные ответы.

Выводы:

Технология чат-бота на основе GenAI может восприниматься, как воплощение коммуникативного действия – объединенной человеческой речью. Работа над чат-ботом-философом иллюстрирует тот факт, что философия часто нарушает «правила» языковой игры. По этой причине обучение GenAI философии — это трудная, но перспективная задача.

В процессе обучения нейросети студент совмещает гуманитарное и техническое знание, что позволяет ему создать прозрачный GenAI, которым может пользоваться другой человек. Формирование запросов, разработка метрики оценки генераций являются захватывающей педагогической техникой. По результату неформального опроса участников изучение нейросетей усилило их мотивацию в изучении философии. Это также возможность введения экспериментального метода в философию, что превращает чат-бот в «философскую лабораторию».

Философские штудии, подобны схоластике. Они создают пространство для свободного взаимодействия и глубокого изучения искусственного интеллекта, в отличие от прагматичного подхода, который стремится к его использованию. Это позволяет нам не просто создавать искусственный интеллект, а формировать мудрость, которая может изменить наше восприятие мира.

Мы считаем, что натренированный философский GenAI должен быть хорош и в других сферах. Помимо гуманитарных, такой ИИ может генерировать неожиданные решения и в других сферах. Поскольку философия наиболее общая из наук, такой подход может приблизить человечество к созданию общего интеллекта и стать источником прорыва в различных сферах.

Очевидным ограничением исследования является небольшой размер модели. Это имеет как плюсы, так и минусы. Среди плюсов – скорость обучения, доступность экспериментов, как финансовая и временная, так и экологическая; простота использования, что делает ее целесообразной для работы в учебной группе среди непрофессиональных программистов. Однако такая модель не позволяет создать длинный сложный и связанный текст и раскрыть мудрость текстов, на которых она была обучена.

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16 окт. 2024 г.

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12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
12:03 elizabethrush89

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