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[Перевод] Итоги LLM в 2025 году: прогресс, проблемы и прогнозы

Один из лучших обозревателей в мире LLM выпустил масштабный разбор всего самого важного, что случилось с языковыми моделями в 2025 году. Я перевел, чтобы как можно больше людей прочитало этот фундаментальный труд. Дальше — слово автору.

На исходе 2025 года предлагаю оглянуться на ключевые достижения в области больших языковых моделей (LLM) и проанализировать оставшиеся ограничения и нерешенные проблемы, а также высказать несколько соображений о дальнейшем развитии событий.

Как и каждый год, 2025-й выдался чрезвычайно насыщенным для LLM и искусственного интеллекта в целом, при этом прогресс не показывает никаких признаков замедления или выхода на плато.

Год рассуждений, RLVR и GRPO

Есть много тем для обсуждения, но начнем по хронологии — с января 2025 года.

Масштабирование продолжало работать, но оно не особо меняло поведение LLM или ощущения от работы с ними на практике. Единственным исключением стала свежевыпущенная модель o1 от OpenAI, которая добавила цепочки рассуждений (reasoning traces). Поэтому, когда DeepSeek выпустила свою статью о R1 в январе 2025 года, продемонстрировав, что поведение, напоминающее рассуждение, можно развить с помощью обучения с подкреплением (reinforcement learning), это стало поворотным моментом. (В контексте LLM под рассуждением понимается способность модели объяснять свой ответ, причем само это объяснение зачастую приводит к повышению точности ответа.)

Рисунок 1: Короткий ответ и более длинный ответ с промежуточными шагами, который обычно генерируют модели рассуждений
Рисунок 1: Короткий ответ и более длинный ответ с промежуточными шагами, который обычно генерируют модели рассуждений

Deepseek Moment

DeepSeek R1 привлекла огромное внимание по нескольким причинам.

Во-первых, DeepSeek R1 была выпущена как модель с открытыми весами, которая показывала действительно хорошие результаты и была сопоставима с лучшими проприетарными моделями того времени (ChatGPT, Gemini и другими).

Во-вторых, статья о DeepSeek R1 заставила многих — особенно инвесторов и журналистов — обратить внимание на более раннюю статью о DeepSeek V3 от декабря 2024 года. Это привело к пересмотру выводов: хотя обучение современных моделей по-прежнему остается дорогим, оно может быть на порядок дешевле, чем предполагалось ранее, — порядка 5 млн долларов, а не 50 или 500 млн.

Рисунок 2: Таблица из статьи о DeepSeek V3, оценивающая стоимость обучения модели DeepSeek V3 с 671 миллиардом параметров
Рисунок 2: Таблица из статьи о DeepSeek V3, оценивающая стоимость обучения модели DeepSeek V3 с 671 миллиардом параметров

В дополнительных материалах к DeepSeek R1 стоимость обучения модели R1 поверх V3 оценивается в $294 000, что опять же намного ниже, чем все предполагали.

Рисунок 3: Таблица из дополнительных материалов к статье DeepSeek R1, оценивающая стоимость обучения модели R1 поверх DeepSeek V3
Рисунок 3: Таблица из дополнительных материалов к статье DeepSeek R1, оценивающая стоимость обучения модели R1 поверх DeepSeek V3

Конечно, оценка в 5 млн долларов требует оговорок. Например, она учитывает только стоимость вычислительных кредитов для финального запуска модели, но не учитывает зарплаты исследователей и расходы на эксперименты с гиперпараметрами.

В-третьих, и это наиболее интересно, в статье было представлено обучение с подкреплением с проверяемыми наградами (Reinforcement Learning with Verifiable Rewards, RLVR) с алгоритмом GRPO как новый (или, по крайней мере, модифицированный) алгоритмический подход для разработки так называемых моделей рассуждений и улучшения LLM на этапе постобучения (post-training).

Рисунок 4: Общий обзор того, как и когда применяется обучение с подкреплением. В этом обзоре я сознательно опускаю множество деталей
Рисунок 4: Общий обзор того, как и когда применяется обучение с подкреплением. В этом обзоре я сознательно опускаю множество деталей

До этого момента методы постобучения, такие как дообучение с учителем (supervised instruction fine-tuning, SFT) и обучение с подкреплением на основе обратной связи от человека (reinforcement learning with human feedback, RLHF), которые по-прежнему остаются важной частью пайплайна обучения, упирались в необходимость дорогостоящих письменных ответов или меток предпочтений. (Конечно, их можно генерировать синтетически с помощью других LLM, но это немного напоминает проблему курицы и яйца.)

Ключевое значение DeepSeek R1 и RLVR заключается в том, что они позволяют проводить постобучение LLM на больших объемах данных, что делает их отличным кандидатом для улучшения и раскрытия возможностей через масштабирование вычислений на этапе постобучения (при наличии доступного вычислительного бюджета).

Буква V в RLVR означает verifiable — «проверяемый», что подразумевает возможность использования детерминированных подходов для определения корректности ответов, и этих меток достаточно для того, чтобы LLM научилась решать сложные задачи. (Типичные категории — математика и код, но эту идею можно расширить и на другие области.)

Рисунок 5: Простой пример проверяемой награды
Рисунок 5: Простой пример проверяемой награды

Не буду углубляться в технические детали — в годовом обзоре нужно охватить и другие темы. О моделях рассуждений и RLVR можно написать целые статьи или даже книги. Например, если вас интересует более подробная информация, ознакомьтесь с моими предыдущими статьями: «Понимание рассуждающих LLM» (Understanding Reasoning LLMs) и «Состояние обучения с подкреплением для рассуждений LLM» (The State of Reinforcement Learning for LLM Reasoning).

При всем вышесказанном главный вывод таков: разработка LLM в этом году практически полностью находилась под доминированием моделей рассуждений, использующих RLVR и GRPO.

По сути, каждый крупный разработчик LLM с открытыми весами или проприетарных моделей выпустил вариант своей модели с функцией рассуждений (часто называемый «думающим») после выхода DeepSeek R1.

Ключевые направления развития LLM

Если бы мне нужно было кратко резюмировать основные направления разработки LLM для каждого года, помимо простого масштабирования архитектуры и вычислений для предобучения, я бы составил такой список:

  • 2022: RLHF + PPO

  • 2023: LoRA SFT

  • 2024: Mid-Training

  • 2025: RLVR + GRPO

Предобучение (pre-training) по-прежнему остается необходимым фундаментом для всего остального. Помимо этого, именно RLHF (через алгоритм PPO, Proximal Policy Optimization) изначально дал нам оригинальную модель ChatGPT в 2022 году.

В 2023 году много внимания уделялось LoRA (Low-Rank Adaptation) и похожим методам эффективного по параметрам дообучения (parameter-efficient fine-tuning) для обучения небольших кастомных LLM.

Рисунок 6: Некоторые из ключевых направлений разработки проприетарных LLM и моделей с открытыми весами на протяжении лет. Обратите внимание, что это накопительная картина, что означает, что RLHF + PPO, например, все еще актуальны и используются. Однако это уже не самая горячо обсуждаемая тема
Рисунок 6: Некоторые из ключевых направлений разработки проприетарных LLM и моделей с открытыми весами на протяжении лет. Обратите внимание, что это накопительная картина, что означает, что RLHF + PPO, например, все еще актуальны и используются. Однако это уже не самая горячо обсуждаемая тема

Затем, в 2024 году, все крупные лаборатории начали делать свои пайплайны (пред)обучения более сложными, сосредоточившись на синтетических данных, оптимизации смесей данных, использовании доменно-специфичных данных и добавлении специальных этапов обучения на длинном контексте. Я обобщил эти различные подходы в своей статье 2024 года (тогда я сгруппировал эти техники под предобучением, поскольку термин «промежуточное обучение» (mid-training) еще не был введен):

Тогда я рассматривал их как техники предобучения, поскольку они используют тот же алгоритм и цель предобучения. Сегодня эти несколько более специализированные этапы предобучения, которые следуют за обычным предобучением на общих данных, часто называют «промежуточным обучением» — как мост между обычным предобучением и дообучением (или постобучением), включающим SFT, RLHF и теперь RLVR.

Итак, вам может быть интересно: что дальше?

Я думаю, в следующем году мы увидим еще больше внимания к RLVR. Сейчас RLVR применяется в основном в математике и программировании.

Следующий логический шаг — использовать в качестве сигнала награды не только корректность финального ответа, но и оценивать объяснения LLM в процессе обучения RLVR. Это делалось раньше, на протяжении многих лет, под исследовательским термином «процессные модели вознаграждения» (process reward models, PRM). Однако пока это не принесло значительных успехов. Например, цитируя статью о DeepSeek R1:

4.2. Неудачные попытки

[...] В заключение, хотя PRM демонстрирует хорошую способность переранжировать топ-N ответов, сгенерированных моделью, или помогать в управляемом поиске (Snell et al., 2024), ее преимущества ограничены по сравнению с дополнительными вычислительными издержками, которые она вносит в процесс крупномасштабного обучения с подкреплением в наших экспериментах.

Однако, глядя на недавнюю статью о DeepSeekMath-V2, которая вышла в прошлом месяце и которую я обсуждал в своей предыдущей статье «От DeepSeek V3 до V3.2: архитектура, разреженное внимание и обновления RL» (From DeepSeek V3 to V3.2: Architecture, Sparse Attention, and RL Updates), я думаю, что в будущем мы увидим больше «оценки объяснений» в качестве обучающего сигнала.

Способ, которым сейчас оцениваются объяснения, включает использование второй LLM. Это подводит к ещё одному направлению развития RLVR, которое я предвижу: расширению на другие области помимо математики и программирования.

Так что, если бы вы спросили меня сегодня, что я вижу на горизонте для 2026 и 2027 годов, я бы сказал следующее:

  • 2026: расширения RLVR и больше масштабирования во время инференса

  • 2027: непрерывное обучение (continual learning)

Помимо упомянутых расширений RLVR, я думаю, что в 2026 году будет больше внимания уделяться масштабированию во время инференса (inference-time scaling). Масштабирование во время инференса означает, что мы тратим больше времени и денег после обучения, когда позволяем LLM генерировать ответ, но это окупается.

Масштабирование инференса — не новая парадигма, и платформы LLM уже используют определенные техники под капотом. Это компромисс между задержкой, стоимостью и точностью ответа. Однако в определенных приложениях, где точность важнее задержки и стоимости, экстремальное масштабирование инференса может полностью себя оправдать. Например, как показала недавняя статья о DeepSeekV2-Math, это подняло модель до производительности золотого уровня на бенчмарке математических соревнований.

Рисунок 7: Комбинация двух методов масштабирования во время инференса: самосогласованность (self-consistency) и самоулучшение (self-refinement). Дополнительные итерации самоулучшения улучшают точность. Рисунок с пояснениями из статьи DeepSeekMath-V2.
Рисунок 7: Комбинация двух методов масштабирования во время инференса: самосогласованность (self-consistency) и самоулучшение (self-refinement). Дополнительные итерации самоулучшения улучшают точность. Рисунок с пояснениями из статьи DeepSeekMath-V2.

В этом году среди коллег также много говорили о непрерывном обучении. Вкратце, непрерывное обучение — это обучение модели на новых данных или знаниях без переобучения с нуля.

Это не новая идея, и мне интересно, почему она так активно обсуждалась в этом году, ведь пока не было никакого нового или существенного прорыва в области непрерывного обучения. Главная проблема — катастрофическое забывание (catastrophic forgetting): как показывают эксперименты с продолженным предобучением, усвоение новых знаний приводит к частичной потере старых.

Тем не менее, тема явно актуальна, и я ожидаю прогресса в минимизации катастрофического забывания. Разработка методов непрерывного обучения станет важным направлением в ближайшие годы.

GRPO — любимчик исследований года

Академические исследования в эпоху дорогих LLM — непростая задача. Конечно, важные открытия, ставшие основой прогресса и прорывов в LLM, могут быть сделаны в академической среде несмотря на более скромные бюджеты (а может, и благодаря им).

В последние годы популярными примерами являются LoRA (LoRA: Low-Rank Adaptation of Large Language Models, 2021) и связанные с ней методы эффективного по параметрам дообучения.

Рисунок 8: Введение в LoRA с примерами кода (туториал)
Рисунок 8: Введение в LoRA с примерами кода (туториал)

Еще один пример — DPO (Direct Preference Optimization, прямая оптимизация предпочтений: Your Language Model is Secretly a Reward Model) и связанные методы выравнивания без модели наград (reward-model-free alignment) как альтернатива обучению с подкреплением на основе обратной связи от человека.

Рисунок 9: Введение в DPO с примерами кода (туториал)
Рисунок 9: Введение в DPO с примерами кода (туториал)

В моем окружении главным исследовательским открытием года стал GRPO. Хотя он был представлен в статье DeepSeek R1, а не появился из академической среды, он все же сделал год захватывающим для исследователей: и RLVR, и GRPO концептуально интересны и, в зависимости от масштаба, не запредельно дороги для экспериментов.

Так что в этом году я видел множество математических улучшений GRPO в исследовательской литературе по LLM (как от компаний, так и от академических исследователей), которые позже были приняты в пайплайнах обучения современных LLM. Например, некоторые из улучшений включают следующее:

Olmo 3:

  • Фильтрация нулевого градиентного сигнала (DAPO от Yu et al., 2025)

  • Активная выборка (DAPO от Yu et al., 2025)

  • Потери на уровне токенов (DAPO от Yu et al., 2025)

  • Без KL loss (DAPO от Yu et al., 2025 и Dr. GRPO от Liu et al., 2025)

  • Clip higher (DAPO от Yu et al., 2025)

  • Усеченная importance sampling (Yao et al., 2025)

  • Без нормализации стандартного отклонения (Dr. GRPO от Liu et al., 2025)

DeepSeek V3.2:

  • KL tuning с доменно-специфичными силами KL (ноль для математики)

  • Reweighted KL

  • Off-policy маскирование последовательности

  • Сохранение маски выборки для top-p / top-k

  • Сохранение оригинальной нормализации преимущества GRPO

Могу подтвердить: эти модификации GRPO существенно влияют на результат. Например, с некоторыми или несколькими из этих модификаций неудачные обновления больше не сбивают процесс обучения, и мне больше не нужно периодически перезагружать чекпоинты.

И даже для очень коротких запусков я наблюдал большой прирост при использовании этих трюков:

Рисунок 10: Небольшой фрагмент результатов моего кода обучения GRPO с нуля, который доступен на GitHub
Рисунок 10: Небольшой фрагмент результатов моего кода обучения GRPO с нуля, который доступен на GitHub

В любом случае, у меня есть базовый скрипт GRPO в репозитории «Build A Reasoning Model (From Scratch)», если вы хотите поэкспериментировать с ним. (Скоро добавлю больше исследований абляции с соответствующими модификациями.)

Архитектуры LLM: на распутье?

Что касается архитектур LLM, современные модели по-прежнему используют классический декодерный трансформер (decoder-only transformer). Однако в этом году модели с открытыми весами более или менее сошлись на использовании слоев смеси экспертов (mixture-of-experts, MoE), а также как минимум одного «оптимизированного по эффективности» механизма внимания: Grouped-Query Attention, внимания со скользящим окном или многоголового латентного внимания.

Помимо этих достаточно стандартных архитектур LLM, мы также видели более радикальные оптимизации механизма внимания для линейного масштабирования с длиной последовательности. Примеры включают Gated DeltaNets в Qwen3-Next и Kimi Linear, а также слои Mamba-2 в Nemotron 3 от NVIDIA.

В любом случае, не буду вдаваться в детали, потому что у меня есть целая статья на 13 тысяч слов, недавно обновленная и посвященная этим архитектурам, если вы хотите узнать больше: «Большое сравнение архитектур LLM».

Рисунок 11: Большое сравнение архитектур LLM

Мой прогноз заключается в том, что мы продолжим строить модели на архитектуре трансформера как минимум еще несколько лет, по крайней мере когда речь идет о современной производительности моделирования.

В то же время я думаю, что мы будем видеть все больше и больше таких настроек эффективности и инженерных трюков, как Gated DeltaNet и слои Mamba, потому что в масштабах, в которых LLM обучаются, развертываются и используются, это просто имеет финансовый смысл для этих компаний, которые все еще тратят много денег на обслуживание LLM.

Это не означает, что нет других альтернатив. Как я писал в статье «За пределами стандартных LLM» (Beyond Standard LLMs), например, текстовые диффузионные модели представляют собой интересный подход. Сейчас они попадают в категорию экспериментальных исследовательских моделей, но Google поделились, что выпустят модель Gemini Diffusion. Она не будет соперничать с их передовыми предложениями по качеству моделирования, но будет действительно быстрой и привлекательной для задач с требованиями низкой задержки (например, автодополнение кода).

Также две недели назад были выпущены модели LLaDA 2.0 с открытыми весами. Самая крупная из них, на 100 миллиардов параметров, является на сегодняшний день самой большой текстовой диффузионной моделью и находится наравне с Qwen3 30B. (Да, она не продвигает общий уровень современности, но это все равно примечательный релиз в области диффузионных моделей.)

Год масштабирования инференса и использования инструментов

Улучшение LLM путем масштабирования обучающих данных и архитектур — это проверенная формула, которая (все еще) продолжает работать. Однако, особенно в этом году, это уже не «единственный» достаточный рецепт.

Мы увидели это на примере GPT 4.5 (февраль 2025), которая, по слухам, была намного больше, чем GPT 4 (и более поздняя GPT 5), но чистое масштабирование само по себе в целом не является наиболее разумным путем вперед. Возможности GPT 4.5, возможно, были лучше, чем у GPT 4, но увеличенный бюджет на обучение был признан «плохой отдачей от вложений».

Вместо этого большую часть прогресса в этом году обеспечили более совершенные пайплайны обучения (с большим акцентом на предобучение и постобучение) и масштабирование инференса.

Например, как обсуждалось ранее при разговоре о DeepSeekMath-V2, которая достигла производительности золотого уровня в математике, масштабирование инференса — это один из рычагов, которые мы можем использовать, чтобы заставить LLM решать чрезвычайно сложные задачи по требованию (GPT Heavy Thinking или Pro — другие примеры; использовать их для всего не имеет смысла из-за высокой задержки и стоимости, но есть определенные случаи, такие как сложные математические или программистские задачи, где интенсивное масштабирование на этапе инференса оправдано).

Другое крупное улучшение пришло от обучения LLM с учетом использования инструментов. Как вы, скорее всего, знаете, галлюцинации — одна из самых больших проблем LLM. Можно утверждать, что частота галлюцинаций продолжает снижаться, и я думаю, это во многом связано с упомянутым использованием инструментов. Например, когда спрашивают, кто выиграл чемпионат мира по футболу FIFA в 1998 году, вместо попытки запомнить ответ, LLM может обратиться к поисковой системе через механизм вызова инструментов и извлечь эту информацию с авторитетного сайта по этой теме (например, в данном случае, с официального сайта FIFA). То же самое касается математических задач с использованием API калькулятора и так далее.

Например, модели gpt-oss от OpenAI были среди более ранних моделей с открытыми весами, выпущенных в этом году, которые были специально разработаны с учетом использования инструментов.

Рисунок 12: Таблица с пояснениями из статьи с описанием модели gpt-oss (model card paper)
Рисунок 12: Таблица с пояснениями из статьи с описанием модели gpt-oss (model card paper)

К сожалению, экосистема открытого исходного кода еще не полностью догнала это направление, и многие, если не большинство инструментов, по-прежнему по умолчанию запускают эти LLM в режиме без использования инструментов. Одна из причин заключается в том, что это новая, развивающаяся парадигма, под которую необходимо адаптировать инструментарий. Другая причина также в том, что это более сложная проблема для решения из-за безопасности (предоставление LLM неограниченного доступа к использованию инструментов потенциально может представлять угрозу безопасности или причинить другой вред вашей системе. Я думаю, что разумный вопрос, который всегда нужно задавать: доверили бы вы новому стажеру делать это с таким объемом доступа к вашей системе?)

Я думаю, что в ближайшие годы включение и разрешение использования инструментов станет все более распространенным при локальном использовании LLM.

5. Слово года: Benchmaxxing

Если бы мне пришлось выбрать слово или тренд, который описывает разработку LLM в этом году, это было бы «benchmaxxing» (бенчмаркинг ради бенчмаркинга).

Здесь benchmaxxing означает сильный акцент на улучшении показателей в таблицах лидеров, иногда до такой степени, что производительность на бенчмарках становится самоцелью, а не показателем общих возможностей.

Ярким примером стала Llama 4, которая показала чрезвычайно хорошие результаты по многим устоявшимся бенчмаркам. Однако, как только пользователи и разработчики получили к ней доступ, они поняли, что эти оценки не отражают реальные возможности и полезность.

Как гласит популярная поговорка: если тестовый набор публичен — это уже не настоящий тестовый набор. И проблема в наши дни заключается в том, что данные тестового набора не только являются частью обучающего корпуса (намеренно или непреднамеренно), но также часто непосредственно оптимизируются во время разработки LLM.

В прошлом, даже если оценки на бенчмарках по публичным тестовым наборам были завышены, по крайней мере ранжирование моделей все же сохранялось. Например, см. аннотированный рисунок из статьи 2019 года «Do ImageNet Classifiers Generalize to ImageNet?» ниже.

Рисунок 13: Рисунок с пояснениями из статьи 2019 года «Do ImageNet Classifiers Generalize to ImageNet?»
Рисунок 13: Рисунок с пояснениями из статьи 2019 года «Do ImageNet Classifiers Generalize to ImageNet?»

В разработке LLM это достигло точки, где показатели бенчмарков больше не являются надежными индикаторами производительности LLM.

Однако я думаю, что бенчмарки остаются необходимыми порогами, которые LLM должны преодолеть. То есть, если я вижу, что LLM набирает ниже X на бенчмарке Y, я уже знаю, что это не очень хорошая LLM. Однако, если она набирает выше X на бенчмарке Y, это не означает, что она намного лучше другой LLM, которая также набирает выше X на том же бенчмарке.

Другой аспект, который следует учитывать, заключается в том, что классификаторы изображений имеют только одну задачу, а именно классификацию изображений. Однако LLM используются для множества различных задач: перевода текста, резюмирования текста, написания кода, мозгового штурма, решения математических задач и многих других. Оценка классификаторов изображений, где доступна четкая метрика, такая как точность классификации (classification accuracy), намного проще, чем оценка LLM как на детерминированных, так и на свободных задачах.

Помимо практического опробования LLM и постоянного создания новых бенчмарков, к сожалению, нет решения этой проблемы.

6. ИИ для кода, текстов и исследований

Поскольку эта тема поднимается так часто, я хотел поделиться своим мнением о замене LLM людей для определенных типов задач (или даже профессий).

На высоком уровне я рассматриваю LLM как инструменты, которые дают людям в определенных профессиях «суперспособности». Я имею в виду, что при правильном использовании LLM могут сделать людей существенно более продуктивными и убрать много рутины из повседневной работы. Это варьируется от относительно обыденных задач, таких как обеспечение единообразного оформления заголовков разделов с заглавными буквами, до поиска сложных багов в больших кодовых базах.

6.1 Код

Сегодня я по-прежнему пишу большую часть важного для меня кода самостоятельно. Под «важным для меня» я понимаю контексты, где имеет значение, что я понимаю код и что код корректен. Например, если я настраиваю скрипт обучения LLM, я буду реализовывать и тщательно проверять логику обучения. Это нужно а) чтобы убедиться, что он делает то, что, по моему мнению, должен делать, и б) чтобы сохранить свои знания и экспертизу в этой задаче. Однако теперь я использую LLM для добавления более рутинного кода вокруг этого, например, добавления шаблонного кода argparse для командной строки, чтобы я мог использовать свой собственный код более удобно из командной строки.

Рисунок 14: Пример добавления аргументов командной строки в скрипт обучения с использованием промпта «Добавь argparse для всех опций гиперпараметров в training-script.py»
Рисунок 14: Пример добавления аргументов командной строки в скрипт обучения с использованием промпта «Добавь argparse для всех опций гиперпараметров в training-script.py»

Но я также все больше и больше полагаюсь на LLM для выявления проблем, предложения улучшений или проверки идей на здравый смысл. В то же время я хочу понимать, что я создаю, и в качестве личной цели стремлюсь углублять свои знания и навыки и продолжать развивать свою экспертизу.

При этом LLM оказались чрезвычайно ценными для задач за пределами моей основной области экспертизы. Они позволяют мне автоматизировать вещи, на которые у меня иначе не хватило бы времени или энергии. Один из примеров — недавний инструмент, который я написал для извлечения и резервного копирования моих статей из Substack в формате Markdown. (Я составляю черновики всего в Markdown, но часто редактирую и расширяю статьи непосредственно в редакторе Substack, поэтому мои локальные черновики не всегда актуальны). LLM также помогли мне очистить CSS на моем сайте, который за годы накопил множество дублирований и несоответствий. И есть много подобных случаев, когда я использовал LLM в этом году.

Или, короче говоря, ключевой момент здесь — понимать, когда использовать LLM, а когда нет. И как использовать LLM таким образом, чтобы это помогало вам развивать свою экспертизу способом, который также приносит удовлетворение.

6.2 Кодовые базы и библиотеки кода

LLM стали лучше писать код, но, несмотря на то, что я слышу от некоторых людей, я не думаю, что код является или станет временным или устаревшим. LLM позволяют быстро создавать продукты, на которые раньше уходило много времени.

Однако чисто LLM-генерируемые кодовые базы не заменяют экспертно созданные кодовые базы. Эти экспертные кодовые базы могли быть даже созданы программистами-людьми, которые сами использовали LLM. Но ключевой момент заключается в том, что кто-то с экспертизой в этой области вложил много времени и усилий в их создание, тестирование и доработку. Другому человеку потребуется много работы, чтобы повторить это, так зачем не использовать готовое, если оно существует?

Короче говоря, я думаю, что эксперт full-stack веб-разработчик, который изучил хорошие паттерны проектирования (design patterns) и компромиссы, изучил, увидел и построил множество платформ за свою карьеру, сможет создать лучшую платформу, чем человек без опыта, который просто дает промпты LLM для ее создания.

Хорошая новость: теперь даже непрофессионал может создать платформу, даже если она не самая лучшая. Однако использование и промптинг LLM поможет этому человеку лишь до определенного предела, и качество платформы упрется в потолок. Поэтому, если человек действительно заботится об улучшении платформы, было бы хорошей идеей углубиться в эту тему, узнать, как другие создают платформы, и вернуться с большими знаниями, чтобы более эффективно использовать LLM для направления и улучшения дизайна платформы.

6.3 Написание технических текстов и исследования

Аналогично программированию, я не вижу, чтобы LLM делали написание технических текстов устаревшим. Написание хорошей технической книги требует тысяч часов работы и глубокого знакомства с предметом. Этот процесс может включать использование LLM для улучшения ясности, проверки технической корректности, исследования альтернатив или проведения небольших экспериментов, но основная работа по-прежнему зависит от человеческого суждения и экспертизы.

Рисунок 15: Реальный пример того, как LLM помогла мне найти и исправить ошибку в предыдущей статье
Рисунок 15: Реальный пример того, как LLM помогла мне найти и исправить ошибку в предыдущей статье

Да, LLM могут улучшить качество технической документации и специализированных материалов. Они могут помочь авторам находить ошибки, расширять ссылки и в целом сокращать время, потраченное на рутинные задачи. Это освобождает больше времени для глубокой работы, которая действительно требует креативности и опыта.

С точки зрения читателя, я также не думаю, что LLM заменяют профессионально написанные материалы. Использование LLM для изучения темы хорошо работает для быстрых вопросов и объяснений для начинающих. Однако этот подход быстро становится беспорядочным, когда вы хотите построить более глубокое понимание.

В этот момент, вместо того чтобы потенциально тратить часы на попытки отфильтровать ответы LLM по теме, которую вы пытаетесь изучить, но еще не являетесь экспертом, часто имеет смысл следовать структурированному пути обучения, разработанному экспертом. (Эксперт мог использовать или не использовать LLM.)

Конечно, по-прежнему имеет смысл использовать LLM для уточняющих вопросов или исследования побочных путей во время прохождения курса или изучения материала. Также отлично использовать их для создания тестов или упражнений для практики знаний.

В целом, я вижу LLM как чистый выигрыш и для авторов, и для читателей.

Но я также полагаю, что здесь ключевой момент заключается в том, чтобы научиться распознавать, когда использовать LLM, а когда нет. Например, главный недостаток в том, что может возникнуть соблазн сразу использовать LLM, когда тема становится сложной, потому что самостоятельная борьба с проблемой сначала часто приводит к намного более сильному обучению.

Я вижу исследования примерно так же. LLM очень полезны для поиска связанной литературы, выявления проблем в математической нотации и предложения последующих экспериментов. Но все равно имеет смысл оставлять исследователя-человека в роли главного.

Возможно, эмпирические правила здесь выглядят примерно так:

  • Если эта исследовательская статья или материал были полностью созданы человеком, их потенциально можно было бы дополнительно улучшить

  • И если эта исследовательская статья или материал могли бы быть сгенерированы простым промптингом LLM, то они, вероятно, недостаточно новаторские и/или глубокие

6.4 LLM и выгорание

LLM все еще довольно новы и развиваются, и я думаю, что есть также менее обсуждаемый недостаток чрезмерного использования LLM. Например, я считаю, что если модель делает всю работу, а человек в основном контролирует, работа может начать казаться пустой.

Конечно, некоторые люди действительно наслаждаются управлением системами и организацией рабочих процессов, и это совершенно обоснованное предпочтение. Но для людей, которым нравится делать саму работу, я думаю, что такой режим работы может ускорить выгорание. (Особенно это касается компаний, которые ожидают больше результатов быстрее, поскольку теперь у нас есть LLM.)

Есть особое удовлетворение в борьбе со сложной проблемой и, наконец, в том, чтобы увидеть, как она работает. Я не получаю того же ощущения, когда LLM сразу выдает решение. Я полагаю, это похоже на готовку (это просто пришло мне в голову, и я не великий повар). Если вам нравится делать пиццу, использование готового теста и только добавление начинки, вероятно, лишает большей части радости, и готовка превращается в рутину. Это не обязательно плохо, но я думаю, что если вы делаете эту работу много часов каждый день в течение длительного периода (месяцы или годы), я могу понять, как это будет казаться пустым и в конечном итоге приведет к выгоранию.

С личной точки зрения, писать код приятнее, чем читать. И вы можете согласиться, что создавать pull request обычно веселее, чем рецензировать их (но, конечно, это не верно для всех).

Возможно, хорошая, идеализированная (но не идеальная) аналогия того, как мы должны использовать AI устойчивым образом — это шахматы.

Шахматные движки превзошли людей-игроков десятилетия назад, но профессиональные шахматы среди людей по-прежнему живы и процветают. Я не эксперт по шахматам, но, я бы сказал, игра, вероятно, даже стала богаче и интереснее.

Основываясь на том, что я слышал (например, на основе книги Каспарова «Deep Thinking» и подкастов с Магнусом Карлсеном), современные игроки используют AI для изучения различных идей, оспаривания своих интуиций и анализа ошибок с уровнем глубины, который просто не был возможен раньше.

Я думаю, что это полезная модель для размышлений об AI в других формах интеллектуальной работы. При правильном использовании AI может ускорить обучение и расширить то, что один человек может разумно взять на себя. Я думаю, мы должны относиться к нему скорее как к партнеру, а не как к замене.

Но я также думаю, что если AI используется для полного аутсорсинга мышления и программирования, это рискует подорвать мотивацию и долгосрочное развитие навыков.

Рисунок 16: LLM снижают порог входа и делают программистов (как начинающих, так и экспертов) более продуктивными. Однако, когда мы завершаем 2025 год, я думаю, что все еще стоит инвестировать в то, чтобы стать экспертом, потому что тогда вы сможете извлечь еще больше из LLM и достигать еще лучших результатов
Рисунок 16: LLM снижают порог входа и делают программистов (как начинающих, так и экспертов) более продуктивными. Однако, когда мы завершаем 2025 год, я думаю, что все еще стоит инвестировать в то, чтобы стать экспертом, потому что тогда вы сможете извлечь еще больше из LLM и достигать еще лучших результатов

7. Конкурентное преимущество: частные данные

Общие возможности LLM в программировании, ответах на вопросы и написании текстов продолжают улучшаться. Это в значительной степени верно, потому что масштабирование по-прежнему обеспечивает положительную отдачу от инвестиций благодаря улучшениям в пайплайнах и парадигмах обучения (например, RLVR), а также в масштабировании инференса и использовании инструментов.

Однако это начнет выходить на плато в какой-то момент (аналогично тому, что мы видели при разработке от GPT 4 до GPT 4.5), если мы не будем продолжать изобретать новые методы обучения и/или архитектуры (на данный момент никто не знает, как они могут выглядеть).

LLM уже справляются со множеством типовых задач из разряда «низковисящих фруктов». Но чтобы закрепить их в определенных отраслях, потребуется большая доменная специализация. Я думаю, что поставщики LLM хотели бы получить доступ к высококачественным, доменно-специфичным данным. Пока что похоже, что это будет проблемой.

Например, судя по всему, большинство компаний, к которым обращались, отклонили такие сделки именно потому, что данные являются проприетарными и ключевыми для их конкурентного преимущества. (Я слышал это из нескольких источников, и также была статья в The Information на эту тему.)

Это совершенно логично. Продавать ценные проприетарные данные компаниям вроде OpenAI или Anthropic — решение, на мой взгляд, недальновидное.

Рисунок 17: Пример секторов и типов данных, которые могли бы быть полезны для обучения доменно-специфичных LLM, но где внешняя продажа данных вызывала бы опасения. (Я не являюсь юридическим экспертом, и это не юридическая консультация, но я могу представить, что если это чисто локальная LLM, которая не покидает защищенные серверы компании, обучение модели на данных о здоровье пациентов ничем не отличается от разработки других типов внутреннего программного обеспечения, работающего с этими данными о здоровье пациентов.)
Рисунок 17: Пример секторов и типов данных, которые могли бы быть полезны для обучения доменно-специфичных LLM, но где внешняя продажа данных вызывала бы опасения. (Я не являюсь юридическим экспертом, и это не юридическая консультация, но я могу представить, что если это чисто локальная LLM, которая не покидает защищенные серверы компании, обучение модели на данных о здоровье пациентов ничем не отличается от разработки других типов внутреннего программного обеспечения, работающего с этими данными о здоровье пациентов.)

Сейчас разработка LLM запредельно дорога и сложна в масштабе, поэтому только несколько крупных компаний разрабатывают современные LLM. Однако я думаю, что разработка LLM становится все более массовой, поскольку разработчики LLM часто меняют работодателей и в конечном итоге будут наняты крупными финансовыми институтами, биотехнологическими компаниями и другими организациями с бюджетами для разработки конкурентоспособных внутренних LLM, которые будут использовать их частные данные.

Эти LLM даже не обязательно должны быть полностью обучены с нуля; многие современные LLM, такие как DeepSeek V3.2, Kimi K2 и GLM 4.7, выпускаются с открытыми весами и могут быть адаптированы и дополнительно дообучены.

8. Создание LLM и рассуждающих моделей с нуля

Вам может быть интересно, чем я занимался в этом году. Мое внимание было почти полностью сосредоточено на работе, связанной с LLM. В прошлом году я решил стать независимым и основать собственную компанию, в основном чтобы иметь больше времени для работы над собственными исследованиями, книгами, статьями в Substack и сотрудничеством с индустрией.

Как независимый исследователь, консалтинговые проекты — это часть того, что делает такую организацию работы устойчивой. Сюда входят обычные расходы — от продуктов до медицинской страховки. Но есть и менее очевидные траты: например, облачные вычисления для экспериментов.

Со временем моя цель — еще больше сократить консалтинговую работу и проводить больше времени над длинными исследованиями и написанием статей, особенно техническими глубокими погружениями, которыми я делюсь здесь.

Мне повезло: многие компании предлагали работу на полную ставку, что было бы жизнеспособным вариантом, если независимость не сработает, но пока я планирую оставаться независимым.

Если вы находите мою работу полезной, и если можете, подписка на Substack или покупка одной из моих книг действительно помогает сделать такого рода работу устойчивой, и я очень ценю поддержку.

Одним из моих личных достижений этого года стала положительная обратная связь по моей книге «Build A Large Language Model (From Scratch)» (Создайте большую языковую модель с нуля). Я получил множество вдумчивых сообщений от читателей из компаний и университетов по всему миру.

Отзывы описывают самые разные сценарии использования: от профессоров колледжей, которые используют книгу как основной учебник для обучения тому, как работают LLM, до бывших студентов, которые использовали ее для подготовки к собеседованиям и получения новых ролей, до инженеров, которые полагались на нее как на отправную точку для реализации кастомных LLM в продакшене.

Я также был рад узнать, что книга теперь переведена как минимум на девять языков.

Рисунок 18: Моя книга «Build A Large Language Model (From Scratch)», переведенная на разные языки.
Рисунок 18: Моя книга «Build A Large Language Model (From Scratch)», переведенная на разные языки.

Многие читатели также спрашивали, будет ли второе издание, охватывающее более новые и продвинутые темы. Хотя я думал об этом, я осторожен в отношении того, чтобы сделать книгу менее доступной. Например, замена стандартного многоголового внимания на более сложные варианты, такие как многоголовое латентное внимание, используемое в некоторых новых моделях DeepSeek, значительно повысит порог входа.

Вместо этого, пока что, я предпочитаю оставить книгу как есть, поскольку она действительно хорошо работает для людей, которые хотят войти в область LLM. А для читателей, заинтересованных в более продвинутом материале, в качестве продолжения я добавил существенные дополнительные материалы в GitHub-репозиторий книги в течение года. Я планирую продолжать расширять эти материалы со временем.

Рисунок 19: Фрагмент некоторых дополнительных материалов, которые я добавил в репозиторий «Build A Large Language Model (From Scratch)» в этом году
Рисунок 19: Фрагмент некоторых дополнительных материалов, которые я добавил в репозиторий «Build A Large Language Model (From Scratch)» в этом году

Кроме того, как вы, возможно, знаете, я сейчас работаю над продолжением — «Build A Reasoning Model (From Scratch)» (Создайте модель рассуждений с нуля).

Первая книга, «Build A Large Language Model (From Scratch)», фокусируется на основной архитектуре большой языковой модели и основах предобучения.

Рисунок 20: Иллюстрация того, как две книги «с нуля» соотносятся друг с другом
Рисунок 20: Иллюстрация того, как две книги «с нуля» соотносятся друг с другом

Книга о рассуждающих моделях продолжается с того места, где заканчивается первая книга. Начиная с предобученной базовой модели, она исследует методы масштабирования во время инференса и техники обучения с подкреплением, направленные специально на улучшение способностей к рассуждению.

Помимо этого Substack, я усердно работаю над написанием книги о рассуждениях, и во многих отношениях я думаю, что это моя самая продуманная и отполированная книга на данный момент.

На данный момент, по моим оценкам, я трачу примерно 75-120 часов на каждую главу. Если вам интересно, я оцениваю, что это обычно распределяется следующим образом:

  • 3-5 часов: мозговой штурм и пересмотр выбора темы

  • 5-10 часов: структурирование контента

  • 20 часов: написание первоначального кода

  • 10-20 часов: проведение дополнительных экспериментов и чтение последней литературы для получения дополнительных инсайтов

  • 10-20 часов: создание иллюстраций

  • 10 часов: написание первоначального черновика текста

  • 10-20 часов: переписывание и доработка главы

  • 5-10 часов: создание упражнений плюс проведение экспериментов

  • 2-5 часов: включение предложений редактора и читателей

В настоящее время я на половине пути к завершению главы 6, которая реализует код обучения с подкреплением с проверяемыми наградами (GRPO) для обучения моделей рассуждений.

Рисунок 21: Фрагмент книги «Build A Reasoning Model (From Scratch)», которая доступна в раннем доступе (early access)
Рисунок 21: Фрагмент книги «Build A Reasoning Model (From Scratch)», которая доступна в раннем доступе (early access)

9. Сюрпризы 2025 года и прогнозы на 2026 год

Я хотел завершить эту статью несколькими основными выводами, сосредоточившись на вещах, которые, на мой взгляд, были для меня немного неожиданными, и на том, что я прогнозирую на 2026 год.

9.1 Примечательные и неожиданные вещи в 2025 году

Начнем с сюрпризов 2025 года. Это события, которые я, вероятно, не ожидал бы, если бы вы спросили меня годом ранее в 2024 году:

  1. Несколько моделей рассуждений уже достигают производительности золотого уровня на крупных математических соревнованиях (OpenAI с неназванной моделью, Gemini Deep Think и модель с открытыми весами DeepSeekMath-V2). Я не удивлен, что это произошло в принципе, но я удивлен, что это уже произошло в 2025 году, а не в 2026.

  2. Llama 4 (или Llama в целом) почти полностью потеряла популярность в сообществе открытых весов, и Qwen опередила Llama по популярности (по количеству загрузок и производных версий, как сообщается через проект ATOM Натана Ламберта).

  3. Mistral AI использует архитектуру DeepSeek V3 для своей последней флагманской модели Mistral 3, анонсированной в декабре 2025 года.

  4. Помимо Qwen3 и DeepSeek R1/V3.2, появилось множество дополнительных претендентов в гонке за современные модели с открытыми весами, включая Kimi, GLM, MiniMax и Yi.

  5. Более дешевые, эффективные гибридные архитектуры уже становятся большим приоритетом в ведущих лабораториях (Qwen3-Next, Kimi Linear, Nemotron 3), в отличие от разработки отдельными лабораториями.

  6. OpenAI выпустила модель с открытыми весами (gpt-oss, и я написал отдельную статью об этом ранее в этом году).

  7. MCP (присоединившийся к Linux Foundation) уже стал стандартом для доступа к инструментам и данным в LLM-системах в стиле агентов (пока что); я ожидал, что экосистема останется более раздробленной в 2025 году, по крайней мере до 2026 года.

Прогнозы на 2026 год

  1. Мы, вероятно, увидим промышленную, ориентированную на потребителей диффузионную модель для дешевого, надежного инференса с низкой задержкой, причем Gemini Diffusion, вероятно, пойдет первой.

  2. Сообщество открытых весов будет медленно, но уверенно принимать LLM с локальным использованием инструментов и все более агентными возможностями.

  3. RLVR более широко распространится на другие области помимо математики и программирования (например, химию, биологию и другие).

  4. Классический RAG постепенно уступит место другим решениям для запросов к документам. Вместо использования поиска для каждого запроса, связанного с документами, разработчики будут больше полагаться на лучшую обработку длинного контекста, особенно учитывая появление лучших «небольших» моделей с открытыми весами.

  5. Значительная часть прогресса в бенчмарках и производительности LLM будет происходить от улучшенного инструментария и масштабирования инференса, а не от обучения или самой базовой модели. LLM будут казаться намного лучше, но в основном за счёт улучшения окружающей инфраструктуры. В то же время разработчики будут больше фокусироваться на снижении задержки и заставят модели рассуждений расширять меньше токенов рассуждения там, где это не нужно. Не поймите меня неправильно, 2026 год продвинет современность дальше, но большая доля прогресса будет происходить больше со стороны инференса, чем чисто со стороны обучения в этом году.

Итоги

Подводя итог, я думаю, что если есть один мета-урок из 2025 года, то это то, что прогресс в LLM — это не один прорыв, а улучшения делаются на нескольких фронтах через несколько независимых рычагов. Это включает настройки архитектуры, улучшения качества данных, обучение рассуждениям, масштабирование инференса, вызов инструментов и многое другое.

В то же время оценка остается сложной, бенчмарки несовершенны, и хорошее суждение о том, когда и как использовать эти системы, все еще необходимо.

Моя надежда на 2026 год заключается в том, что мы продолжим видеть интересные улучшения, но также чтобы мы понимали, откуда эти улучшения происходят. Это требует как лучшего и более последовательного бенчмаркинга, так и, конечно, прозрачности.

Спасибо за чтение и за все вдумчивые отзывы и обсуждения в течение года, в комментариях и на всех различных платформах, от Substack Notes до GitHub.

Положительные отзывы и детальные беседы действительно поддерживают мою мотивацию вкладывать время и энергию, необходимые для длинных статей, и продолжать глубоко копаться в исследованиях и деталях реализации LLM. Я многому научился из этих обменов, и надеюсь, что вы тоже.

Я с большим нетерпением жду продолжения этих бесед, поскольку область продолжает развиваться в 2026 году!

С наилучшими пожеланиями, Себастьян

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Бонус: кураторский список исследовательских статей по LLM (июль — декабрь 2025)

В июне я поделился бонусной статьей с моими кураторскими и добавленными в закладки списками исследовательских статей для платных подписчиков, которые делают этот Substack возможным.

Аналогичным образом, в качестве благодарности всем добрым сторонникам, ниже я подготовил список всех интересных исследовательских статей, которые я добавил в закладки и категоризировал с июля по декабрь 2025 года. Я просмотрел аннотации этих статей, но прочитал полностью лишь очень небольшую часть. Однако мне все равно нравится собирать такие списки, поскольку я часто возвращаюсь к ним при работе над конкретным проектом.

Однако, учитывая уже огромную длину этой статьи, я делюсь этим списком в отдельной статье.

Спасибо! Это был перевод (не такой простой, как может показаться), а вот мои самонаписанные крафтовые статейки (и мой тг-канальчик про LLM и агентов: Agentic World):

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    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.11.25 11:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.11.25 01:56 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])

  • 19.11.25 08:27 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 19.11.25 16:30 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

  • 19.11.25 16:30 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

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

  • 21.11.25 10:56 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

  • 21.11.25 10:56 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

  • 22.11.25 04:41 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.11.25 22:04 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:04 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:05 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 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

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 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

  • 26.11.25 18:20 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

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 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

  • 27.11.25 10:56 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

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 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

  • 27.11.25 23:48 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

  • 28.11.25 00:08 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.

  • 28.11.25 11:15 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

  • 28.11.25 11:15 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

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 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

  • 29.11.25 12:35 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

  • 29.11.25 12:35 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

  • 30.11.25 20:37 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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 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

  • 04.12.25 21:45 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

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.12.25 10:42 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:23 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:28 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 15:29 Anthonymorphy30

    ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]

  • 13.12.25 18:52 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 13.12.25 18:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 12:12 Anthony Irvin

    I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page

  • 18.12.25 13:24 Regency Victorian

    I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page

  • 18.12.25 20:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 20:55 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 21:02 James Robert

    This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101

  • 18.12.25 21:02 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 20.12.25 16:03 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 06.01.26 00:54 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 15:05 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 16:06 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.

  • 06.01.26 16:07 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 06.01.26 16:14 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 17:03 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

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