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Мир глазами ИИ

Многие слышали, что ИИ может видеть. Не просто ставить прямоугольники на объектах и определять, что это за объект, а видеть по-настоящему. Понимать, что изображено на картинке, и в тексте передавать детали увиденного. Сейчас мы воспроизведем эту технологию у себя на компьютере и немного покопаемся в мозгах ИИ. Может быть эти манипуляции наведут на более серьезные мысли по поводу интеллекта машин и натолкнут на вопрос: "А так ли сильно он отличается от человеческого?"

Colab

Нам снова нужен будет бесплатный GPU. Идем в Колабу по ссылке https://colab.research.google.com

В этой статье не будем повторяться по поводу того, как подготовить для работы среду. В начале предыдущей статьи Генерация картинок на любом железе без Midjourney очень подробно описано, что и как надо сделать, чтобы идти дальше.

Install

Первым делом устанавливаем необходимые зависимости. Копируем этот код в первую пустую ячейку блокнота:

!pip install transformers timm einops -q

Запускаем этот код в ячейке. Наводим курсор на код и жмем CTRL+ENTER, или для маков СOMMAND+ENTER. Или жмем на кнопку слева ячейки. Ждем выполнения.

Импорты

В следующую ячейку копируем такой код:

from transformers import AutoModelForCausalLM, AutoTokenizer
from PIL import Image
import torch
import locale

locale.getpreferredencoding = lambda: "UTF-8"

model_id = "vikhyatk/moondream2"
revision = "2024-03-05"


# Check if CUDA (GPU support) is available and then set the device to GPU or CPU
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")

# Load the model and tokenizer
model = AutoModelForCausalLM.from_pretrained(model_id, trust_remote_code=True, revision=revision).to(device)
tokenizer = AutoTokenizer.from_pretrained(model_id, revision=revision)

Запускаем. Ждем, когда код выполнится.

Подготовка для дальнейшей работы закончилась, теперь самое интересное.

Загрузка картинок

Нам нужны будут картинки, чтобы давать их модели на опознание. Их можно сохранить в среде блокнота, но они при перезагрузке пропадут. Есть способ хранить картинки на Гугл Диске и монтировать папку хранения к блокноту каждый раз при перезапуске среды. Этого в статье делать не будем. Поступим проще — картинки будем получать по ссылке. Чтобы это реализовать, нам потребуется следующий код:

!wget -O image.jpg https://nukadeti.ru/content/images/essence/tale/261/1248.jpg

Запускаем код.

Картинка

Давайте посмотрим, что мы скачали.

Копируем и запускаем такой код:

image = Image.open('image.jpg') #если картинка сохранена в отдельной папке среды блокнота, то указываем путь к изображению
image

Вот такую картинку мы загрузили:

c95a622a71087686b4a7c25ba32834f5.png

Зрение

Переходим к подключению зрения ИИ.

Копируем следующий код в новую ячейку

image = Image.open('image.jpg') #path of the input image

question = 'What do you see in the image?'

enc_image = model.encode_image(image).to(device)

# Generate the answer
answer = model.answer_question(enc_image, question, tokenizer)

# If the output is a tensor, move it back to CPU for further operations like print
if isinstance(answer, torch.Tensor):
answer = answer.cpu()

print(answer)

В этом коде есть переменная question, c помощью которой мы будем задавать модели вопросы. Их мы будем формулировать на её родном английском языке, чтобы она нас лучше понимала. Это нетрудно сделать с помощью, например, GoogleПереводчик.

Попробуем узнать, что видит ИИ на картинке. Итак, первый вопрос: What do you see in the image?

Перевод: Что ты видишь на картинке?

Запускаем код в ячейке. Ответ модели такой: A painting is depicted in this image, featuring a rabbit, a fox, and another animal. The animals are seated on a bench, with a wooden house in the background. The ground is covered with grass.

Перевод: На этом изображении изображена картина, на которой изображены кролик, лиса и еще одно животное. Животные сидят на скамейке на фоне деревянного дома. Земля покрыта травой.

Модель не уверена, что за третий персонаж в этом сюжете. Зададим уточняющий вопрос: Who is depicted sitting on the bench next to the fox?

Перевод: Кто изображен сидящим на скамейке рядом с лисой?

Просто копируем этот вопрос на английском в значение переменной question и запускаем код в ячейке.

Ответ: A cat is depicted sitting on a bench next to a fox.

Перевод: Кот изображен сидящим на скамейке рядом с лисой.

Верно!

Спросим вот что: Which of the characters depicted is the smallest?

Перевод: Какой из изображенных персонажей самый маленький?

Ответ: The smallest character is a rabbit, depicted in a grey outfit and standing in front of a house. The other two characters are a fox and a cat, also present in the house.

Перевод: Самый маленький персонаж — кролик, изображенный в сером наряде и стоящий перед домом. Два других персонажа — лиса и кот, также присутствуют в доме.

С цветом наряда зайца-кролика можно не согласиться. Но модели некоторые оплошности можно и простить. Она у нас тоже маленькая :).

Будем уточнять дальше. What color are the cat's pants?

Перевод: Какого цвета штаны у кота?

Ответ: Green

Перевод: Зеленый

What color is the bunny's shirt?

Перевод: Какого цвета рубашка у зайчика?

Ответ: Orange

Перевод: Оранжевый

Неплохо.

А теперь давайте зададим вопрос несколько другой, посерьезнее.

Is there a threat to the hare in this image?

Перевод: Есть ли угроза для зайца на этом изображении?

Ответ: No, there is no threat to the hare in this image. The scene features a cat and a fox sitting on a bench, while a rabbit is standing nearby. The rabbit is not in any immediate danger, and there is no indication that predators are present.

Перевод: Нет, никакой угрозы зайцу на этом изображении нет. В сцене кот и лиса сидят на скамейке, а рядом стоит кролик. Кролику не грозит непосредственная опасность, и нет никаких признаков присутствия хищников.

Заметим, что хищники-то есть, но модель оценивает настроение лисы как дружелюбное, и поэтому не может отнести ее к хищнику — носителю угрозы для зайца. Хотя формально ИИ ошибся в деталях, но по существу вопроса ответил правильно. Защищать его мы не будем, модель настолько крошечная, что и такой результат для нее на уровне гениальности.

Задание со звездочкой

Загрузим другое изображение.

!wget -O image.jpg https://cdnn21.img.ria.ru/images/15580/75/155807501_0:0:0:0_600x0_80_0_0_257bb0d3ef49560de8ae7109d11ec9f1.jpg

Посмотрим, что загрузили

image = Image.open('image.jpg') #path of the input image
image

2ec0a0a4c9c2d2ee3e0d8a35657f3df0.png

Такая вот картинка. Это уже не сказки.

Спросим у модели, что она видит, с помощью такого вопроса: Describe the signs of aggression in the image, if any.

Перевод: Опишите признаки агрессии на изображении, если они есть.

Ответ: In the center of the image, a group of people are engaged in a fight. One individual is holding a flag, while another person is holding a drum. The background features buildings, trees, and additional people, along with a road.

Перевод: В центре изображения группа людей ведет драку. Один человек держит флаг, а другой держит барабан. На заднем плане изображены здания, деревья и дополнительные люди, а также дорога.

Гифки

Данная модель может анализировать не только статичные изображения, но и гифки. Долго на этой возможности останавливаться не станем. Просто покажем, что это тоже возможно.

Скачаем гифку с помощью такого кода.

!wget -O tenor.gif https://media1.tenor.com/m/ZuAyMucnnJEAAAAC/spongebob-squarepants.gif

Посмотрим, что мы скачали. Запустим следующий код.

# Load the GIF file
gif_path = 'tenor.gif' # Replace with your gif path
gif = Image.open(gif_path)
gif

0694119a4d1a1f6c381ce19fba40d123.gif

Скопируем код в новую ячейку для покадрового анализа гифок. Гифка — это тоже видео, но с маленькой частотой кадров. Поэтому видео анализировать также можно. Но тут смотрите за ресурсами. Одно дело — одна картинка, другое, например, 24 картинки в секунду. Т.е. этой модели нужно будет на одну секунду видео обрабатывать по 24 картинки. Это долго. Нужно больше железа, чем мы располагаем в данный момент.

Код:

# Load the GIF file
gif_path = 'tenor.gif' # Replace with your gif path
gif = Image.open(gif_path)

question = "Which character is in the image?"

frame_count = 0
answers = []

while True:
try:
# Seek to the next frame
gif.seek(frame_count)

# Process every 5th frame
if frame_count % 10 == 0:
# Convert the frame to a format compatible with the model
frame = gif.convert('RGB')

# Process the frame with the model
enc_image = model.encode_image(frame).to(device)
answer = model.answer_question(enc_image, question, tokenizer)
if isinstance(answer, torch.Tensor):
answer = answer.cpu()

# Append the answer
answers.append(answer)

frame_count += 1
except EOFError:
# Exit the loop when the end of the GIF is reached
break

# Concatenate and print all answers
all_answers = '\n'.join(answers)
print(all_answers)

Вот список вопросов для примера:

Which character is in the image?

What is the character in the image doing?

What is the text at the bottom of the image?

Последовательно задаем их модели. Получаем ответы. Это ГубкаБоб. Персонаж на изображении стоит и, кажется, говорит с улыбкой на лице. На заднем плане есть текст. Надпись на изображении гласит: Happy April Fool's Day!

Модель будет выдавать описание каждого кадра. Для того, чтобы получить общее описание видео, нужно будет загрузить все ответы этой модели в другую для саммаризации. Но это тема отдельной статьи.

ИИ-художник

Прикоснемся к некоторым скрытым процессам, которые происходят не только в "голове" машины, но случаются и у людей.

Скачаем другую картинку:

!wget -O image.jpg https://pentaschool.ru/upload_2/Dizajn-detskoj.jpg

Посмотрим

image = Image.open('image.jpg') #path of the input image
image

599b5d9b26ef543a3ad28a69511653e1.png

Милота.

Мы усложним задачу и зададим не один-два вопроса, а сразу серию с уточнениями деталей. Будем наращивать контекст для дальнейших манипуляций с ним. Позже мы попросим модель нарисовать увиденное на этой картинке. Проверим её художественные способности.

Создадим список вопросов в новой ячейке:

questions = '''What do you see in the image?
Describe the child's appearance?
Describe the child's face?
Describe the child's hair?
What color is the child's eyes?
What toys are in the image?
Are there any other toys in the image besides the teddy bear?'''

Запускаем этот код в ячейке. Теперь мы готовы задавать эти вопросы по очереди и, соответственно, сразу получать ответы на них.

Код для следующей ячейки:

image = Image.open('image.jpg') #path of the input image

enc_image = model.encode_image(image).to(device)

for question in questions.splitlines():
# Generate the answer
answer = model.answer_question(enc_image, question, tokenizer)

# If the output is a tensor, move it back to CPU for further operations like print
if isinstance(answer, torch.Tensor):
answer = answer.cpu()

print(answer)

Ответ:

A boy is seated on a bed, holding a book in his hands. The bed is adorned with pillows, and a blue toy is present. The background features a white wall and a window.

A child is depicted in this image, seated on a bed and dressed in a yellow t-shirt and shorts. The child is holding a book in one hand and appears to be smiling. The background features a few pillows and toys.

The child's face is smiling, and there is a slight curl at the end of the hair. The child is seated on a bed, holding a book in one hand.

The child has blonde hair, which is described as "blond" in some descriptions.

The child has blue eyes.

The image features a child sitting on a bed, holding a book. Nearby, there are blue pillows and a blue teddy bear.

Yes, there are other toys present in the image, including a teddy bear and a doll.

Перевод:

Мальчик сидит на кровати, держа в руках книгу. Кровать украшена подушками и присутствует синяя игрушка. На заднем плане — белая стена и окно.

На этом изображении изображен ребенок, сидящий на кровати и одетый в желтую футболку и шорты. Ребенок держит книгу в одной руке и, кажется, улыбается. На заднем плане несколько подушек и игрушек.

Лицо ребенка улыбается, на кончиках волос имеется небольшой завиток. Ребенок сидит на кровати, держа в одной руке книгу.

У ребенка светлые волосы, которые в некоторых описаниях описываются как «светлые».

У ребенка голубые глаза.

На изображении изображен ребенок, сидящий на кровати и держащий в руках книгу. Рядом синие подушки и синий плюшевый мишка.

Да, на изображении присутствуют и другие игрушки, в том числе плюшевый мишка и кукла.

Дальше нам придётся пойти на компромисс. По нашему замыслу мы хотим сделать из этих ответов один промт и передать его в другую модель, чтобы она нарисовала картину. Так мы сможем увидеть, как модель увидела эту картинку. Простите за тавтологию, но в этом случае, думаю, что она уместна. Человек увидит, как видит машина.

Для этого нужно вернуться в предыдущую статью о генерации изображений Генерация картинок на любом железе без Midjourney

У нас не получится отправить этот промт целиком. Модель для генерации тоже крохотная, она принимает не больше 77 токенов. Поэтому пойдем на хитрость и сделаем саммаризацию того большого ответа с описаниями картинки, т.е. постараемся сократить количество слов в тексте и при этом максимально сохранить смысл. Для данного примера саммаризация делалась на bioGPT, т.е. с использованием головы хомо сапиенса. Так тоже можно. Получим примерно следующее:

prompt = '''Create a painting in anime style:
Wide frame. A three year old smiling boy with blue eyes is seated on a bed and dressed in a t-shirt and shorts, holding a book in his hands. The child has blonde hair slightly curl at the end of the hair. The bed is adorned with while pillows. Blue teddy bear is present. White wall and a window.
'''

В итоге модель генерации отдала несколько вариантов изображений, из которых наиболее подходящим для целей этой статьи оказалось следующее:

cfe9a26a9a1baf380ad9a2531bc3f4c5.png

Кто-то скажет, что не одно и то же. Есть различия. Но давайте зададим теперь уже себе следующий вопрос:

"Много ли людей могут запомнить то, что изображено на фотографии в деталях?"

Таких людей немного. Проверьте себя. Не смотрите на оригинал. Постарайтесь сами вспомнить, что там было изображено. Вам будет легче это сделать, чем среднестатистическому человеку, потому что только что вы напоминали себе о деталях изображения, когда читали уточняющие вопросы и ответы на них. А если бы их не было, и вам показали эту картинку на 3 или 5 секунд? Ну и, в конце концов, художника каждый может обидеть. Он так видит :)

На этом примере, наверное, можно разглядеть некоторые признаки "человечности" машины. Может именно из-за таких различий и собственного видения реальности художниками, нам интересны произведения искусства. И может быть, машины будут нам интересны, если люди оставят место в сознании ИИ для несовершенств. У нас будет повод говорить с машинами, учить их, учиться у них и радоваться успехам. Может, в этой разнице между реальностью и выдумкой кроется что-то большее, чем последовательность цифр. Может там и спрятана человечность.

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  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 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

  • 12.10.25 01:12 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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 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

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