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

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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.

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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.

63117b8f9414e5d3f88206f808c13f67.jpg

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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  • 15.06.26 14:22 Sallymarch

    Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:23 Glennrobble

    If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

    That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 16:34 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

  • 15.06.26 16:34 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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 michaeldavenport218

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 14:16 Universina da Mota

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

  • 24.06.26 14:21 Elizabeth Thompson

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

  • 24.06.26 15:33 Júlia Castro

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

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

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

  • 09.07.26 19:10 Misty Alexander

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  • 09.07.26 19:13 Clara Soto

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

  • 12.07.26 03:30 Kora Baltacha

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  • 12.07.26 03:33 Pahal Mathew

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

  • 13.07.26 23:49 [email protected]

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

  • 15.07.26 11:53 Sarah Green

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  • 15.07.26 11:58 Lily Gagné

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  • 16.07.26 21:38 patricialovick86

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

  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:54 kimberlyhebertt6877

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

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