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Н Новости

Open Source в российском ИИ: исследование ландшафта

Привет, Хабр!

Это исследователи из NSS Lab ИТМО и создатели сообщества ITMO.OpenSource. Мы считаем, что важно делать не просто науку, а открытую науку, результатами которой можно легко воспользоваться. Поэтому пишем об открытом коде, проводим митапы «Scientific Open Source» и разрабатываем научные решения с открытым кодом. Эта статья написана на материале исследования, которое мы презентовали на последнем митапе. В ней поговорим об открытом научном коде, посмотрим, как с ним обстоят дела в разных организациях, и поделимся подборкой репозиториев, которые могут решать различные научные задачи.

Зачем вообще нужен научный открытый код?

В машинном обучении научная статья перестаёт быть достаточным артефактом исследования. Можно собрать данные, провести эксперименты, написать статью и даже опубликовать её, но вашими результатами никто не сможет воспользоваться, потому что датасеты закрыты, моделей нет, эксперименты и методы описаны недостаточно подробно, чтобы их воспроизвести… Список можно продолжить. А открытые данные (включая код) к статье резко повышают вероятность, что вашу статью не просто прочитают и скажут: «Ага, хорошо», ― но и попробуют воспроизвести результаты, использовать идеи и методы в своём исследовании и – last but not least – процитировать.

Что такое ITMO.OpenSource?

Мы делаем все эти заявления не на пустом месте. Сообщество научного опенсорса Университета ИТМО объединяет более 700 разработчиков и пользователей открытого ПО по всей России. Среди наших разработок ― более 30 репозиториев с сотнями звезд и сотнями тысяч скачиваний из более чем 40 стран. Наши регулярные митапы привлекают широкий круг опенсорс-энтузиастов из Санкт-Петербурга и других городов, а чат является популярной площадкой для общения. При сообществе действует одноименный студенческий клуб, мы помогаем в менторстве проектов в ИТМО и за его пределами. Также мы активно участвуем в сообществе Open Data Science и уже не один год организуем опенсорс-секции в рамках конференции ODS DataFest. Казалось бы, всё довольно неплохо ― но это не совсем так.

А в чём проблема?

В России создается много интересных открытых решений, реализующих или использующих различные технологии ИИ. Однако зачастую их разработчики ничего не знают друг о друге. Даже существующие опенсорс-сообщества весьма разрозненны ― они формируются вокруг энтузиастов, но часто так и не выходят за пределы своих «информационных пузырей». Это затрудняет популяризацию новых проектов, привлечение аудитории в уже существующие, усложняет продвижение интересов открытого кода, да и в целом не дает понять, не изобретаем ли мы велосипед в виде yet-another-community. Поэтому мы решили провести небольшое исследование и более тщательно разобраться, кто есть кто в мире российского ИИ-опенсорса.

Методология

Мир открытого кода в ИИ не ограничивается библиотеками и фреймворками. Свободно распространяются модели, бенчмарки, код к статьям. Возможно, в будущем мы напишем и про них, но в этой статье (и в нашем исследовании) рассматриваются только библиотеки и фреймворки, предназначенные для решения исследовательских задач. На то есть причина: модели, код к статьям и бенчмарки не нуждаются в постоянной доработке, они выкладываются на github или hugging face и часто консервируются. Библиотеки, напротив, дают больше информации о ходе разработки и о развитии и поддержке проекта. Кроме того, библиотеки встраиваются в другие проекты и могут расширяться до решения задач, о которых core-разработчики не предполагали. Анализ этой информации даёт более глубокое понимание контекста научного open source как динамической сети взаимосвязанных акторов (людей, научных групп, лабораторий и так далее).

Какие данные мы использовали и как мы их искали?

Как выяснилось в первые часы исследования, найти репозитории с научными ИИ-библиотеками ― весьма нетривиальная задача. Некоторые проекты и лаборатории мы вспомнили, другие пытались найти через Google, Хабр и сайты университетов. Некоторые проекты было сложно найти из-за того, что о них нигде не писали, некоторые лежали на личных аккаунтах разработчиков, а репозитории МФТИ и Сколтеха были вовсе удалены из-за санкций.

Мы проанализировали более 50 проектов из 5 университетов (ИТМО, МФТИ, ВШЭ, Сколтех, Иннополис) и 4 компаний (Яндекс, Сбер, Тинькофф, AIRI).

Как мы оценивали?

До сих пор не существует общепринятого способа оценить open source проект. Звёздочки на гитхабе мало говорят о качестве кода, частота коммитов зависит от числа заинтересованных разработчиков (а для нишевых библиотек оно может быть кратно меньше, чем для более широких), наличие readme и документации показывает, что авторы задумались об удобстве использования их проекта, но это не значит, что пользоваться проектом стало понятно и удобно.

В качестве компромиссного варианта мы взяли метрику SourceRank агрегатора репозиториев libraries.io. Это кумулятивная метрика, учитывающая как базовые вещи типа наличия readme и лицензии, так и частоту релизов, количество зависимых репозиториев и число контрибьюторов. Для уравновешивания нишевых и массовых проектов SourceRank использует логарифмическую шкалу при расчёте некоторых её составляющих.

SourceRank не учитывает наличие канала поддержки проекта (телеграм-чата и прочее), хотя его наличие важно. Также она не учитывает наличие примеров и туториалов по использованию фреймворков.

Дисклеймер

Отсутствие однозначно хорошего способа оценить проекты и низкая осведомленность научного open source сообщества о разработках коллег – причины, склонившие нас к мысли, что главный результат нашего исследования – это не рейтинг open source проектов, а их обновляемый список.

А теперь – к результатам.

Результаты

Университетские лаборатории

Большинство исследованных репозиториев имеют небольшое число звёзд (до 100) и малое количество контрибьюторов. Помимо этого, существует явный дисбаланс между количеством репозиториев от каждого университета (доля репозиториев ИТМО составляет 40% общей выборки, некоторые организации представлены 1–2 репозиториями). Поэтому для сравнительного анализа были выбраны по 3 самых популярных (число звёзд) проекта. Исследуемые репозитории университетов представлены в таблице.

Организация

Описание

Самые популярные репозитории

ITMO AIM.CLUB

Объединенный репозиторий AI/ML фреймворков ИТМО

FEDOT, BAMT, GOLEM

ВШЭ

Репозитории AI/ML фреймворков ВШЭ

hsemotion, roerich, probaforms

МФТИ, SPC

Подборка проектов МФТИ

DeepPavlov, kmath

Сколтех

Новые официальные форки бывшего репозитория Сколтеха

ttpy, h2tools

Сводная оценка по метрике SourceRank представлена на рисунке.

SourceRank университетских проектов
SourceRank университетских проектов

У репозиториев ИТМО высокое значение метрики с низкой дисперсией. Это объясняется наличием базовых элементов (readme, лицензии) в каждом фреймворке, а также частыми релизами и наличием библиотек, имеющих зависимости от этих фреймворков. У репозиториев ВШЭ тоже присутствуют базовые элементы, но они релизятся не так часто и не имеют зависимостей.

Для расчёта итогового значения метрики по каждому университету мы решили учитывать не только SourceRank самого популярного репозитория, но и общее количество «значимых» проектов (брали все проекты, у которых было 20+ звёздочек на гитхабе). Если упорядочить репозитории по числу звёзд, то формула предлагаемого критерия имеет вид:

SR_{UNI} = SR_1 + \frac{SR_2}{2} + \ldots + \frac{SR_n}{n}

где SRUNI – итоговое значение метрики SourceRank для университета, SRn – значение метрики SourceRank для n-ного проекта. Результаты представлены на рисунке.

Нормализованное значение SourceRank для университетов
Нормализованное значение SourceRank для университетов

Можно заметить, что итоговая оценка ИТМО выше, чем у остальных организаций. Это связано с бóльшим числом проектов. У МФТИ и ВШЭ показатели близки, но МФТИ представлен только двумя проектами, а DeepPavlov широко известен за пределами Физтеха, привлёк научных и индустриальных партнёров и имеет большое число внешних контрибьюторов. При этом состав репозиториев ВШЭ достаточно диверсифицирован, хотя их средний SourceRank ниже.

Лаборатории коммерческих компаний

Некоторые крупные российские компании достаточно прочно связывают разработки в ИИ и полезность публикации их исходного кода. Например, фреймворк CatBoost, возникший в Яндексе, давно вошёл в число базовых инструментов ML-инженера. Исследуемые репозитории представлены в таблице.

Организация

Описание

Самые популярные репозитории

Yandex

Open source продукты, зародившиеся в Яндексе

catboost

ETNA-team, corl-team

Новые официальные форки бывшего репозитория Tinkoff

etna, corl, reBRAC

sb-ai-lab

Репозитории с проектами Сбера

lightautoml, autowoe, eco2ai

AIRI

Репозитории с проектами AIRI

pogema, ai_toolbox, eco4cast

Сводная оценка по метрике SourceRank представлена на рисунке:

SourceRank библиотек компаний
SourceRank библиотек компаний

Нельзя сказать, что небольшое число репозиториев говорит о низком вкладе этих компаний в опенсорсный ИИ. Просто они концентрируются преимущественно на выпуске моделей и бенчмарков (примеров масса: Russian SuperGlue Benchmark, датасет и модели РЖЯ Slovo, датасет для распознавания эмоций Dusha, YaLM-100B…). Также проекты ClickHouse и YTsaurus, хотя и используются в работе с big data, не рассматривались из-за большей ориентированности на продуктовый ML, нежели на ресёрч. Всё это показывает, что компании направляют силы на создание проектов, слишком ресурсоёмких для академических групп.

Выводы

У вас могло возникнуть ощущение, что это исследование особо ни о чём не говорит. Это в какой-то мере правда: сделать обобщённые выводы об уровне развития научного open source в университетах и институтах нельзя, потому что могут быть интересные проекты, которые мы не смогли найти. Хочется верить, что в ИТМО больше открытого кода, но, возможно, проекты наших коллег просто лучше представлены в информационном поле. Про коммерческие компании вообще трудно сказать хоть что-то: они делают акцент на моделях и бенчмарках, которые мы вообще не рассматривали.

Но не бывает неудачных исследований. Мы упомянули много интересных проектов и постарались очертить поле научного open source. Набросок ландшафта – это площадка для будущих дискуссий и исследований. Надеемся, что они возникнут.

Вместо заключения

Перечни проектов научных организаций и компаний выложены в нашем репозитории open-source-ops. В этом репозитории также содержатся гайды, лучшие практики и многое другое, связанное с open source разработкой. Если вы знаете библиотеки, которых там нет, – пишите в комментариях или смело создавайте PR, мы будем вам очень благодарны!

Если вам интересна деятельность сообщества ITMO.OpenSource – заходите в наш чат и следите за обновлениями. Уже совсем скоро мы проведём онлайн-митап «Scientific Open Source», на который вас с удовольствием приглашаем.

Андрей Гетманов, Юрий Каминский, Николай Никитин

Источник

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    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 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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