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Меньше — лучше: как Polaris-4B обошёл Qwen3-32B

Привет, Хабр!

В июне 2025 года команда из Гонконгского университета выложила открытые модели Polaris-4B-Preview и Polaris-7B-Preview, обученные с нуля на reasoning-задачах с использованием Reinforcement Learning. Эти модели не просто догоняют топовые коммерческие аналоги вроде Claude-Opus и Grok-3-Beta — они их обгоняют. Причём на архитектуре всего в 4 миллиарда параметров.

Все это результат продуманного инженерного подхода. В этой статье коротко рассмотрим, как авторам Polaris удалось:

  • извлечь максимум из открытых данных,

  • обеспечить стабильное масштабирование reasoning-моделей,

  • обойти ограничения на длинные CoT без дообучения,

  • и при этом не развалить RL.

Анализ сложности данных: фундамент устойчивого обучения

Обучение языковых моделей с подкреплением (RLHF или GRPO) традиционно страдает от одной системной ошибки: отсутствие баланса между лёгкими и сложными задачами. Большинство датасетов либо чрезмерно тривиальны, либо не поддаются решению даже сильными моделями.

В Polaris подошли к этому вопросу с инженерной строгостью. Они построили оценку сложности каждого примера в выборке на основании автономного вывода.

def estimate_difficulty(model, prompt, n=8):
    outputs = [model.generate(prompt, temperature=0.6) for _ in range(n)]
    return sum(is_correct(output) for output in outputs) / n

Чем выше доля правильных решений, тем проще задача. Таким образом, можно вычислить точечную метрику сложности на каждый пример, не прибегая к ручной разметке.

Зеркальное J-распределение

Результаты анализа распределения сложности оказались крайне показательными.

Сравнение
Сравнение

Модель на 1.5B параметров чаще проваливает задачи — распределение сложности принимает форму, зеркально напоминающую букву J: большинство задач крайне сложные.

Модель на 7B параметров, напротив, решает подавляющее большинство задач без ошибок. Распределение превращается в обычное J-распределение: всё слишком просто.

Один и тот же датасет по-разному "читается" моделями разной мощности. Для одной он слишком трудный, для другой — банален.

Фильтрация: формирование эффективного обучающего корпуса

Авторы сформировали три подвыборки на основе DeepScaleR-40K.

Эффективность модели в трех нижеупомянутых условиях
Эффективность модели в трех нижеупомянутых условиях

  1. Полный набор: содержит 40 000 задач, с доминированием простых (8/8).

  2. Фильтрованный: убраны все задачи с 8/8 решений, остаётся 26 000 задач.

  3. Агрессивно отфильтрованный: остаются только те задачи, где менее половины решений успешны. 19 000 задач.

Тесты показали: слишком лёгкий или слишком сложный корпус одинаково бесполезен. Лучший результат даёт сбалансированная, отфильтрованная по сложности выборка.

Rollout-диверсификация и контроль температуры

Обучение с подкреплением предполагает сравнение хороших и плохих траекторий. Если модель генерирует однотипные ответы — никакого обучающего сигнала не возникает. Поэтому необходимо управлять разнообразием выборок, особенно в задачах reasoning, где одна и та же цель может быть достигнута разными логическими путями.

Метрики и управление diversity

Для оценки диверсификации использовалась метрика distinct-4 — доля уникальных 4-грамм по отношению к общему числу токенов.

Разнообразие развертывания с температурой выборки
Разнообразие развертывания с температурой выборки

Авторы протестировали зависимости между:

  • температурой генерации (temperature)

  • точностью (mean@32)

  • разнообразием (distinct-4)

Результаты показали, что низкая температура (t=0.6) дает стабильность, но подавляет разнообразие. Рост температуры до 1.4–1.5 даёт всплеск разнообразия, при этом точность не проседает критично. При t>1.55 начинается коллапс: модель генерирует шум.

Динамическая адаптация температуры

Интересный ход: Polaris не фиксирует temperature, а постепенно увеличивает её на каждой фазе обучения, адаптируясь к уменьшению энтропии модели (модель начинает генерировать одно и то же).

Стадия

Polaris-4B

Polaris-7B

1

1.4

0.7

2

1.45

1.0

3

1.5

1.1

Адаптивный механизм позволяет удерживать познавательный горизонт модели открытым, не давая ей застревать в уже найденных паттернах.

Масштабирование вывода: CoT без дообучения

Chain-of-Thought требует длинного вывода. Но обучать RL на последовательностях 32–52K токенов — дорого и неэффективно. Проблема в том, что даже если задан max_seq_len=52K, в реальности большинство батчей не доходит до этой длины (clip_ratio < 10%).

Решение Polaris — использовать инференсное масштабирование, сохранив тренировку на коротких примерах.

Yarn: позиционная экстраполяция RoPE

Для этого используется Yarn, схема масштабирования Rotary Position Embeddings:

"rope_scaling": {
  "attn_factor": 1.0,
  "factor": 1.5,
  "rope_type": "yarn"
}
0ca268f09e0fd548b853f1e8595531a7.png

Yarn позволяет на inference использовать длины, в полтора раза превышающие обучающие, без потери точности.

Результаты тестов на задачах AIME:

Длины >32K:

  • Без Yarn: точность падает до 26%

  • С Yarn: растёт до 50%+

Фактически, это позволяет применять "train-short, test-long" стратегию без переобучения.

Устойчивость RL: как Polaris справляется с нулевым градиентом

Обучение моделей рассуждения через Reinforcement Learning, особенно с маленьким размером rollout-батча (n=8), сталкивается с одной системной проблемой: разреженность наград. В задачах на математическое мышление, CoT, логический вывод — неудачи случаются часто. И бывает, что на один и тот же prompt модель 8 раз подряд выдаёт неверный ответ. Результат: batch без положительных примеров → нулевой градиент → потерянный шаг обучения.

В традиционном GRPO или PPO это приводит к стагнации: модель не получает сигнала, не знает, куда двигаться. А повторное прогоняние тех же промптов — дорого и неэффективно.

В Polaris были предложены два простых, но мощных способа преодоления этого "эффекта пустого батча".

Rollout Rescue Buffer: мягкое введение памяти в RL

Каждая задача в обучающем корпусе в Polaris имеет ассоциированный буфер успешного ответа. Это кэш, где сохраняется последний известный корректный вывод для данного prompt'а, полученный на любом этапе обучения.

Сценарий работы:

  1. Модель генерирует 8 rollout'ов для задачи X.

  2. Все они оказываются неуспешными (accuracy == 0/8).

  3. Если для задачи X в прошлом был успешный rollout — он берётся из буфера.

  4. Один из 8 текущих провальных rollout'ов заменяется этим буферным.

Замена делается не полностью — только один из 8 rollout'ов. Это не нарушает статистику RL, потому что reward всё равно применяется выборочно.

Результат: батч всегда содержит хотя бы один сигнал обучения, и модель получает ненулевой градиент, даже если "сегодня ей не идёт".

Intra-Batch Informative Substitution:

Второй механизм работает внутри текущего батча — без использования внешней памяти. Если часть задач оказалась "информативной" (т.е. среди 8 rollout'ов есть как минимум один успешный), а другая часть полностью провалена, Polaris делает следующее:

  1. Находит "информативные" примеры — задачи с mix из 0 и 1 reward.

  2. Эти примеры дублируются и подставляются на место "мертвых" задач (0/8).

  3. Таким образом, весь батч наполняется примерами, от которых можно получить полезный градиент.

Оба механизма — Rollout Rescue и Intra-Batch Substitution — решают проблему reward sparsity при небольших batch-size. Замены работают только в рамках already validated outputs, reward-функция остаётся бинарной, и никакой генерации "из будущего" не происходит.

Эффект в обучении:

  • Значительно меньше "мёртвых шагов"

  • Устойчивый рост reward на каждой итерации

  • Повышение sample efficiency RL

Отказ от KL и Entropy

Вместе с мерами по устойчивости, в Polaris отказались от двух популярных, но проблемных компонентов в RLHF:

Почему был убран KL

KL-дивергенция между текущей политикой и SFT-моделью используется во многих RLHF-реализациях (включая PPO) для стабилизации. Но в задачах reasoning это становится тормозом: модель ограничена рамками SFT-поведения и не может исследовать новые стратегии рассуждения.

В Polaris KL полностью убран, чтобы модель могла отклоняться от SFT и формировать новые логические цепочки — особенно если они нестандартные, но правильные.

Почему был убран Entropy loss

Идея поощрять энтропию в output'ах на практике оборачивается нестабильностью:

  • На поздних этапах RL энтропия может расти хаотично

  • Это ведёт к коллапсу: модель начинает выдавать случайные токены

В Polaris отказались от энтропийного поощрения, сосредоточившись на чистом outcome-based reward.

Вместо всего этого используется surrogate loss с upper clipping bound, аналогичный DAPO.

Результаты и сравнение

Чтобы оценить эффективность моделей Polaris, авторы провели серию тестов на популярных математических бенчмарках, включая AIME24, AIME25, Minerva Math, Olympiad Bench и AMC23. Все тесты проводились по строгим, воспроизводимым условиям: по 32 прогонки для каждой задачи (или 4/8 — где указано), с едиными sampling-параметрами.

Все модели запускались в следующих условиях, кроме Qwen3, где применялись более консервативные значения по умолчанию:

sampling_params = SamplingParams(
    temperature=1.4,
    top_p=1.0,
    top_k=20,
    max_tokens=90000  # ~90K токенов: для CoT максимальная длина критична
)

Polaris-4B не просто обгоняет другие модели «в среднем» — он делает это на высоких температурах и длинных ответах, где большинство baseline начинают деградировать.

Базовый тест включал задачи вроде:

Every morning Aya goes for a 9-kilometer-long walk...
Suppose Aya walks at s + 1/2 kilometers per hour.
Find the number of minutes the walk takes her, including t...

Такие задачи требуют цепочек логических рассуждений, рассуждения на уровне алгебры, дробей, времени, скорости — типичная задача CoT, где без грамотного вывода на десятки токенов ответ невозможен.

Результаты по всем бенчмаркам

Модель

AIME24 avg@32

AIME25 avg@32

Minerva avg@4

Olympiad avg@4

AMC23 avg@8

Deepseek-R1-Distill-Qwen-7B

55.0

39.7

36.7

56.8

81.9

AReal-boba-RL-7B

61.9

48.3

39.5

61.9

86.4

Skywork-OR1-7B-Math

69.8

52.3

40.8

63.2

85.3

POLARIS-7B-Preview

72.6

52.6

40.2

65.4

89.0

Deepseek-R1-Distill-Qwen-32B

72.6

54.9

42.1

59.4

84.3

Qwen3-32B

81.4

72.9

44.2

66.7

92.4

Qwen3-4B

73.8

65.6

43.6

62.2

87.2

POLARIS-4B-Preview

81.2

79.4

44.0

69.1

94.8

Polaris-4B обходит всех в своём классе

Модель с 4B параметрами показывает лучшую точность по всем задачам, включая:

  • AIME25: 79.4% (против 65.6% у Qwen3-4B)

  • Minerva Math: 44.0% (на уровне Qwen3-32B)

  • Olympiad Bench: 69.1% — абсолютный рекорд

  • AMC23: 94.8% — результат, ранее достижимый только у 32B моделей

Это выдающийся результат, особенно учитывая, что речь идёт о модели, которую можно развернуть на одном потребительском GPU (24–48 GB VRAM).

Polaris-4B почти догоняет Qwen3-32B, но весит в 8 раз меньше

При меньшем количестве параметров Polaris-4B даёт:

  • На AIME25 — более высокий результат, чем Qwen3-32B

  • На Minerva и Olympiad — почти идентичные цифры

Это показывает, что подход Polaris к выбору задач, управлению сложностью и длиной вывода даёт непараметрическое преимущество: модель использует свои возможности более эффективно.

Polaris-7B опережает всех конкурентов на 7B

Хотя разрыв между Polaris-7B и Qwen3-32B ожидаемо велик, в своей весовой категории модель обходит все аналоги, включая:

  • Deepseek-7B (на 13% ниже на AIME24)

  • Skywork и AReal-boba — тоже уступают по всем показателям

Длинный вывод — ключевой фактор

Если ограничить max_tokens стандартным 4096 или 8192, Polaris теряет большую часть своего преимущества. Именно за счёт генерации длинных, разветвлённых цепочек рассуждений (до 90K токенов) модель проявляет свою силу.

Отсюда практический вывод: если вы тестируете reasoning-модель, ограничивая длину вывода — вы не тестируете её вовсе.

Чему можно научиться у Polaris

  1. Сложность данных — не метрика, а инструмент. Сбалансированное распределение критично для эффективности RL.

  2. Sampling temperature — управляемая ось обучения, не просто фиксированная гиперпараметрическая настройка.

  3. Inference-time RoPE scaling даёт прирост без затрат на переобучение.

  4. Небольшие инженерные хаки (buffer, swap) радикально улучшают стабильность RL.

  5. Не все loss-функции полезны. Иногда лучше убрать регуляризаторы, чем на них полагаться.

Ссылки

Если вам интересны современные достижения в области искусственного интеллекта и нейросетей, приглашаем вас посетить два предстоящих открытых урока, которые помогут лучше понять, как работают передовые модели и их практическое применение.

Чтобы ознакомиться с полным списком курсов и выбрать подходящую программу по Data Science и машинному обучению, заходите в каталог. А чтобы не пропустить новые открытые уроки, следите за обновлениями в календаре открытых мероприятий.

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  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

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

  • 11.10.25 10:44 Tonerdomark

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

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

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

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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