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Н Новости

Большой тест 12 LLM моделей на арифметику (~100 тыс запросов)

Предисловие к эксперименту

Во время моих интенсивов по ИИ нередко бизнес приносит идеи, которые имеет смысл автоматизировать классическим способом, без ген ИИ. Например расчет ликвидности, когда на входе бухгалтерский баланс в PDF, а на выходе финансовые параметры, рассчитанные по конкретной формуле. Другой пример, это подсчет калорий блюд при динамическом составлении меню на 5-дневное мероприятие для 40 человек.

При этом в ходе личных экспериментов очень часто бизнес получает нужный результат, как бы опровергая мой посыл не использовать LLM для математики, хотя начиная с некоторого объема расчеты начинают глючить, что ожидаемо. Я решил выяснить на трех математических операциях сложение, вычитание, умножение, когда LLM начинает врать.

Для этого были созданы пары чисел от 1 до 7 разрядов и над ними проведены математические операции с помощью 12 разных моделей. Ответ сравнивался с правильным. Что получилось в итоге, смотрим ниже.

Эксперимент: Математические способности моделей ИИ

Аннотация

Данное исследование представляет масштабный эксперимент по оценке математических способностей современных моделей искусственного интеллекта. Было протестировано 12 ведущих моделей ИИ на решении 98,280 арифметических задач различной сложности.

Методология

  • Количество моделей: 12

  • Общее количество задач: 98,280

  • Типы операций: Сложение (+), вычитание (-), умножение (*)

  • Диапазон сложности: Числа от 1 до 7 цифр

  • Параметры генерации: 100 случайных пар чисел для каждой комбинации размерностей

  • Промпт: Calculate this arithmetic expression and return ONLY the numeric result: {}

Тестируемые модели

  1. Google Gemini 2.5 Pro Preview (05–06)

  2. Anthropic Claude 3.7 Sonnet

  3. Google Gemini 2.0 Flash (001)

  4. Anthropic Claude Sonnet 4

  5. DeepSeek Chat v3 (0324)

  6. OpenAI GPT-4.1

  7. Google Gemini 2.5 Flash Preview (05–20)

  8. OpenAI GPT-4.1 Mini

  9. Google Gemma 3–27B IT

  10. OpenAI GPT-4o Mini

  11. Llama-3.3–70B Instruct

  12. xAI Grok-3-Beta

    Llama создана компанией Meta. Meta признана экстремистской организацией, ее деятельность в России запрещена.

Критерии оценки

— Точность: Процент правильно решенных задач
— Успешность запросов: Процент успешных ответов (без технических ошибок)
— Анализ по сложности: Зависимость точности от количества цифр в числах
— Анализ по операциям: Сравнение производительности для разных арифметических операций

Технические особенности эксперимента

Парсинг ответов моделей

Одной из главных технических сложностей стала обработка разнообразных форматов ответов. Модели демонстрировали различные стили:

- Прямые числовые ответы (90.2%): Большинство моделей, включая GPT-4.1-mini (99.7%) и Claude 3.7 (99.9%), давали лаконичные численные результаты
- Развернутые объяснения (9.7%): DeepSeek Chat v3 почти всегда оформляла ответы как "The numeric result of the arithmetic expression \(4 + 6\) is: 10"
- Промежуточные вычисления: Gemini-2.5 Flash показывала этапы: "800 × 900 = 720000, 800 × 55 = 44000..."
- Блоки кода: Gemma-3 иногда использовала markdown форматирование: "``\n230\n``"

Производительность и скорость

Время ответа варьировалось от 1.26 секунды (GPT-4.1-mini) до 3.57 секунды (Gemini-2.5-Pro).

Интересные наблюдения:
- Слабая зависимость от сложности: Разница между простыми (2-3 разряда) и сложными (12-14 разрядов) задачами составляла всего 0.3-0.5 секунды
- Стабильность API: Все модели показали 99.9-100% успешность запросов
- Экстремальные случаи: Максимальное время ответа достигало 60 секунд (у Gemma-3, но это могла быть проблема сети), минимальное - 0.2 секунды

Особенности извлечения данных

Для корректной оценки был разработан парсер, который:
- Извлекал числа из текста с помощью регулярных выражений
- Обрабатывал отрицательные числа и числа с разделителями
- Игнорировал промежуточные вычисления, фокусируясь на финальном результате
- Обеспечивал 99.8% успешность парсинга across все модели

Общие результаты

Сравнение точности математических вычислений 12 моделей LLM
Сравнение точности математических вычислений 12 моделей LLM

Место

Модель

Точность

Успешность запросов

Всего задач

1

Google Gemini 2.5 Pro Preview (05-06)

86.7%

100%

8,190

2

Anthropic Claude 3.7 Sonnet

85.9%

100%

8,190

3

Google Gemini 2.0 Flash

83.7%

100%

8,190

4

Anthropic Claude Sonnet 4

83.6%

100%

8,190

5

DeepSeek Chat v3 (0324)

82.5%

100%

8,187

6

xAI Grok-3-Beta

81.8%

100%

8,190

7

OpenAI GPT-4.1

80.8%

100%

8,190

8

Google Gemini 2.5 Flash Preview (05-20)

80.7%

100%

8,189

9

OpenAI GPT-4.1 Mini

78.8%

100%

8,190

10

Google Gemma 3-27B IT

72.2%

99.9%

8,182

11

OpenAI GPT-4o Mini

68.0%

100%

8,190

12

Llama-3.3-70B Instruct

62.6%

100%

8,190

Анализ сложности задач

Сложность определялась как сумма количества цифр в обоих числах

Сложность

Точность

Примеры

2 (1+1)

97.8%

5 + 3, 7 - 2

3 (1+2, 2+1)

91.2%

15 + 8, 9 × 7

4 (2+2, 1+3, 3+1)

86.4%

23 + 45, 156 - 7

...

...

...

14 (7+7)

45.2%

1234567 + 9876543

Тренд: Точность экспоненциально снижается с увеличением сложности задач.

Другие наблюдения:

8f5a7e8e85b2ee84b3a62288fca94d72.png

- Сложение оказалось самой простой операцией для ИИ
- Умножение представляет наибольшую сложность
- Разрыв между операциями составляет около 5%

Детальный анализ

Матрицы точности по размерностям

Для каждой операции были построены матрицы точности всех 10 моделей, показывающие зависимость от количества цифр в первом и втором числе. Для операций сложения и умножения матрицы заполнены симметрично (поскольку a+b = b+a и a×b = b×a).

Сложение (+)

437af173e53a05f870246662de196522.png

- Лучшая производительность: Задачи с числами 1-3 цифры (>95% точности)
- Критический порог: При превышении 4 цифр точность начинает заметно падать
- Симметричность: Производительность зависит от общего количества цифр, а не от их распределения

Вычитание (-)

b62d8a9e67f31662a4877e832f7bcfea.png

- Особенность: Отрицательные результаты создают дополнительную сложность
- Падение точности: Более выраженное при работе с большими числами
- Асимметрия: Вычитание большего числа из меньшего сложнее

Умножение (*)

e3b83c2de62ae963894c724d67615544.png

- Наибольшая сложность: Самые низкие показатели точности
- Экспоненциальный рост сложности: Результат может иметь до 14 цифр
- Неоднородность: Большой разброс в производительности разных моделей

Технические аспекты

Успешность запросов

- Исключительно высокие показатели: Все модели показали практически 100% успешность
- Техническая стабильность: Отсутствие критических сбоев в API
- Консистентность: Надежная работа на протяжении всего эксперимента. Запросы отправлялись по 200 штук за секунду.

Время отклика

- Диапазон: От 0.4 до 4.0 секунд на запрос
- Факторы влияния: Сложность задачи, тип модели, загруженность сервера
- Оптимизация: Использование батчевой обработки для ускорения

Выводы

1. Лидерство Google и Anthropic: Модели этих компаний показали лучшие результаты
2. Успех Grok-3-Beta: xAI Grok-3-Beta занял 6-е место с результатом 81.8%
3. Разочарование Llama-3.3-70B: Несмотря на размер (70B параметров), модель показала только 62.6%. Будем внимательны к таким задачам при on-prem.
4. Увеличенный разброс: Разница между лучшей и худшей моделью составила 24.1%
5. Стабильность современных API: 100% успешность запросов у всех моделей

Характерные особенности моделей

Google Gemini 2.5 Pro (лидер по точности):

- Склонна к детальным промежуточным вычислениям
- Иногда "зацикливается" на проверке результата
- Максимальное время ответа при сложных задачах

Claude 3.7 Sonnet (лучший баланс):

- Лаконичные, точные ответы
- Стабильная производительность across операций
- Минимум "словесного мусора"

DeepSeek Chat v3 (самые развернутые ответы):

- Всегда оформляет ответ как математическое объяснение
- Высокая точность, но медленная скорость
- Консистентный format во всех ответах

GPT-4.1-mini (скоростной лидер):

- Самые быстрые ответы при высокой точности
- Иногда "срезает углы" в сложных примерах
- Оптимальный для real-time приложений

xAI Grok-3-Beta (неожиданный(?) успех):

- Хороший результат для новой модели
- Сбалансированная производительность между операциями
- Стабильная, хотя и не быстрая скорость ответов (~2.4 секунды)

Ограничение исследования

1. Фокус на арифметике: Не тестировались алгебра, геометрия, исчисления. Также не было деления.
2. Промпт-инжиниринг: Использовался простой промпт без оптимизации
3. Контекст: Не учитывались многошаговые вычисления
4. Стоимость: Не анализировалась экономическая эффективность (Но всего потрачено около 60$)

Технические детали

Архитектура эксперимента

# Пример структуры задачи

{

    "pair_type": "3x4",

    "operation": "*", 

    "formula": "123 * 4567",

    "correct_answer": 561741,

    "model_answer_raw": "The calculation is:\n123 × 4567 = 561,741",

    "model_answer_parsed": 561741,

    "is_correct": true,

    "response_time": 1.23,

    "success": true

}

Детальный анализ парсинга

8e31d5373b97535825557c2ec75b4e33.png

Вызовы, требовавшие специальной обработки:

- DeepSeek Chat v3: 80.6% ответов с префиксом объяснения

"The numeric result of the arithmetic expression \(4 + 6\) is: 10"

- Gemini модели: Промежуточные вычисления для сложных примеров

"838 × 955: 800 × 900 = 720000, 800 × 55 = 44000,
38 × 900 = 34200, 38 × 55 = 2090.
Итого: 720000 + 44000 + 34200 + 2090 = 800290"

- Gemma-3: Markdown блоки и альтернативные объяснения

"```

230

```"

Сложные случаи парсинга:

- Числа с разделителями запятых: 561,741
- Отрицательные числа в различных форматах: -629988, −8571199
- Числа в математических выражениях: = 40200
- Ошибки формата: неполные числа в длинных ответах

Заключение

В целом эксперимент меня порадовал. Для задач, когда нужно что-то сложить до 4 знаков, то все модели прекрасно справляются. Значит минимальную арифметику можно доверять, особенно в задачах сложения. Например расчет рейтингов и генерации на их основе рекомендаций или расчет калории блюд.

В задачах где больше 4 цифр, например бухгалтерский баланс, где требуется умножение - LLM будут галлюцинировать.

LLM с рассуждениями показали более стабильный и лучший результат (что ожидаемо).

  • Llama создана компанией Meta. Meta признана экстремистской организацией, ее деятельность в России запрещена.

Источник

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    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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