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Н Новости

Опыт интеграции LLM и классического ML в пет-проект про поиск домашних животных

AI-решения сейчас повсеместно, но всё ещё есть места, где их нет. Например в вашем пет-проекте (возможно).

В статье я поделюсь опытом, как легко интегрировать LLM и сразу получить от этого пользу, встраивая результаты от LLM в дальнейший пайплайн и закладывая фундамент под дальнейшее развитие.

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Небольшое авторское отступление: на текущий момент, к генеративному LLM отношусь настороженно: чат-боты в службе поддержке, сгенерированные статьи, вездесущие спамеры в комментариях каналов. Это всё вредит интернету и ухудшает отношение шум/сигнал.

Другое дело, когда из LLM можно преобразовать уже существующий контент: дообучить на собственной документации, суммаризировать большую статью или как в нашем случае — характеризовать текст, вытащить из него фичи и положить в JSON.

Изначальная версия скрипта для канала @dogseeker была написана зимой 2019, когда я ещё жил в Москве и периодически посещал приют для собак "Красная сосна" на ВДНХ; там я и узнал, что есть проблема с мониторингом нескольких источников и что канал с репостами в Telegram мог бы с этим помочь.

Спустя пару вечеров, был написан простой скрипт с Crontab и sqlite, который брал данные из VK API выбранных групп и репостил на канал.

В таком состоянии, группа прожила до осени 2024: объявления репостились автоматически, а мы с женой принимали и публиковали объявления вручную через бота обратной связи.

Это было легко, но всё ещё отнимало ручное время. Тогда я решил немного заморочиться и сделать полноценную версию v1 пет-проекта с постингом через бота и небольшим бонусным функционалом в виде геокодинга через OpenStreetMaps-провайдера (Photon + Nominatim) для извлечения координат.

Бизнес-процесс стал выглядеть так:

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Спустя пару месяцев, у меня был отпуск по работе и за это время получилось:

  • Добавить новые источники из Telegram

Мессенджер отдаёт HTML на простой GET запрос: https://t.me/s/dogseeker, который можно легко распарсить каким-нибудь BeautifulSoup. Но есть минус — в телеграм каналах часто бывает много постов не по теме: реклама, просто флуд, денежные сборы. Мы же, хотим публиковать только те сообщения, которые относятся к потерянным/найденным/замеченным питомцам. Именно поэтому нужен следующий шаг.

  • Интегрировать LLM

Здесь всё прямолинейно: берём текст объявления, подставляем его в наш промпт и на выходе получаем JSON со структурой:

default_features = {
    "is_pet_related": 0.0,
    "raising_money": 0.0,
    "is_ad": 0.0,
    "is_sale": 0.0,
    "is_reward": 0.0,
    "lost_pet": 0.0,
    "found_pet": 0.0,
    "animal_type": None,
    "animal_breed": None,
    "pet_name": None,
    "location": None,
    "phone_number": None,
    "contacts": [],
    "processing_error": None,
}
Текст промпта

Analyze the following post and extract these features:

1. How much is this related to pets? (is_pet_related: float between 0 and 1)

2. How likely is this about raising money for a pet? (raising_money: float between 0 and 1)

3. How likely is this about a pet sale? (is_sale: float between 0 and 1)

4. How likely is this about a reward for finding a pet? (is_reward: float between 0 and 1)

5. How likely is this an advertisement or just a broad post about pets without specifiying one to promote some group? (is_ad: float between 0 and 1)

6. How likely is this about a lost pet? (lost_pet: float between 0 and 1)

7. How likely is this about finding or noticing a pet? (found_pet: float between 0 and 1)

8. What type of animal is mentioned? (animal_type: string) Keep the original language. Use Simple form of noun form in Russian, only one word. If only breed is mentioned, suggest animal type based on breed.

9. What type of dog or cat breed is mentioned? (animal_breed: string or null). Keep the original language. Use Simple form of noun form in Russian, keep it short (up to 2 words).

10. Is there any pet name mentioned? (pet_name: string or null). Keep the original language. Use Simple form.

11. Location mentioned in the post (location: string or null). Keep the original language. Just copy it.

12. Phone number (phone_number: string or null)

13. Other contacts, like vk or telegram links, usernames, names, etc. (contacts: array of strings or empty array)

Use values between 0 (not at all) and 1 (definitely) for the float fields.

Example: 0.8 means very likely, 0.3 means somewhat unlikely, etc.

Post text:

{text}

Return only the JSON object. Don't include any translations. Don't include tripple quotes.

  • Сделать фильтрацию / кластеризацию

Так, итоговая диаграмма стала выглядеть немного интереснее:

c877bc122acbbc3e9f640bcdfae0c717.png13b56570eb7bf5498a83b9dd22553488.png

А что по цифрам и стоимости?

Пропорция количества токенов на вход/выход: ~5/1 (итоговый JSON был небольшим, больше токенов тратилось на вход из-за большого промпта).

Публикаций было чуть меньше 400k (телеграм на канале хранит только последние 50 тысяч 🥲).

Миллион токенов расходуется примерно на ~1700 постов, на обработку всех публикаций (400k) потребовалось бы около 235 миллионов токенов.

В процессе протестировал и сравнил разные нейросети:

  • YaGPT Lite / Gigachat Lite — неплохо, можно форсировать ответ в JSON, но миллион токенов стоит 160-200 рублей / ~50k рублей ушло бы за 5 лет за 400к постов.

    Вполне подойдёт для тех компаний, где необходимо производить обработку данных внутри страны в соответствии с законодательством.

  • OpenAI ChatGPT 4o mini — хороший результат, 0.15$/1M input, 0.6$/ output, за все посты вышло бы около 120$

  • Anthropic Claude 3.5 Haiku (аналог mini) — самые дорогие, 0.8$/1M input, 4$/1M output. За все посты вышло бы около 310$ (что всё ещё дешевле яндекса и сбера 🌚)

Опен-сорс модели:

  • LLama 3.1 70b Turbo — качество неплохое, 0.35$ за 1М токенов, за всё ушло бы ~9k рублей

  • LLama 3.1 8b — качество начинает дико проседать: сломанные JSON'ы, вкрапление латиницы с кириллицей (например вид животного мог записаться как ник из 2005-го: коtiк). Цена низкая — 0.04$/1M, что в сумме стоило бы чуть дешевле 1000 рублей за все посты. Вполне возможно, что дообученная модификация с русским языком была бы более надежной, но в нашем случае – результат был слишком грязным.

Примеры некачественных выводов
c6632d74894226e11a574b7c974dadb3.pngf9a3f28053fd07f955a9cef70fb61e5b.png

На самом деле, можно было бы ещё протестировать Deepseek V3 или прогнать локально отечественные языковые модели (например от Тинькофф), но я решил остановиться на следующем варианте.

Возвращение Google?

Два года назад, Google объявил внутри "красный код" — ChatGPT и прочие, угрожали их основному продукту: поиску. Я и сам начал чаще ходить в ChatGPT/Perplexity вместо Google, чтобы тратить меньше времени для получения нужной инфорации.

Потом Google анонсировали Gemini с невиданным ранее размером контекстного окна — 1M (!). Но качество оставляло желать лучшего: я тестил суммаризацию текста на старой версии и со своей задачей она не справилась, на бенчмарках они занимали второстепенные позиции. Да и в обществе шпыняли общий UX: создание приложений для интеграции с Google — задача далеко не на пару кликов.

Однако ребята с Google AI Studio подсуетились и сделали выпуск API токена максимально легким, буквально за минуту можно получить access_token и пример curl-реквеста

Цены на грани демпинга:

0.075$/1M input, 0.15$/1M output, (~21$ за 235 миллионов токенов с пропорцией 5/1).

Для проектов, где используются публичные данные и нет требования к обработке большого потока данных, доступна бесплатная версия API с Gemini 1.5 Pro и Flash (скоро должны появится и 2.0 версии).

Для Pro версии доступно только 50 запросов в день, 2 в минуту, а вот Flash — позволяет выполнить до 1500 запросов в день с ограничением 1М токенов и 15 запросов в минуту.

Flash-8B и Flash в бесплатной версии не отличаются по условиям, но по качеству разница видна на глаз

Кстати, в API можно включить ссылки на источники, но цена достаточно высокая: 35$ за 1к запросов

сравнение Google Flash 1.5: обычная версия против 8B
сравнение Google Flash 1.5: обычная версия против 8B
пример выдачи с ссылкой на источник
пример выдачи с ссылкой на источник

Конечным выбором стал бесплатный Google Flash 1.5: модель оценивает текст на ряд критериев + вытаскивает контакты, локацию, породу, вид животного; на выходе получаем JSON с результатом.

В постах (особенно после добавления новых источников), есть много спама, оффтопика и постов с финансовыми просьбами — эти посты мы хотим отсеивать, поскольку у нас направленная тематика: пропавшие/найденные животные. Посты без конкретной информации в тексте — тоже отсеиваем, пример в спойлере

Скрытый текст
fbe367d8c82082222c1d717fba2c7e33.png

Для этого, мы берём JSON, раскладываем его по колонкам и обучаем классический ML алгоритм RandomForrest: достаточно проставить значение to_filter на нежелательных постах и прогнать fit/predict.

Точность получилась в районе 98% (1.5% false positive и 0.5% false negative). Инференс ML-модели на 1000 постах на VPS-сервере — выполняется за ~1 секунду, что совершенно нас устраивает. Ложные результаты иногда бывают из-за ошибочной оценки от LLM

a7df0b0c7670bcd73481e87d74511ecc.png

Далее нужно собирать большой объединённый датасет из разных источников и кластеризировать его, чтобы не выкладывать дубликаты одного объявления из вк/тг несколько раз.

За основу был взят код для канала-агрегатора новостей (nyan news), правда в моей имплементации нет анализа изображений (пока что), но учитываются контакты. Точность и производительность тоже приятно порадовали: скор тоже оказался ближе к 100%, VPS легко переварил эту задачу.

В итоге: спам не публикуется, дубликаты не постятся повторно, а за счёт определения локации и вида/породы животного из текста, можно будет в дальнейшем сделать интерактивную карту с агрегированными объявлениями и обучить vision-модель для поиска по картинке животного (кстати, похожую задачу решала команда Selectel).

Но оставим это на потом :)

Сборник рандомных фактов, которые были получены в процесе:
  • JSON'ы приходится лишний раз верифицировать, с LLama 3.1 8b это супер-актуально. Strict-JSON output поддерживают не все провайдеры

  • Инференс классических ML-моделей — быстро даже на арендованном VPS (4 vcpu, 8 gb ram).

  • Но что касается LLM, не вижу смысла запускать их если там нет GPU

  • К условной PostgreSQL на вашей VPS проще подключаться через SSH-туннел (-L 5432:localhost:5432), не сразу вспомнил про это и поначалу шаманил с pg_hba.conf :)

  • Символ экранирования \ в тексте объявления может сломать весь пайплайн :) (сломалось декодирование JSON в PostgreSQL). Нужно это учитывать.

  • Ruff не дружит с SQLAlchemy, он требовал поменять условие (field == None) на (field is None). Не ведитесь и смело пишите # noqa, иначе запрос будет сломан.

  • Для деплоя был использован Coolify: когда перестали выкладываться новые посты, я просто посмотрел логи докер-контейнера в web-ui и сразу увидел причину проблемы. Достаточно удобно.

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

  • 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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