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Reflect, Retry, Reward: как RL учит LLM рефлексировать и становиться лучше

Привет, Хабр!
Меня зовут Роман, я NLP-инженер в Сбере. Занимаюсь мультиагентными системами и работаю с LLM в проде. Сегодня расскажу про одну из самых интересных статей июня по версии Huggingface Daily Papers — Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning.

TL;DR

Авторы предлагают простой, но мощный метод: если первая попытка модели провалилась, она должна написать краткую саморефлексию, а затем сделать повторную попытку. Если она успешна — награду получают только токены саморефлексии.

Для этого используется модифицированный GRPO (Group Relative PPO), где все токены, кроме self-reflection, маскируются. Оценка правильности — через бинарный верификатор, которому не нужен ground truth.

Итог: максимальный прирост 18.1 п.п. на tool-calling задачах (APIGen) и 34.7 п.п. на арифметике (Countdown). Для 1.5–7 B моделей техника работает наиболее впечатляюще: они превосходят по качеству >70B модели. Без катастрофического забывания и с затратой ≈ 2 тысячи RL-шагов на 4–8 × H100.

Что сделали

Что это дало

Сколько стоило

Маскированный GRPO → reward только токенам self reflection

APIGen +18 p.p. (Qwen-2 1.5 B), Countdown +34 p.p. (Qwen-2.5-1.5 B)

1 750 шагов, 256 фейлов/батч, 4–8 × H100

При всей простоте метод закрывает проблему при работе с маленькими моделями, строгим форматом и отсутствием датасета с полной разметкой.

Зачем всё это нужно?

В таких задачах как Tool / API-calling в фиксированном формате, генерация кода и подобных изменение одного символа в ответе может привести к неверному решению. И именно здесь проявляется сразу несколько «узких мест», которые авторы пытаются устранить.

В реальном процессе для таких задач мы можем встроить бинарный верификатор (например, проверка корректности json). Задача состоит в том, чтобы поставить ответу метку «верно/неверно», при этом правильный ответ знать необязательно.

Основная идея подхода — отдать награду только там, где она действительно влияет на ответ. Модель формулирует краткую саморефлексию после ошибки. Бинарный верификатор оценивает, привела ли эта мысль ко второму успешному решению. Если да — положительный градиент получает только текст рефлексии. Так мы превращаем каждую прод-ошибку в обучающий пример без ручной разметки. Не рискуем переобучить модель на конкретных числах или аргументах — лишь улучшаем её умение анализировать собственные ошибки.

Таким образом, бинарный верификатор становится бесплатным поставщиком данных для постоянного самообучения модели — без разметки людей.

Как это работает?

  1. Модель делает первую попытку решить задачу.

  2. Если провал — она генерирует короткую рефлексию.

  3. Снова пробует — с рефлексией и первой попыткой в контексте.

  4. Если вторая попытка успешна → reward получают только токены рефлексии.

Модель учится анализировать ошибки, а не просто угадывать ответ. Это позволяет дообучаться даже без разметки и не ломать знания на других задачах.

d9841e860ef44c2c0c777f7754b17583.png

Формально, GRPO-advantage вычисляют так:

9cd28f231c51627c6802619fff2da87e.png

Обозначение

Смысл

t

Позиция (токен) в сгенерированной последовательности.

r_i

Бинарный reward для всей i-й попытки от верификатора

r_group

Средний reward внутри текущего мини-батча (или «группы») сэмплов.

Пример работы на математическом примере:

4dd8cfb9f5d91368f08b78cf556b9a5e.png

Датасеты

Датасет

Train / Test

Чекер

После фильтра «fail-only»

APIGen

48 k / 12 k

JSON-эквивалент

25 382 примера

Countdown

435 k / 15 k

eval target ∧ uses_all_nums

14 911 примёров

Для каждого запроса сэмплировали около 64 ответов, сохранили только ошибочные ответы перед основным прогоном для экономии ресурсов.

Эксперименты

Основной метрикой рассмотрим изменение точности между «сырой» моделью (vanilla pass@2) и обученной с предложенной техникой (RL pass@2).

Датасет

Валидатор

Модели (1.5–7 B)

pass@2 vs RLpass@2

APIGen 60k

JSON-эквивалент

Qwen-2, Llama-3.1, Phi-3.5

+9 п.п. в среднем

Countdown 450k

eval target & uses_all_nums

Qwen-2.5, Llama 3.x, Palmyra

+16 п.п. в среднем

Для маленьких моделей средний прирост особенно впечатляет. Относительно простая (но нельзя сказать, что недорогая — 8 x H100 есть не у всех) техника очень сильно добавляет процентные пункты.

Количественные результаты

Здесь я оставил маленькие модели, потому что они представляют наибольший практический интерес. Для больших моделей несложно предложить более эффективную технологию повышения качества (по крайней мере на этих двух датасетах), а дообучение в сравнении с маленькими моделями сильно дороже.

Function Calling (APIGen, 12k):

Модель

P@1 van

P@1 RRR

Δ @1

P@2 van

P@2 RRR

Δ @2

Qwen-2 1.5B

32.6 %

48.6 %

+16.0

34.8 %

52.9 %

+18.1

Qwen-2 7B

66.4 %

72.2 %

+5.8

69.4 %

77.3 %

+7.9

Llama-3.1 8B

64.9 %

68.7 %

+3.8

70.9 %

74.9 %

+4.0

Math Countdown (15 k)

Модель

P@1 van

P@1 RRR

Δ @1

P@2 van

P@2 RRR

Δ @2

Qwen-2.5 1.5B

6.0

34.9

+28.9

10.2

45.0

+34.8

Qwen-2.5 3B

18.8

39.7

+20.9

29.0

47.3

+18.3

Qwen-2.5 7B

31.7

43.4

+11.7

38.0

50.3

+12.3

Llama-3.1 8B

2.2

4.6

+2.3

8.8

17.8

+9.0

Видно, что после применения авторского подхода растет качество при первом проходе. Это полезно, потому что в прод-решении мы хотим минимизировать количество вызовов модели для получения финального решения (минимизация расходов).

Ключевые наблюдения и анализ ошибок

Vanilla рефлексии — длинные, многословные, дублируют промпты. После GRPO — в 2–3 раза короче, без повторов, прямо указывают ошибку.
Лучшая единичная дельта — +34.8 п.п. (10.2 % → 45.0 %) у Qwen-2.5-1.5 B на Countdown.
Qwen-2-7B Instruct после Reflect, Retry, Reward опережает Qwen-2-72B Instruct (в 10 раз больше!) без обучения на tool-calling (77.3 % vs 73.7).

Катастрофического забывания нет: MMLU-Pro, GSM8K, HellaSwag, MATH просели не более чем на 1 п.п.

APIGen: у 1.5 B-модели ошибки выбора инструмента падают с 33.9% до 21.3%. Countdown: у той же 1.5 B-модели доля «неправильных чисел» снижается с 73.7% до 34.3%.

Better Self-Reflections

c84c43abf820f53caf78818b391f6c05.png

Размышления моделей без дообучения длинные и избыточные, а дообученные генерируют более короткие и обобщаемые размышления.

Гиперпараметры

Параметр

Значение

Комментарий

LR

5 × 10⁻⁷

выше — взрыв KL, ниже — не сходится

KL коэфф.

1 × 10⁻³

удерживает дивергенцию ≈ 0.3 nats

Scheduler

cosine + 0.03 warm-up ration

мягкий старт

Batch

256 ошибочных сэмплов

оптимум для GRPO-rank на 8 × H100

Шаги

1 750

реальная сходимость (по указанию авторов) быстрее

Ресурсы

4–8 × H100

-

Параметры не вызывают особых вопросов, можно обратить внимание на вычислительные ресурсы. Может показаться, что кластер 4-8 x H100 не выглядит бюджетным, но тут важно отметить, что эти ресурсы нам нужны только на этапе дообучения. Для инференса маленьких моделей, на которые авторы делают акцент в своей работе, необходимо гораздо меньше ресурсов (в пересчете на один инстанс модели).

Ограничения

Метод требует бинарного верификатора. Для более сложных задач может понадобиться judge-LLM, что может требовать дополнительных ресурсов. И так как judge-LLM должна быть сильнее, чем базовая модель, то тут подход уже выходит за рамки бюджетного. Во время инференса придется либо разворачивать вторую (более тяжелую) модель, либо тратить деньги (и жертвовать приватностью) на API.

При этом GRPO-обучение крупных моделей (> 8B) осложняется вычислительной эффективностью.

Вывод

Обучая модель улучшать саморефлексию, а не конкретный ответ. Авторы достигают значительного прироста на задачах APIGen и Countdown без катастрофического забывания и демонстрируют, что меньшие модели (1.5–7 B) после RRR обгоняют 10× более крупные «сырые» модели. Метод требует лишь бинарного верификатора, что делает его применимым там, где проверка ответа проста.

Подход действительно интересный, хотя и кажется достаточно простым. Лично мне хотелось бы еще увидеть сравнения с обычным GRPO без рефлексии. Хочется точно увидеть, что мы не получим такой же прирост без дополнительной рефлексии от модели.

Еще фиксация только на двух датасетах (двух достаточно узких типах задач) кажется недостаточной. Можно попробовать как в недавней Absolute Zero: Reinforced Self-play Reasoning with Zero Data более сильной моделью генерировать задачи и проверять эту синтетику бинарным верификатором. В прод-решении мы можем генерировать синтетику на основе реальных логов, получая доступ к более сильной модели по API, либо (для приватности) поднимать более тяжелую модель на тех же 4-8 x H100.

Спасибо, что дочитали! Пишите свои мысли в комментарии ↓

Автор статьи: Потемин Роман, магистрант AI Talent Hub.

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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

  • 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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