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[Перевод] Понимание оценки LLM: детальный разбор 4 основных подходов

Привет! Вчера вышла отличная статья от Себастьяна Рашки, которая детально разбирает основные способы оценки LLM-моделей. Глобально их можно разделить на 4 категории: оценка по бенчмаркам, использование верификаторов, лидерборды и LLM-as-a-judge.

Для каждого метода есть описание и код реализации с нуля, которые отлично показывают, что под капотом у каждого из методов оценки. И такой материал заслуживает того, чтобы быть на русском языке, поэтому я сделал качественный перевод, включая ключевые картиночки. Объёмные блоки кода скрыты за спойлерами, основные схемы переведены — если вы слышали про оценку (ее еще называют evals), то всё очень доходчиво разложено.

Важное уточнение: статья позиционирует себя как «создание с нуля» (from scratch), и для этой цели она отлично подходит. Однако, будучи глубоко погружённым в эту тему, я посчитал многие моменты достаточно базовыми. Поэтому финальные выводы с radar-диаграммой и таблицей плюсов-минусов я вынес в самое начало — это отличный способ быстро освежить знания и систематизировать понимание для тех, кто уже глубоко в теме. И продублирую идею о том, что в реальной жизни под конкретную задачу стоит создавать свой бенчмарк и замеряться уже на нем.

В остальном — из песни слов не выкинешь, всё переведено как в оригинале, и это действительно отличный материал. Дальше будет именно он.

Как мы на самом деле оцениваем LLM?

Это простой вопрос, но он всегда приводит к оживленным дискуссиям.

Когда я консультирую проекты, один из главных вопросов, который мне задают чаще всего — как выбирать между различными моделями и как интерпретировать результаты оценки, которые есть в открытом доступе. (И, конечно же, как измерять прогресс при файнтюнинге или разработке собственных моделей)

Поскольку этот вопрос возникает так часто, я подумал, что было бы полезно поделиться кратким обзором основных методов оценки, которые люди используют для сравнения LLM. Разумеется, оценка LLM — это очень обширная тема, которую невозможно исчерпывающе охватить в одном материале, но я считаю, что наличие ясной ментальной карты этих основных подходов значительно облегчает интерпретацию бенчмарков, лидербордов и научных статей.

Давайте обсудим четыре основных метода оценки LLM вместе с их реализацией кода с нуля, чтобы лучше понять их преимущества и недостатки.

Понимание основных методов оценки для LLM

На практике существует четыре распространённых способа оценки обученных LLM: бенчмарки с множественным выбором, верификаторы, лидерборды и LLM-судьи, как показано на Рисунке 1 ниже. Научные статьи, новости и технические отчёты (model cards) часто включают результаты именно из этих категорий.

Рисунок 1: Обзор 4 различных подходов к оценке, рассматриваемых в этой статье

Кроме того, четыре категории, представленные здесь, делятся на две группы: оценка на основе бенчмарков и оценка на основе суждений, как показано на рисунке выше.

(Существуют также другие метрики, такие как loss обучения, perplexity и reward, но они обычно используются внутренне в процессе разработки модели.)

В следующих подразделах приводятся краткие обзоры и примеры каждого из четырёх методов.

Плюсы и минусы каждого метода

При этом вы, вероятно, задаётесь вопросом: «Как же лучше оценивать LLM?».

К сожалению, не существует единственного лучшего метода, поскольку каждый имеет различные компромиссы. Вкратце:

Бенчмарки:

(+) Относительно быстрый и дешёвый для запуска в масштабе
(+) Стандартизированный и воспроизводимый в разных статьях
(-) Измеряет лишь базовое воспроизведение знаний (прим. пер. если не специализированный)
(-) Не отражает то, как LLM используются в реальном мире

Верификаторы:

(+) Стандартизированная, объективная оценка для областей с ground truth
(+) Позволяют давать ответы в свободной форме (с некоторыми ограничениями на форматирование финального ответа)
(+) Могут также оценивать промежуточные шаги при использовании процессных верификаторов или моделей процессных вознаграждений
(-) Требуют верифицируемых областей (например, математика или код), построение хороших верификаторов может быть сложным
(-) Верификаторы только результата оценивают лишь финальный ответ, а не качество рассуждений

Лидерборды в стиле LLM Arena (попарные предпочтения людей):

(+) Напрямую отвечают на вопрос «Какую модель люди предпочитают?» на реальных промптах
(+) Позволяют давать ответы в свободной форме и неявно учитывают стиль, полезность и безопасность
(-) Дорого и времязатратно для людей
(-) Не измеряет корректность, по большей части только предпочтение
(-) Не всегда стабильны

LLM-судья (LLM-as-a-judge):

(+) Масштабируемо для многих задач
(+) Позволяет давать ответы в свободной форме
(-) Зависит от возможностей судьи (ансамбли могут сделать это более робастно)
(-) Зависит от выбора рубрики

Хотя обычно я не большой поклонник лепестковых диаграмм (radar plots), одна из них может быть здесь полезна для визуализации этих различных областей оценки, как показано ниже.

Рисунок 15: Лепестковая диаграмма, концептуально показывающая, что в идеале мы хотим обращать внимание на различные области при оценке LLM, чтобы определить её сильные и слабые стороны

Например, высокий рейтинг по бенчмаркам предполагает, что модель обладает солидными общими знаниями. Объедините это с высокой оценкой верификатора, и модель, вероятно, также правильно отвечает на технические вопросы. Однако если модель показывает слабые результаты в оценках LLM-в-качестве-судьи и лидербордах, она может испытывать трудности с эффективным написанием или формулированием ответов и могла бы получить пользу от RLHF.

Таким образом, лучшая оценка объединяет несколько областей. Но в идеале она также использует данные, которые напрямую соответствуют вашим целям или бизнес-задачам.

Например, предположим, вы внедряете LLM для помощи в юридических или правовых задачах. Имеет смысл запустить модель на стандартных бенчмарках, таких как MMLU, в качестве быстрой проверки здравомыслия, но в конечном итоге вам захочется адаптировать оценки к вашей целевой области, такой как право. Вы можете найти публичные бенчмарки онлайн, которые служат хорошими отправными точками, но в конце концов вам захочется протестировать на ваших собственных проприетарных данных. Только тогда вы можете быть достаточно уверены, что модель ещё не видела тестовые данные во время обучения.

Итак, переходим к самим методам.

Метод 1: Оценка точности выбора ответа

Мы начинаем с метода, основанного на бенчмарках: ответы на вопросы с множественным выбором.

Исторически одним из наиболее широко используемых методов оценки являются бенчмарки с множественным выбором, такие как MMLU (сокращение от Massive Multitask Language Understanding). Чтобы проиллюстрировать этот подход, на рисунке 2 показана репрезентативная задача из датасета MMLU.

Рисунок 2: Оценка LLM на MMLU путём сравнения её предсказания множественного выбора с правильным ответом из датасета

Рисунок 2 показывает лишь один пример из датасета MMLU. Полный датасет MMLU состоит из 57 предметов (от математики старших классов до биологии) с общим количеством около 16 тысяч вопросов с множественным выбором, и производительность измеряется в терминах точности (доли правильных ответов на вопросы), например 87,5%, если 14 000 из 16 000 вопросов даны правильно.

Бенчмарки со множественным выбором, такие как MMLU, тестируют способность LLM к воспроизведению знаний прямолинейным, измеримым способом, аналогично стандартизированным тестам, многим школьным экзаменам или теоретическим экзаменам по вождению.

Обратите внимание, что рисунок 2 показывает упрощённую версию оценки с множественным выбором, где предсказанная моделью буква ответа сравнивается напрямую с правильной. Существуют два других популярных метода, которые включают оценку по логарифмической вероятности (log-probability scoring). Я реализовал их на GitHub.

Следующие подразделы иллюстрируют, как можно реализовать в коде оценку MMLU, показанную на рисунке 2.

1.2 Загрузка модели

Во-первых, прежде чем мы сможем оценить её на MMLU, нам необходимо загрузить предобученную модель. Здесь мы будем использовать реализацию Qwen3 0.6B с нуля на чистом PyTorch, которая требует всего около 1,5 ГБ оперативной памяти.

Обратите внимание, что детали реализации модели Qwen3 здесь не важны; мы просто рассматриваем её как LLM, которую хотим оценить. Вместо того чтобы копировать и вставлять множество строк исходного кода Qwen3, мы импортируем его из моей Python-библиотеки reasoning_from_scratch, которую можно установить через

pip install reasoning_from_scratch

или

uv add reasoning_from_scratch

Блок кода 1: Загрузка предобученной модели

Код загрузки предобученной модели

from pathlib import Path
import torch
from reasoning_from_scratch.ch02 import get_device
from reasoning_from_scratch.qwen3 import (
    download_qwen3_small, Qwen3Tokenizer,
    Qwen3Model, QWEN_CONFIG_06_B
)

device = get_device()

# Set matmul precision to "high" to 
# enable Tensor Cores on compatible GPUs
torch.set_float32_matmul_precision("high")

# Uncomment the following line 
# if you encounter device compatibility issues
# device = "cpu"

# Use the base model by default
WHICH_MODEL = "base"

if WHICH_MODEL == "base":
    download_qwen3_small(
        kind="base", tokenizer_only=False, out_dir="qwen3"
    )
    tokenizer_path = Path("qwen3") / "tokenizer-base.json"
    model_path = Path("qwen3") / "qwen3-0.6B-base.pth"
    tokenizer = Qwen3Tokenizer(tokenizer_file_path=tokenizer_path)

elif WHICH_MODEL == "reasoning":
    download_qwen3_small(
        kind="reasoning", tokenizer_only=False, out_dir="qwen3"
    )
    tokenizer_path = Path("qwen3") / "tokenizer-reasoning.json"
    model_path = Path("qwen3") / "qwen3-0.6B-reasoning.pth"
    tokenizer = Qwen3Tokenizer(
        tokenizer_file_path=tokenizer_path,
        apply_chat_template=True,
        add_generation_prompt=True,
        add_thinking=True,
    )

else:
    raise ValueError(f"Invalid choice: WHICH_MODEL={WHICH_MODEL}")

model = Qwen3Model(QWEN_CONFIG_06_B)
model.load_state_dict(torch.load(model_path))
model.to(device)

# Optionally enable model compilation for potential performance gains
USE_COMPILE = False
if USE_COMPILE:
    torch._dynamo.config.allow_unspec_int_on_nn_module = True
    model = torch.compile(model)

1.3 Проверка варианта сгенерированного ответа

В этом разделе мы реализуем простейший и, возможно, наиболее интуитивный метод оценки MMLU, который основан на проверке того, соответствует ли сгенерированная буква ответа с множественным выбором правильному ответу. Это аналогично тому, что было проиллюстрировано ранее на Рисунке 2, который для удобства показан ниже снова.

Рисунок 3: Оценка LLM на MMLU путём сравнения её предсказания множественного выбора с правильным ответом из датасета

Для этого мы будем работать с примером из датасета MMLU:

example = {
    "question": (
        "Сколькими способами можно разместить 4"
        " различимых шара в 2 неразличимых коробки?"
    ),
    “choices”: ["7", "11", "16", "8"],
    “answer”: "D",
}

Далее мы определяем функцию для форматирования промптов для LLM.

def format_prompt(example):
    return (
        f"{example['question']}\n"
        f"A. {example['choices'][0]}\n"
        f"B. {example['choices'][1]}\n"
        f"C. {example['choices'][2]}\n"
        f"D. {example['choices'][3]}\n"
        "Ответ: "
    )
# Завершающий пробел в "Ответ: " стимулирует генерацию однобуквенного следующего токена

Давайте выполним функцию на примере MMLU, чтобы получить представление о том, как выглядит отформатированный входной промпт для LLM:

prompt = format_prompt(example)
print(prompt)

Вывод:

Сколькими способами можно разместить 4 различимых шара в 2 неразличимых коробки?

Сколькими способами можно разместить 4 различимых шара в 2 неразличимых коробки?
A. 7
B. 11
C. 16
D. 8
Ответ:

Промпт модели, как показано выше, предоставляет модели список различных вариантов ответа и заканчивается текстом «Ответ:», который побуждает модель сгенерировать правильный ответ.

Хотя это не является строго обязательным, иногда также может быть полезно предоставить дополнительные вопросы вместе с правильными ответами в качестве входных данных, чтобы модель могла наблюдать, как ожидается решение задачи. (Например, случаи, когда предоставляется 5 примеров, также известны как 5-shot MMLU). Однако для современных поколений LLM, где даже базовые модели достаточно умные, это не требуется.

Загрузка различных примеров MMLU

Вы можете загрузить примеры из датасета MMLU напрямую через библиотеку datasets (которую можно установить через pip install datasets или uv add datasets):

from datasets import load_dataset

configs = get_dataset_config_names("cais/mmlu")
dataset = load_dataset("cais/mmlu", "high_school_mathematics")
# Inspect the first example from the test set:
example = dataset["test"][0]
print(example)

Выше мы использовали подмножество "high_school_mathematics"; чтобы получить список других подмножеств, используйте следующий код:

from datasets import get_dataset_config_names

subsets = get_dataset_config_names(”cais/mmlu”)
print(subsets)

Далее мы токенизируем промпт и оборачиваем его в объект PyTorch-тензора в качестве входных данных для LLM:

prompt_ids = tokenizer.encode(prompt)
prompt_fmt = torch.tensor(prompt_ids, device=device)
# Add batch dimension:
prompt_fmt = prompt_fmt.unsqueeze(0)

Затем, разобравшись со всей этой подготовкой, мы определяем основную функцию оценки ниже, которая генерирует несколько токенов (здесь 8 токенов по умолчанию) и извлекает первое вхождение буквы A/B/C/D, которую выводит модель.

Блок кода 3: Извлечение сгенерированной буквы

Извлечение сгенерированной буквы

from reasoning_from_scratch.ch02_ex import (
    generate_text_basic_stream_cache
)

def predict_choice(
    model, tokenizer, prompt_fmt, max_new_tokens=8
):
    pred = None
    for t in generate_text_basic_stream_cache(
        model=model,
        token_ids=prompt_fmt,
        max_new_tokens=max_new_tokens,
        eos_token_id=tokenizer.eos_token_id,
    ):
        answer = tokenizer.decode(t.squeeze(0).tolist())
        for letter in answer:
            letter = letter.upper()
            # stop as soon as a letter appears
            if letter in "ABCD":
                pred = letter
                break
        if pred:
            break
    return pred

Затем мы можем проверить сгенерированную букву, используя функцию из блока кода выше следующим образом:

pred1 = predict_choice(model, tokenizer, prompt_fmt)
print(
    f"Generated letter: {pred1}\n"
    f"Correct? {pred1 == example['answer']}"
)

Результат:

Сгенери: C
Correct? False

Как мы видим, сгенерированный ответ в данном случае неверен (False).

Это был всего лишь один из 270 примеров из подмножества high_school_mathematics в MMLU. Скриншот (Рисунок 4) ниже показывает производительность базовой модели и варианта с рассуждениями (reasoning variant) при выполнении на полном подмножестве. Код для этого доступен на GitHub.

Рисунок 4: Производительность базовой модели и модели с рассуждениями на подмножестве MMLU high_school_mathematics

Предполагая, что вопросы имеют равную вероятность ответа, случайный угадыватель (с равномерной вероятностью выбирающий A, B, C или D) ожидаемо достигнет 25% точности. Таким образом, как базовая модель, так и модель с рассуждениями работают не очень хорошо.

Форматы ответов с множественным выбором

Обратите внимание, что в этом разделе реализована упрощённая версия оценки с множественным выбором для целей иллюстрации, где предсказанная моделью буква ответа сравнивается напрямую с правильной. На практике существуют более широко используемые вариации, такие как оценка по логарифмической вероятности (log-probability scoring), где мы измеряем, насколько вероятным модель считает каждый вариант ответа, а не просто проверяем финальный выбор буквы. (Мы обсуждаем оценку на основе вероятностей в главе 4.) Для моделей с рассуждениями оценка также может включать в себя определение вероятности генерации правильного ответа, когда он предоставляется в качестве входных данных.

Рисунок 5: Другие методы оценки MMLU описаны и представлены на GitHub

Однако независимо от того, какой вариант оценки MMLU мы используем, оценка всё равно сводится к проверке того, выбирает ли модель один из предопределённых вариантов ответа.

Ограничение бенчмарков с множественным выбором, таких как MMLU, заключается в том, что они измеряют только способность LLM выбирать из предопределённых вариантов и, таким образом, не очень полезны для оценки способностей к рассуждению, кроме проверки того, забыла ли модель знания и в каком объёме по сравнению с базовой моделью. Они не отражают способность к свободной форме написания текста или практическую полезность в реальном мире.

Тем не менее, бенчмарки со множественным выбором остаются простыми и полезными диагностическими инструментами: например, высокая оценка MMLU не обязательно означает, что модель сильна в практическом использовании, но низкая оценка может выявить потенциальные пробелы в знаниях.

Метод 2: Использование верификаторов для проверки ответов

В связи с ответами на вопросы со множественным выбором, которые обсуждались в предыдущем разделе, подходы на основе верификации количественно оценивают возможности LLM через метрику точности. Однако здесь методы верификации позволяют LLM давать ответ в свободной форме. Затем мы извлекаем соответствующую часть ответа и используем так называемый верификатор для сравнения этой части ответа с правильным ответом, предоставленным в датасете, как показано на Рисунке 6 ниже.

Рисунок 6: Оценка LLM методом верификации при ответе на вопросы в свободной форме. Модель генерирует ответ в свободной форме (который может включать несколько шагов) и финальный ответ в рамке, который извлекается и сравнивается с правильным ответом из датасета

Для сравнения извлеченного ответа с эталонным, как показано на рисунке выше, можно применять внешние инструменты — интерпретаторы кода, калькуляторы и подобное программное обеспечение.

Недостаток заключается в том, что этот метод может применяться только к областям, которые можно легко (и в идеале детерминированно) верифицировать, таким как математика и код. Кроме того, этот подход может вносить дополнительную сложность и зависимости, и он может переносить часть нагрузки по оценке с самой модели на внешний инструмент.

Однако, поскольку он позволяет нам программно генерировать неограниченное количество вариаций математических задач и получает преимущества от пошагового рассуждения, он стал краеугольным камнем оценки и разработки моделей с рассуждениями.

Здесь я пропускаю реализацию кода, так как написал ее в своей книге, тем не менее, вы можете найти пошаговый код на GitHub.

Рисунок 7: Фрагмент подхода к оценке на основе верификации

Метод 3: Сравнение моделей с использованием предпочтений и лидербордов

До сих пор мы рассмотрели два метода, которые предлагают легко измеримые метрики, такие как точность модели. Однако ни один из вышеупомянутых методов не оценивает LLM более целостным образом, включая оценку стиля ответов. В этом разделе, как проиллюстрировано на Рисунке 8 ниже, мы обсуждаем метод, основанный на суждениях, а именно лидерборды LLM.

Рисунок 8: Ментальная модель тем, рассматриваемых в этой книге, с акцентом на методы оценки, основанные на суждениях и бенчмарках, рассмотренные в этом приложении. Уже рассмотрев подходы, основанные на бенчмарках (множественный выбор, верификаторы) в предыдущем разделе, мы теперь представляем подходы, основанные на суждениях, для измерения производительности LLM, причём данный подраздел фокусируется на лидербордах

Метод лидерборда, описанный здесь, представляет собой подход, основанный на суждениях, где модели ранжируются не по значениям точности или другим фиксированным оценкам бенчмарков, а по предпочтениям пользователей (или других LLM) относительно их выходных данных.

Популярным лидербордом является LM Arena (ранее Chatbot Arena) [прим.пер. в РФ есть своя LLM Arena], где пользователи сравнивают ответы от двух выбранных пользователем или анонимных моделей и голосуют за ту, которую они предпочитают, как показано на Рисунке 9.

Рисунок 9: Пример интерфейса лидерборда, основанного на суждениях (LM Arena). Двум LLM даётся одинаковый промпт, их ответы показываются рядом друг с другом, и пользователи голосуют за предпочитаемый ответ.

Эти голоса предпочтений затем агрегируются по всем пользователям в лидерборд, который ранжирует различные модели по предпочтениям пользователей. Текущий снимок лидерборда LM Arena (по состоянию на 3 октября 2025 года) показан ниже на Рисунке 10.

Рисунок 10: Скриншот лидерборда LM Arena, который показывает текущие лидирующие LLM на основе предпочтений пользователей в текстовых задачах

В оставшейся части этого раздела мы реализуем простой пример лидерборда.

Для создания конкретного примера рассмотрим пользователей, которые запрашивают различные LLM в настройке, аналогичной Рисунку 9. Список ниже представляет собой попарные голоса, где первая модель является победителем:

votes = [
    ("GPT-5", "Claude-3"),
    ("GPT-5", "Llama-4"),
    ("Claude-3", "Llama-3"),
    ("Llama-4", "Llama-3"),
    ("Claude-3", "Llama-3"),
    ("GPT-5", "Llama-3"),
]

В списке выше каждый кортеж в списке votes представляет собой попарное предпочтение между двумя моделями, записанное как (победитель, проигравший). Таким образом, ("GPT-5", "Claude-3") означает, что пользователь предпочёл ответ GPT-5 ответу модели Claude-3.

В оставшейся части этого раздела мы преобразуем список votes в лидерборд. Для этого мы будем использовать популярную систему рейтинга Эло (Elo rating system), которая изначально была разработана для ранжирования шахматистов.

Прежде чем мы рассмотрим конкретную реализацию кода, вкратце, это работает следующим образом. Каждая модель начинает с базовой оценки. Затем, после каждого сравнения и голосования предпочтений, рейтинг модели обновляется. В частности, если пользователь предпочитает текущую модель высокорейтинговой модели, текущая модель получит относительно большое обновление рейтинга и будет занимать более высокое место в лидерборде. И наоборот, если текущая модель проигрывает низкорейтинговой модели, это увеличивает рейтинг лишь немного. (А если текущая модель проигрывает, она обновляется аналогичным образом, но с вычитанием рейтинговых очков вместо добавления.)

Код для преобразования этих попарных рейтингов в лидерборд показан в блоке кода ниже.

Блок кода 4: Построение лидерборда

def elo_ratings(vote_pairs, k_factor=32,
                initial_rating=1000):
    # Initialize all models with the same base rating
    ratings = {
        model: initial_rating
        for pair in vote_pairs
        for model in pair
    }

    # Update ratings after each match
    for winner, loser in vote_pairs:

        # Expected score for the current winner
        expected_winner = 1.0 / (
            1.0 + 10 ** (
                (ratings[loser] - ratings[winner])
                / 400.0
            )
        )

        # k_factor determines sensitivity of updates
        ratings[winner] = (
            ratings[winner]
            + k_factor * (1 - expected_winner)
        )
        ratings[loser] = (
            ratings[loser]
            + k_factor * (0 - (1 - expected_winner))
        )

    return ratings

Функция elo_ratings, определённая выше, принимает голоса в качестве входных данных и преобразует их в лидерборд следующим образом:

ratings = elo_ratings(votes, k_factor=32, initial_rating=1000)
for model in sorted(ratings, key=ratings.get, reverse=True):
    print(f"{model:8s} : {ratings[model]:.1f}")

Это приводит к следующему рейтингу лидерборда, где чем выше оценка, тем лучше:

GPT-5 : 1043.7
Claude-3 : 1015.2
Llama-4 : 1000.7
Llama-3 : 940.4

Итак, как это работает? Для каждой пары мы вычисляем ожидаемую оценку победителя, используя следующую формулу:

expected_winner = 1 / (1 + 10 ** ((rating_loser - rating_winner) / 400))

Это значение expected_winner является предсказанной моделью вероятностью победы в условиях без ничьей на основе текущих рейтингов. Оно определяет, насколько большим будет обновление рейтинга.

Сначала каждая модель начинает с initial_rating = 1000. Если два рейтинга (победителя и проигравшего) равны, мы имеем expected_winner = 0.5, что указывает на равный матч. В этом случае обновления следующие:

rating_winner + k_factor * (1 - 0.5) = rating_winner + 16
rating_loser + k_factor * (0 - (1 - 0.5)) = rating_loser - 16

Теперь, если явный фаворит (модель с высоким рейтингом) побеждает, мы имеем expected_winner ≈ 1. Фаворит получает лишь небольшой прирост, а проигравший теряет лишь немного:

rating_winner + 32 * (1 - 0.99) = rating_winner + 0.32
rating_loser + 32 * (0 - (1 - 0.99)) = rating_loser - 0.32

Однако если аутсайдер (модель с низким рейтингом) побеждает, мы имеем expected_winner ≈ 0, и победитель получает почти полные k_factor очков, в то время как проигравший теряет примерно такую же величину:

rating_winner + 32 * (1 - 0.01) = rating_winner + 31.68
rating_loser + 32 * (0 - (1 - 0.01)) = rating_loser - 31.68

Порядок имеет значение

Подход Эло обновляет рейтинги после каждого матча (сравнения моделей), поэтому более поздние результаты строятся на рейтингах, которые уже были обновлены. Это означает, что один и тот же набор результатов, представленный в другом порядке, может завершиться немного отличающимися итоговыми оценками. Этот эффект обычно незначителен, но он может проявиться, особенно когда неожиданный результат происходит в начале, а не в конце.

Чтобы уменьшить этот эффект порядка, мы можем перемешать пары голосов и запустить функцию elo_ratings несколько раз и усреднить рейтинги.

Подходы с использованием лидербордов, такие как описанный выше, предоставляют более динамичное представление о качестве модели, чем статические оценки бенчмарков. Однако результаты могут быть подвержены влиянию демографии пользователей, выбора промптов и предвзятости при голосовании. Бенчмарки и лидерборды также могут быть подвержены манипуляциям, и пользователи могут выбирать ответы на основе стиля, а не корректности. Наконец, по сравнению с автоматизированными системами выполнения бенчмарков (benchmark harnesses), лидерборды не предоставляют мгновенную обратную связь по новым разработанным вариантам, что затрудняет их использование в процессе активной разработки модели.

Другие методы ранжирования

LM Arena изначально использовала метод Эло, описанный в этом разделе, но недавно перешла на статистический подход, основанный на модели Брэдли-Терри (Bradley-Terry model). Основное преимущество модели Брэдли-Терри заключается в том, что, будучи статистически обоснованной, она позволяет построить доверительные интервалы для выражения неопределённости в рейтингах. Кроме того, в отличие от рейтингов Эло, модель Брэдли-Терри оценивает все рейтинги совместно, используя статистическую подгонку по всему датасету, что делает её невосприимчивой к эффектам порядка.

Чтобы сохранить представленные оценки в привычном диапазоне, модель Брэдли-Терри подгоняется для получения значений, сопоставимых с Эло. Несмотря на то, что лидерборд официально больше не использует рейтинги Эло, термин "Эло" остаётся широко используемым исследователями и практиками LLM при сравнении моделей. Пример кода, демонстрирующий рейтинг Эло, доступен на GitHub.

Рисунок 11: Сравнение рейтингов Эло и Брэдли-Терри; исходный код доступен на GitHub

Метод 4: Оценка ответов с помощью других LLM

В ранние дни LLM оценивались с использованием статистических методов и методов, основанных на эвристиках, включая метрику под названием BLEU, которая является грубой мерой того, насколько хорошо сгенерированный текст соответствует эталонному тексту. Проблема таких метрик заключается в том, что они требуют точного совпадения слов и не учитывают синонимы, изменения слов и так далее.

Одним из решений этой проблемы, если мы хотим оценить письменный текст ответа в целом, является использование относительных рейтингов и подходов, основанных на лидербордах, как обсуждалось в предыдущем разделе. Однако недостатком лидербордов является субъективная природа сравнений, основанных на предпочтениях, поскольку это включает в себя обратную связь от людей (а также проблемы, связанные со сбором этой обратной связи).

Связанный метод заключается в использовании другой LLM с предопределённой оценочной рубрикой (то есть руководством по оценке) для сравнения ответа LLM с эталонным ответом и оценки качества ответа на основе предопределённой рубрики, как показано на Рисунке 12.

Рисунок 12: Пример оценки LLM-судьей. Модель, подлежащая оценке, генерирует ответ, который затем оценивается отдельной LLM-судьей в соответствии с рубрикой и предоставленным эталонным ответом

На практике подход, основанный на судье, показанный на Рисунке 12, работает хорошо, когда LLM-судья является сильным. Обычно используются флагманские модели LLM через API (например, API GPT-5), хотя также существуют специализированные модели-судьи. (Например, одним из многих примеров является Phudge; но в конечном итоге большинство этих специализированных моделей — это просто модели меньшего размера, дообученные для имитации поведения оценки проприетарных моделей GPT.)

Одна из причин, по которой судьи работают так хорошо, заключается также в том, что оценить ответ часто легче, чем сгенерировать его.

Чтобы реализовать оценку модели на основе судьи, как показано на Рисунке 12, программно на Python, мы могли бы либо загрузить одну из более крупных моделей Qwen3 в PyTorch и запросить её с оценочной рубрикой и ответом модели, который мы хотим оценить.

В качестве альтернативы мы можем использовать другие LLM через API, например ChatGPT или Ollama API.

Поскольку мы уже знаем, как загружать модели Qwen3 в PyTorch, чтобы сделать это более интересным, в оставшейся части раздела мы реализуем оценку на основе судьи, показанную на Рисунке 12, используя Ollama API на Python.

В частности, мы будем использовать модель с открытыми весами gpt-oss от OpenAI с 20 миллиардами параметров, поскольку она предлагает хороший баланс между возможностями и эффективностью.

3.1 Реализация подхода LLM-в-качестве-судьи в Ollama

Ollama — это эффективное приложение с открытым исходным кодом для запуска LLM на ноутбуке. Оно служит оболочкой вокруг библиотеки llama.cpp с открытым исходным кодом, которая реализует LLM на чистом C/C++ для максимизации эффективности. Однако обратите внимание, что Ollama — это только инструмент для генерации текста с использованием LLM (инференс) и не поддерживает обучение или файнтюнинг LLM.

Чтобы выполнить следующий код, пожалуйста, установите Ollama и следуйте предоставленным инструкциям для вашей операционной системы:

Для пользователей macOS и Windows: Откройте загруженное приложение Ollama. Если появится запрос на установку использования из командной строки, выберите «да».
Для пользователей Linux: Используйте команду установки, доступную на веб-сайте Ollama.

Прежде чем реализовать код оценки модели, давайте сначала загрузим модель gpt-oss и убедимся, что Ollama функционирует корректно, используя её из терминала командной строки.

Выполните следующую команду в командной строке, чтобы опробовать модель gpt-oss с 20 миллиардами параметров:

ollama run gpt-oss:20b

При первом выполнении этой команды модель gpt-oss с 20 миллиардами параметров, которая занимает 14 ГБ дискового пространства, будет автоматически загружена. Вывод выглядит следующим образом:

$ ollama run gpt-oss:20b
pulling manifest 
pulling b112e727c6f1: 100% ▕██████████████████████▏  13 GB                         
pulling fa6710a93d78: 100% ▕██████████████████████▏ 7.2 KB                         
pulling f60356777647: 100% ▕██████████████████████▏  11 KB                         
pulling d8ba2f9a17b3: 100% ▕██████████████████████▏   18 B                         
pulling 55c108d8e936: 100% ▕██████████████████████▏  489 B                         
verifying sha256 digest 
writing manifest 
removing unused layers 
success

Альтернативные модели Ollama

Обратите внимание, что gpt-oss:20b в команде ollama run gpt-oss:20b относится к модели gpt-oss с 20 миллиардами параметров. Использование Ollama с моделью gpt-oss:20b требует примерно 13 ГБ оперативной памяти. Если на вашей машине недостаточно оперативной памяти, вы можете попробовать использовать модель меньшего размера, например модель qwen3:4b с 4 миллиардами параметров через ollama run qwen3:4b, которая требует всего около 4 ГБ оперативной памяти.

Для более мощных компьютеров вы также можете использовать более крупную модель gpt-oss со 120 миллиардами параметров, заменив gpt-oss:20b на gpt-oss:120b. Однако имейте в виду, что эта модель требует значительно больше вычислительных ресурсов.

После завершения загрузки модели нам предоставляется интерфейс командной строки, который позволяет взаимодействовать с моделью. Например, попробуйте спросить модель «Сколько будет 1+2?»:

>>> Сколько будет 1+2?
Думаю...
Пользователь спрашивает: "Сколько будет 1+2?" Это просто: ответ 3. Предоставить объяснение? Возможно, спрашивает про простую арифметику. Предоставить ответ: 3.
...конец размышления.
1 + 2 = **3**

Вы можете завершить сессию ollama run gpt-oss:20b, используя команду /bye.

В оставшейся части этого раздела мы будем использовать ollama API. Этот подход требует, чтобы Ollama работала в фоновом режиме. Для этого существует три варианта:

Запустите команду ollama serve в терминале (рекомендуется). Это запускает бэкенд Ollama как сервер, обычно на http://localhost:11434. Обратите внимание, что модель не загружается до тех пор, пока она не будет вызвана через API (позже в этом разделе).
Запустите команду ollama run gpt-oss:20b аналогично предыдущему, но оставьте её открытой и не выходите из сессии через /bye. Как обсуждалось ранее, это открывает минимальную удобную оболочку вокруг локального сервера Ollama. За кулисами используется тот же серверный API, что и ollama serve.
Десктопное приложение Ollama. Открытие десктопного приложения автоматически запускает тот же бэкенд и предоставляет графический интерфейс поверх него, как показано на Рисунке 12 ранее.

Рисунок 13 (единственный непереведенный): Два различных варианта для поддержания работы сервера Ollama (/приложения), чтобы мы могли использовать его через Ollama API в Python.

IP-адрес сервера Ollama

Ollama запускается локально на нашей машине, запуская процесс, подобный локальному серверу. При запуске ollama serve в терминале, как описано выше, вы можете столкнуться с сообщением об ошибке Error: listen tcp 127.0.0.1:11434: bind: address already in use (Ошибка: прослушивание tcp 127.0.0.1:11434: привязка: адрес уже используется).

Если это происходит, попробуйте использовать команду OLLAMA_HOST=127.0.0.1:11435 ollama serve (и если этот адрес также используется, попробуйте увеличивать числа на единицу, пока не найдёте незанятый адрес).

Следующий код проверяет, что сессия Ollama работает корректно, прежде чем мы используем Ollama для оценки ответов тестового набора, сгенерированных в предыдущем разделе:

Блок кода 5: Проверка работы Ollama

import psutil

def check_if_running(process_name):
    running = False
    for proc in psutil.process_iter(["name"]):
        if process_name in proc.info["name"]:
            running = True
            break
    return running

ollama_running = check_if_running("ollama")

if not ollama_running:
    raise RuntimeError(
        "Ollama not running. "
        "Launch ollama before proceeding."
    )
print("Ollama running:", check_if_running("ollama"))

Убедитесь, что вывод из выполнения предыдущего кода отображает Ollama running: True. Если отображается False, пожалуйста, проверьте, что команда ollama serve или приложение Ollama активно запущено (см. Рисунок 13).

В оставшейся части этой статьи мы будем взаимодействовать с локальной моделью gpt-oss, работающей на нашей машине, через Ollama REST API, используя Python. Следующая функция query_model демонстрирует, как использовать API:

Блок кода 6: Запрос к локальной модели Ollama

import json
import urllib.request


def query_model(
    prompt,
    model="gpt-oss:20b",
    # If you used 
    # OLLAMA_HOST=127.0.0.1:11435 ollama serve
    # update the address below
    url="http://localhost:11434/api/chat"
):
    # Create the data payload as a dictionary:
    data = {
        "model": model,
        "messages": [
            {"role": "user", "content": prompt}
        ],
        # Settings required for deterministic responses:
        "options": {
            "seed": 123,
            "temperature": 0,
            "num_ctx": 2048
        }
    }

    # Convert the dictionary to JSON and encode it to bytes
    payload = json.dumps(data).encode("utf-8")

    # Create a POST request and add headers
    request = urllib.request.Request(  
        url,
        data=payload,
        method="POST"
    )
    request.add_header("Content-Type", "application/json")

    response_data = ""

    # Send the request and capture the streaming response
    with urllib.request.urlopen(request) as response:
        while True:
            line = response.readline().decode("utf-8")
            if not line:
                break
            # Parse each line into JSON
            response_json = json.loads(line)
            response_data += response_json["message"]["content"]

    return response_data

Вот пример того, как использовать функцию query_model, которую мы только что реализовали:

ollama_model = "gpt-oss:20b"
result = query_model("What is 1+2?", ollama_model)
print(result)

Полученный ответ — «3". (Он отличается от того, что мы получили бы, если бы запустили Ollama run или приложение Ollama, из-за различных настроек по умолчанию.)

Используя функцию query_model, мы можем оценить ответы, сгенерированные нашей моделью, с помощью промпта, который включает оценочную рубрику, просящую модель gpt-oss оценить ответы нашей целевой модели по шкале от 1 до 5 на основе правильного ответа в качестве эталона.

Промпт, который мы используем для этого, показан ниже:

Блок кода 7: Настройка шаблона промпта, включая оценочную рубрику

def rubric_prompt(instruction, reference_answer, model_answer):
    rubric = (
        "Вы — справедливый помощник-судья. Вам будут "
        "предоставлены инструкция, эталонный ответ и "
        "ответ-кандидат для оценки в соответствии "
        "со следующей рубрикой:\n\n"
        "1: Ответ не отвечает на инструкцию, "
        "предоставляя нерелевантный, неправильный "
        "или чрезмерно многословный контент.\n"
        "2: Ответ частично отвечает на инструкцию, "
        "но содержит серьёзные ошибки, упущения "
        "или нерелевантные детали.\n"
        "3: Ответ в некоторой степени отвечает на "
        "инструкцию, но является неполным, частично "
        "правильным или местами неясным.\n"
        "4: Ответ в основном соответствует инструкции, "
        "с лишь незначительными ошибками, упущениями "
        "или недостатком ясности.\n"
        "5: Ответ полностью соответствует инструкции, "
        "предоставляя чёткий, точный и релевантный "
        "ответ в лаконичной и эффективной манере.\n\n"
        "Теперь вот инструкция, эталонный ответ "
        "и ответ для оценки.\n"
    )

    prompt = (
        f"{rubric}\n"
        f"Инструкция:\n{instruction}\n\n"
        f"Эталонный ответ:\n{reference_answer}\n\n"
        f"Ответ:\n{model_answer}\n\n"
        f"Оценка: "
    )
    return prompt

Параметрmodel_answer в rubric_prompt предназначен для представления ответа, созданного нашей собственной моделью на практике. Для целей иллюстрации мы здесь жёстко задаём правдоподобный ответ модели, а не генерируем его динамически. (Однако не стесняйтесь использовать модель Qwen3, которую мы загрузили в начале этой статьи, чтобы сгенерировать реальный model_answer).

Отрендеренный промпт

rendered_prompt = rubric_prompt(
    instruction=(
        "Если все птицы могут летать, и пингвин — это птица, "
        "может ли пингвин летать?"
    ),
    reference_answer=(
        "Да, согласно предпосылке, что все птицы могут летать, "
        "пингвин может летать."
    ),
    model_answer=(
        "Да – при этих предпосылках пингвин смог бы летать."
    )
)
print(rendered_prompt)

Вывод после запуска:

Вы — справедливый помощник-судья. Вам будут предоставлены инструкция,
эталонный ответ и ответ-кандидат для оценки в соответствии со следующей
рубрикой:

1: Ответ не отвечает на инструкцию, предоставляя нерелевантный,
неправильный или чрезмерно многословный контент.
2: Ответ частично отвечает на инструкцию, но содержит серьёзные ошибки,
упущения или нерелевантные детали.
3: Ответ в некоторой степени отвечает на инструкцию, но является
неполным, частично правильным или местами неясным.
4: Ответ в основном соответствует инструкции, с лишь незначительными
ошибками, упущениями или недостатком ясности.
5: Ответ полностью соответствует инструкции, предоставляя чёткий, точный
и релевантный ответ в лаконичной и эффективной манере.

Теперь вот инструкция, эталонный ответ и ответ для оценки.

Инструкция:
Если все птицы могут летать, и пингвин — это птица, может ли пингвин
летать?

Эталонный ответ:
Да, согласно предпосылке, что все птицы могут летать, пингвин может
летать.

Ответ:
Да – при этих предпосылках пингвин смог бы летать.

Оценка:

Завершение промпта на «Оценка: » стимулирует модель к генерации ответа. Давайте посмотрим, как модель gpt-oss:20b оценивает ответ:

result = query_model(rendered_prompt, ollama_model)
print(result)

Дает нам:

**Оценка: 5**

Ответ-кандидат напрямую отвечает на вопрос, корректно применяет данные предпосылки и лаконично утверждает, что пингвин смог бы летать. Он точен, релевантен и ясен.

Как мы видим, ответ получает наивысшую оценку, что разумно, поскольку он действительно правильный. Хотя это был простой пример с пошаговым прохождением процесса вручную, мы могли бы развить эту идею дальше и реализовать цикл for, который итеративно запрашивает модель (например, модель Qwen3, которую мы загрузили ранее) с вопросами из оценочного датасета и оценивает её через gpt-oss, а затем вычисляет среднюю оценку. Вы можете найти реализацию такого скрипта, где мы оцениваем модель Qwen3 на датасете MATH-500, на GitHub.

Рисунок 14: Сравнение базового варианта Qwen3 0.6 и варианта с рассуждениями на первых 10 примерах из MATH-500, оценённых gpt-oss:20b в качестве судьи

Оценка промежуточных шагов рассуждений через модели пошаговых вознаграждений

В связи с символьными верификаторами и LLM-судьями существует класс обученных моделей, называемых моделями процессных вознаграждений (Process Reward Models, PRM). Как и судьи, PRM могут оценивать цепочки рассуждений не только по финальному ответу, но в отличие от общих судей, они фокусируются конкретно на промежуточных шагах рассуждений. И в отличие от верификаторов, которые проверяют корректность символьно и обычно только на уровне результата, PRM предоставляют пошаговые сигналы вознаграждения во время обучения с подкреплением. Мы можем категоризировать PRM как "пошаговых судей", которые преимущественно разработаны для обучения, а не для чистой оценки. (На практике PRM трудно надёжно обучать в масштабе. Например, DeepSeek R1 не использовала PRM, а вместо этого комбинировала верификаторы для обучения рассуждениям.)

Оценки на основе судей предлагают преимущества перед лидербордами, основанными на предпочтениях, включая масштабируемость и консистентность, поскольку они не зависят от больших групп голосующих людей. (Технически возможно передать оценку предпочтений, лежащую в основе лидербордов, также и LLM-судьям). Однако LLM-судьи также разделяют схожие недостатки с голосующими людьми: результаты могут быть смещены из-за предпочтений модели, дизайна промпта и стиля ответа. Кроме того, существует сильная зависимость от выбора модели-судьи и рубрики, и им не хватает воспроизводимости фиксированных бенчмарков.

Выводы

В этой статье мы рассмотрели четыре различных подхода к оценке: множественный выбор, верификаторы, лидерборды и LLM-судьи.

Я понимаю, что это была длинная статья, но надеюсь, вы нашли её полезной для получения обзора того, как оцениваются LLM. Подход с нуля, подобный этому, может быть многословным, но это отличный способ понять, как эти методы работают под капотом, что, в свою очередь, помогает нам выявлять слабые стороны и области для улучшения.

В любом случае, оценка моделей — это очень большая и важная тема. Надеюсь, эта статья была полезна в объяснении того, как работают основные подходы, и что вы почерпнули несколько полезных инсайтов для следующего раза, когда будете смотреть на оценки моделей или проводить их самостоятельно.

Спасибо!

Мой скромный тг-канальчик и другие статьи:

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6 окт. 2025 г.

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A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 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
17.10.25 21:42 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
17.10.25 21:42 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
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 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
21.10.25 11:45 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
22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 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
22.10.25 11:59 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
22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 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
23.10.25 01:52 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
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 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
24.10.25 06:40 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
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 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
25.10.25 10:13 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
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 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
27.10.25 11:15 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
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 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
28.10.25 00:55 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
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 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
29.10.25 10:56 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
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 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
31.10.25 13:25 Lillian Lizzy

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31.10.25 13:25 Lillian Lizzy

THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
01.11.25 03:27 elizabethrush89

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01.11.25 03:27 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
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01.11.25 15:49 kattygates

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