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[Перевод] Могут ли LLM писать более качественный код, если их об этом просто попросить?

В ноябре 2023 года, когда OpenAI добавила в ChatGPT возможность генерации изображений DALL-E 3 через веб-интерфейс ChatGPT, на короткое время возник мем: пользователи отправляли LLM базовое изображение и несколько раз просили «сделать его более X», где X могло быть чем угодно.

Примеры

Обычный парень становится всё более «бро».

Санта становится всё более «серьёзным».

Тренд быстро сошёл на нет, потому что все эти изображения были очень похожими и скучными; к тому же они необъяснимым образом все сводились к чему-то космическому, вне зависимости от исходного изображения и промта. Тем не менее, этот тренд достаточно любопытен с научной точки зрения тем, что столь бессмысленный и нечёткий промт каким-то образом влияет на конечное изображение, и что это изменение очевидно для пользователя.

А что будет, если я попробую похожий способ с кодом? Сгенерированный LLM код вряд ли будет мусорным (хоть это и возможно), поскольку он следует строгим правилам, и в отличие, например, от изображений, его качество можно измерить объективнее.

Если код в самом деле можно улучшить, просто при помощи интерактивного промтинга, попросив LLM «написать код получше» (хоть это и очень глупо), то это приведёт к огромному росту продуктивности. А если это так, то что произойдёт, если таких итераций с кодом будет слишком много? Каким станет эквивалент «космического» кода? Есть только один способ это выяснить!

Привычный кодинг с LLM

Несмотря на то, что исследования и разработки инструментария на основе LLM существовали задолго до ChatGPT, мне не понравилось работать с LLM-помощниками в кодинге наподобие GitHub Copilot. Необходимость постоянного переключения контекста в голове с «о, LLM автоматически дополнил мой код, здорово» на «какой вопрос нужно задать LLM» и «действительно ли сгенерированный LLM код корректен, а не является "галлюцинацией корректного кода"» сильно отвлекала, поэтому суммарно весь выигрыш в продуктивности в лучшем случае оказывался примерно нулевым. И это ещё если не брать в расчёт большие финансовые затраты на работу с такими LLM.

Claude 3.5 Sonnet заставил меня переосмыслить подход. Из-за какого-то секретного ингредиента, который Anthropic использовала при его обучении, последняя версия Claude 3.5 Sonnet (claude-3-5-sonnet-20241022) невероятно чётко придерживается всех типов промтов, и в особенности связанных с кодом. Бенчмарки кодинга подтверждают, что при тестировании Claude 3.5 Sonnet и GPT-4o модель Claude выигрывает; кроме того, с различными техническими и творческими задачами я получил такие же результаты.

▍ Первый запрос

В этом эксперименте мы передадим Claude 3.5 Sonnet промт программной задачи в стиле собеседований на языке Python: она будет настолько проста, что её способен написать разработчик-новичок, но в то же время её можно сильно оптимизировать. Этот простой, обыденный промт отражает способ использования LLM разработчиками ПО. Кроме того, тестовый промт должен быть полностью оригинальным, не взятым из тестов кодинга наподобие LeetCode и HackerRank, поскольку LLM, вероятно, обучались на них и могут сжульничать, повторив запомненный ответ.

Полная неотредактированная беседа выложена на GitHub.

Итак, вот тестовый промт, который я написал самостоятельно (здесь и далее в квадратных скобках будут приведены оригиналы промтов на английском):

Напиши код на Python для решения этой задачи:

Есть список из одного миллиона случайных чисел от 1 до 100000. Найди разность между наименьшим и наибольшим числами, сумма разрядов которых равна 30.

[Write Python code to solve this problem:

Given a list of 1 million random integers between 1 and 100,000, find the difference between the smallest and the largest numbers whose digits sum up to 30.]

Передав этот текст в качестве пользовательского промта Claude API и задав temperature=0, чтобы получить наилучший/наиболее детерминированный ответ^*, я получил такую реализацию:

^{* В моей работе с LLM я пользуюсь исключительно API или интерфейсами этих API (например, Workbench в Anthropic Console для Claude), так как веб-интерфейсы бесплатных LLM, например, обычные веб-приложения ChatGPT/Claude, используют конвейер, обеспечивающий непредсказуемые результаты из-за его повышенной внутренней температуры.}

import random

def digit_sum(n):
    """Calculate the sum of digits of a number"""
    return sum(int(digit) for digit in str(n))

def find_difference():
    # Генерируем список из одного миллиона случайных целых чисел
    numbers = [random.randint(1, 100000) for _ in range(1000000)]

    # Инициализируем переменные для минимального и максимального чисел с суммой разрядов 30
    min_num = float('inf')  # Инициализируем положительной бесконечностью
    max_num = float('-inf')  # Инициализируем отрицательной бесконечностью

    # Находим числа, разряды которых имеют сумму 30
    for num in numbers:
        if digit_sum(num) == 30:
            min_num = min(min_num, num)
            max_num = max(max_num, num)

    # Проверяем, нашли ли мы числа с суммой разрядов 30
    if min_num == float('inf') or max_num == float('-inf'):
        return "No numbers found with digit sum of 30"

    return max_num - min_num

Эта реализация корректна и согласуется с тем, что бы написали новички в Python с бонусной обработкой ситуации, когда удовлетворяющие критериям числа не найдены. Для каждого числа в списке мы проверяем, равна ли сумма разрядов 30: если равна, то проверяем, больше ли это число самого последнего найденного наибольшего числа или меньше ли оно самого последнего наименьшего числа, и соответствующим образом изменяем эти переменные. Выполнив поиск по списку, возвращаем разность.

Но я уверен, что многие читающие эту реализацию кодеры задумались об оптимизациях. Одной из целей может быть функция digit_sum(): хоть её реализация и является забавным Pythonic-однострочником, приведение типов между str и int вызывает большой оверхед.

На моём M3 Macbook Pro этот код в среднем выполняется за 657 миллисекунд. Мы воспользуемся этим показателем в качестве базового для сравнения всех будущих реализаций. (Спойлеры: все они будут быстрее.)

▍ Итерация 1

Теперь мы можем попросить Claude усовершенствовать код, добавив в промт беседы текущий ответ и всё, что шло до него. То есть мы добавляем такой промт итерации:

напиши код получше [write better code]

Вы что, думали, что название поста — это какая-то шутка? Я никогда не шучу.

Теперь Claude выводит улучшенный код, или, как он говорит, «оптимизированную версию кода со множеством улучшений». Вместо того, чтобы объединять весь код в функции, он решил отрефакторить его в class Python и сделать более объектно-ориентированным:

class DigitSumFinder:
    def __init__(self, target_sum: int = 30,
                 range_start: int = 1,
                 range_end: int = 100_000,
                 count: int = 1_000_000):
        self.target_sum = target_sum
        self.range_start = range_start
        self.range_end = range_end
        self.count = count

        # Предварительно вычисляем суммы разрядов для всех возможных чисел
        self.digit_sums = self._precompute_digit_sums()

    def _precompute_digit_sums(self) -> array:
        """Precompute digit sums for all possible numbers in range."""
        digit_sums = array('B', [0] * (self.range_end + 1))
        for num in range(self.range_start, self.range_end + 1):
            total = 0
            n = num
            while n:
                total += n % 10
                n //= 10
            digit_sums[num] = total
        return digit_sums

    def find_difference(self) -> Tuple[int, Optional[int], Optional[int]]:
        """
        Find the difference between max and min numbers with target digit sum.
        Returns: (difference, min_number, max_number)
        """
        min_num = float('inf')
        max_num = float('-inf')
        count_found = 0

        # Генерируем и обрабатываем случайные числа
        for _ in range(self.count):
            num = random.randint(self.range_start, self.range_end)
            if self.digit_sums[num] == self.target_sum:
                count_found += 1
                if num < min_num:
                    min_num = num
                if num > max_num:
                    max_num = num

        if count_found == 0:
            return 0, None, None

        return max_num - min_num, min_num, max_num

Здесь код вносит два умных алгоритмических улучшения:

При вычислении суммы разрядов он использует целочисленные операции, избегая необходимости в преобразовании типов.
Предварительно вычисляет все возможные суммы разрядов и сохраняет их в байтовый массив (вместо списка, что довольно необычно) для поиска, то есть когда в списке из одного миллиона чисел будут встречаться дубликаты, сумму разрядов не нужно будет пересчитывать заново. Так как тот массив хранится как поле класса, его не нужно будет пересчитывать при поиске нового списка случайных чисел.

Эти оптимизации ускорили код в 2,7 раза по сравнению с исходной реализацией.

▍ Итерация 2

После ещё одной просьбы напиши код получше Claude обнаружил более очевидные оптимизации (сокращено для удобочитаемости):

class DigitSumAnalyzer:
    """Analyzes numbers based on their digit sums."""

    def __init__(self, number_range: NumberRange):
        self.number_range = number_range
        self._digit_sums = self._precompute_digit_sums()

    def _precompute_digit_sums(self) -> array:
        """Precompute digit sums for all possible numbers using vectorized operations."""
        digits = np.arange(self.number_range.end + 1)
        digit_sums = np.zeros(self.number_range.end + 1, dtype=np.uint8)

        while digits.any():
            digit_sums += digits % 10
            digits //= 10

        return array('B', digit_sums)

    def _process_chunk(self, chunk_size: int) -> Iterator[int]:
        """Process a chunk of random numbers."""
        numbers = np.random.randint(
            self.number_range.start,
            self.number_range.end + 1,
            chunk_size,
            dtype=np.int32
        )
        mask = np.frombuffer(self._digit_sums, dtype=np.uint8)[numbers] == self.number_range.target_sum
        yield from numbers[mask]

    def analyze(self, chunk_size: int = 100_000, num_processes: int = None) -> Result:
        """
        Analyze numbers to find min/max with target digit sum.

        Args:
            chunk_size: Size of chunks to process at once
            num_processes: Number of processes to use (None for CPU count)
        """
        start_time = time.perf_counter()
        min_num = float('inf')
        max_num = float('-inf')
        numbers_found = 0

        num_chunks = (self.number_range.count + chunk_size - 1) // chunk_size

        with ProcessPoolExecutor(max_workers=num_processes) as executor:
            futures = [
                executor.submit(self._process_chunk,
                              min(chunk_size, self.number_range.count - i * chunk_size))
                for i in range(num_chunks)
            ]

            for future in tqdm(futures, desc="Processing chunks"):
                for num in future.result():
                    numbers_found += 1
                    min_num = min(min_num, num)
                    max_num = max(max_num, num)

        execution_time = time.perf_counter() - start_time

        if numbers_found == 0:
            return Result(None, None, 0, execution_time, 0)

        return Result(min_num, max_num, max_num - min_num, execution_time, numbers_found)

Claude добавил ещё две оптимизации, наконец-то осознав, что эта задача чрезвычайно параллельна:

Многопоточность при помощи пакета Python concurrent-futures с разбиением большого списка на блоки, которые можно обрабатывать независимо.
Векторизированные операции numpy, которые гораздо быстрее, чем операции базового Python. Особого упоминания заслуживает функция _precompute_digit_sums(), реализующая векторизированное вычисление суммы разрядов. Условный while digits.any(): — это код уровня галактического мозга, но работает корректно.

Однако конкретно у этой реализации параллелизации есть проблема: она генерирует подпроцессы, что приводит ко множеству раздражающих проблем, в том числе невозможность прямого выполнения кода; кроме того, его нужно вызывать при помощи защищённой main(), что сильно ограничивает удобство его использования. Но даже при запуске как отдельного скрипта он выводит ошибку Error: cannot pickle 'generator' object из-за использования yield from numbers[mask] (этот генератор абсолютно не нужен, достаточно return numbers[mask]). Кроме того, код путает dtype массива numpy, что приводит к ошибкам: устранить их можно, присвоив всем тип np.int32.

После внесения этих исправлений код стал в 5,1 раза быстрее, чем базовая реализация.

▍ Итерация 3

После ещё одной просьбы написать код получше Claude вернул реализацию, которая, по его утверждению, является «более сложной и оптимизированной версией, использующей продвинутые методики и современные фичи Python»; но на самом деле в коде нет существенных алгоритмических улучшений, и он даже стал откатом назад в вычислении суммы разрядов, вернувшись к преобразованию типов. Кодовая база стала более раздутой, например, добавился класс для вычисления разности:

@dataclass(frozen=True, slots=True)
class SearchResult:
    """Result of the number search."""
    min_number: Optional[int]
    max_number: Optional[int]
    count: int
    execution_time: float

    @property
    def difference(self) -> Optional[int]:
        """Calculate difference between max and min numbers."""
        if self.min_number is None or self.max_number is None:
            return None
        return self.max_number - self.min_number

На этот раз код запустился без исправлений, однако его производительность немного снизилась по сравнению с предыдущей реализацией: теперь он в 4,1 раза быстрее базовой реализации.

▍ Итерация 4

Похоже, такой итеративный промтинг даёт всё менее значимые результаты. После ещё одной команды напиши код получше Claude сгенерировал реализацию «с передовыми оптимизациями и фичами уровня энтерпрайза». Какие ещё «фичи уровня энтерпрайза»?!

Получившийся код слишком велик, чтобы добавлять его в пост. В нём появилось ещё две оптимизации: теперь он использует библиотеку Python numba и может вызывать JIT-компилятор, который напрямую оптимизирует код для CPU. В данном случае он может очень быстро предварительно вычислить суммы разрядов при помощи одного декоратора:

@jit(nopython=True, parallel=True)
def calculate_digit_sums(numbers: ArrayInt) -> ArrayInt:
    """Calculate digit sums using Numba."""
    result = np.zeros_like(numbers)
    for i in prange(len(numbers)):
        num = numbers[i]
        total = 0
        while num:
            total += num % 10
            num //= 10
        result[i] = total
    return result

В полном классе также используется asyncio для параллелизации, такое решение более канонично для задач планировщика, чем решение с подпроцессами. Кроме того, он лучше обращается с имеющимся кодом и REPL, например, с ноутбуками Jupyter.

Кроме того, в рамках «энтерпрайз-подхода» он добавил следующее:

Структурированный логгинг метрик при помощи Prometheus.
Обработчик сигналов, благодаря которому обеспечивается беспроблемный выход в случае принудительного завершения.
Отображение результатов бенчмаркинга в таблице rich.

Красиво!

Похоже аналогом «ухода в космос» для сгенерированного ИИ кода становится оверинжиниринг и превращение его в энтерпрайз-код, что вполне логично. Несмотря на это, сгенерированный код не требует исправлений и выполняется без багов. И async, и numba — это способы реализации параллелизма в Python, поэтому они могут быть избыточными и приводить к лишней трате ресурсов. Однако бенчмаркинг показывает, что алгоритм чрезвычайно быстр: он выполняется примерно за 6 миллисекунд, то есть обеспечивает ускорение в 100 раз. Моё предположение о том, что дальнейший промтинг будет давать всё менее существенные результаты, оказалось неверным. Возможно, секрет всё это время заключался в numba?

В целом, такой итеративный промтинг для итеративного улучшения кода имеет свои тонкости: код действительно становится лучше, но теперь мы понимаем, что «лучше» — слишком размытое понятие. Мне нужны были только алгоритмические улучшения, а не полное SaaS. Давайте ещё раз начнём с нуля, и на этот раз с более точными формулировками.

Промт-инжиниринг промтов LLM для создания ещё более качественного кода

На дворе 2025 год, и для получения наилучших результатов от LLM всё ещё требуется промт-инжиниринг. На самом деле, промт-инжиниринг LLM стал даже ещё важнее: модели прогнозирования следующего токена обучены максимизации вероятности прогнозирования следующего токена на большом массиве входных данных, поэтому они выполняют оптимизацию в сторону средних входных и выходных данных. В процессе существенного улучшения LLM генерируемые результаты становятся существенно более средними, потому что на это они и обучаются: все LLM имеют перекос в сторону среднего. Хоть это и неочевидно, и скучно, но нужно немного подсказывать LLM, что именно вам нужно, и даже показывать несколько примеров требуемого; тогда вы объективно улучшите результаты LLM. Из-за своего сильного стремления к соблюдению промтов Claude 3.5 Sonnet очень выигрывает даже от небольшого промт-инжиниринга.

Давайте повторим эксперимент с оптимизацией кода, но на этот раз с агрессивным промт-инжинирингом, обеспечивающим чрезвычайно точные результаты без малейших двусмысленностей. Да, холодное и «роботизированное» обращение с LLM повышает их точность (будь проклят василиск Роко).

▍ Первый запрос

На этот раз мы используем системный промт, доступный только через API. В системном промте перечисляются «правила», которым должна следовать LLM. Так как мне нужен более оптимизированный код, мы определим это в правилах и приведём точечные примеры:

Весь написанный тобой код ДОЛЖЕН быть полностью оптимизирован.

Под полной оптимизацией подразумевается:

максимизация алгоритмической эффективности большого O для памяти и среды выполнения,

использование по необходимости параллелизации и векторизации,

соответствие стандартам стиля языка, на котором пишется код (например, максимизации многократного применения кода (DRY)),

отсутствие любого дополнительного кода, кроме абсолютно необходимого для решения изложенной пользователем задачи (то есть отсутствие технического долга).

Если код не будет полностью оптимизирован, тебя оштрафуют на 100 долларов.

[All code you write MUST be fully optimized.

«Fully optimized» includes:

maximizing algorithmic big-O efficiency for memory and runtime,

using parallelization and vectorization where appropriate,

following proper style conventions for the code language (e.g. maximizing code reuse (DRY)),

no extra code beyond what is absolutely necessary to solve the problem the user provides (i.e. no technical debt).

If the code is not fully optimized, you will be fined $100.]

Что значит последняя строка: предложения LLM положительной/отрицательной мотивации в системном промте сейчас обычно не используются, а мои собственные исследования показали, что их положительное влияние нельзя определить точно; однако этот штраф станет более релевантным в промте итерации.

В исходном пользовательском промте добавлена ещё одна строка:

Напиши код на Python для решения этой задачи:

Есть список из одного миллиона случайных чисел от 1 до 100000. Найди разность между наименьшим и наибольшим числами, сумма разрядов которых равна 30.

Перед написанием кода запланируй все необходимые оптимизации.

[Write Python code to solve this problem:

Given a list of 1 million random integers between 1 and 100,000, find the difference between the smallest and the largest numbers whose digits sum up to 30.

Before writing the code, plan out all the necessary optimizations.]

«Планирование» — это давно используемый трюк, помогающий согласовать вывод LLM для первого прохода, современная реализация «давай подумаем об этом пошагово». Некоторые LLM игнорируют эту инструкцию, однако Claude 3.5 Sonnet всегда ей подчиняется.

Полную неотредактированную беседу на основе этой стратегии промт-инжиниринга можно изучать на GitHub.

После отправки системного и пользовательского промтов модели Claude её ответ начинался со следующего:

Позвольте мне сначала запланировать оптимизации:

1. Алгоритмическая оптимизация:

Нам нужно отслеживать только числа min и max с суммой разрядов 30, а не хранить их все.

Мы можем вычислять сумму разрядов при считывании чисел, нет необходимости преобразовывать их в строку.

Требуется один проход по списку (O(n)).

2. Оптимизация памяти:

Нужно хранить только две переменные (min и max), а не полный отфильтрованный список.

Нет необходимости в дополнительных структурах данных.

3. Оптимизация производительности:

Используем декоратор jit numba для ускорения вычислений.

Создадим быструю функцию суммирования разрядов, использующую операции деления с остатком вместо строковых преобразований.

Используем numpy для генерации случайных чисел (это быстрее, чем random.randint).

[Let me plan the optimizations first:

1. Algorithmic Optimization:

We only need to track min and max numbers with digit sum 30, not store all of them.

We can calculate digit sum while reading numbers, no need to convert to string.

Single pass through the list required (O(n)).

2. Memory Optimization:

Only need to store 2 variables (min and max), not the full filtered list.

No need for additional data structures.

3. Performance Optimization:

Use numba's jit decorator for faster computation.

Create a fast digit sum function using modulo operations instead of string conversion.

Use numpy for generating random numbers (faster than random.randint).]

Начало многообещающее: Claude сразу же понял, что нужно начинать с numpy и numba и что для вычисления суммы разрядов нужно использовать целочисленные операции. Исходная реализация:

@jit(nopython=True)
def digit_sum(n):
    total = 0
    while n:
        total += n % 10
        n //= 10
    return total

@jit(nopython=True)
def find_difference(numbers):
    min_num = float('inf')
    max_num = float('-inf')

    for num in numbers:
        sum_digits = digit_sum(num)
        if sum_digits == 30:
            min_num = min(min_num, num)
            max_num = max(max_num, num)

    return max_num - min_num if max_num != float('-inf') else 0

Она более сжатая, чем исходная реализация при обычном промтинге; особенно примечательно отсутствие ненужных комментариев. Но её всё ещё можно улучшить; в частности, эта реализация не задаёт parallel=True в декораторе jit.

Этот небольшой промт-инжиниринг привёл к тому, что код в среднем выполняется за 11,2 миллисекунд, то есть в 59 раз быстрее, чем наивная реализация. Ничего себе!

▍ Итерация 1

Теперь можно попросить Claude выполнять итерации с кодом более подробным промтом, нежели «напиши код получше»:

Твой код не полностью оптимизирован, ты оштрафован на 100 долларов. Сделай его более оптимизированным.

[Your code is not fully optimized, and you have been fined $100. Make it more optimized.]

Нет, это не газлайтинг, а согласование стимулов.

Claude ответил так:

@jit(nopython=True)
def digit_sum(n):
    # Используем манипуляции с битами для ускорения деления
    total = 0
    while n:
        total += n & 15  # Быстрый поиск одноразрядной суммы
        n >>= 4
    return total

@jit(nopython=True, parallel=True)
def find_difference_chunk(numbers):
    min_num = np.iinfo(np.int64).max
    max_num = np.iinfo(np.int64).min

    # Параллельная обработка блоков при помощи numba
    for i in prange(len(numbers)):
        num = numbers[i]
        sum_digits = digit_sum(num)
        if sum_digits == 30:
            min_num = min(min_num, num)
            max_num = max(max_num, num)

    return min_num, max_num

def process_chunk(chunk):
    return find_difference_chunk(chunk)

Неплохо: он разобрался с флагом parallel=True! Но реализация суммы разрядов довольно странна, к тому же в ней используется битовый сдвиг, который обычно применяется только для гипероптимизации. Не думаю, что битовый сдвиг подходит для десятичных чисел, и после тестирования выяснилось, что я был прав, а эта реализация считает сумму разрядов некорректно. Кроме того, в реализации снова применяется приём с разбиением на блоки и многопроцессорной обработкой (не показан в коде выше), который, скорее всего, избыточен при использовании numba и вызывает лишнюю трату ресурсов. Ещё в коде не показано, что скрипт предварительно вычисляет JIT-функции при помощи небольшого тестового массива для улучшения реальной производительности; нечто подобное рекомендуется в документации numba для бенчмаркинга.

Несмотря на всё это, производительность кода существенно снизилась по сравнению с исходной реализацией на основе промт-инжиниринга: теперь он всего в 9,1 раз быстрее наивной реализации. Вероятная причина заключается в том, что многопроцессорная обработка порождает новые процессы, и эти процессы каждый раз рекомпилируют JIT-функции numba, из-за чего существенно падает производительность.

▍ Итерация 2

Ещё одна итерация промта:

# Предварительно вычисленная при помощи манипуляций с битами таблица поиска
LOOKUP = np.zeros(100001, dtype=np.uint8)
for i in range(100001):
    # Оптимизированная сумма разрядов с использованием параллельного подсчёта битов
    n = i
    n = (n & 0x0F) + ((n >> 4) & 0x0F) + ((n >> 8) & 0x0F) + \
        ((n >> 12) & 0x0F) + ((n >> 16) & 0x0F)
    LOOKUP[i] = n

@jit(nopython=True, parallel=True, cache=True, fastmath=True)
def find_min_max(numbers):
    # Обрабатываем 32 числа за раз при помощи SIMD
    min_val = np.iinfo(np.uint32).max
    max_val = 0

    # Векторизированная обработка явными хинтами SIMD
    for i in prange(0, len(numbers), 32):
        # Загружаем 32 элемента в регистры SIMD
        chunk = numbers[i:min(i + 32, len(numbers))]

        # Векторизированный поиск и сравнение
        sums = LOOKUP[chunk]
        mask = sums == 30

        if np.any(mask):
            valid_nums = chunk[mask]
            min_val = min(min_val, np.min(valid_nums))
            max_val = max(max_val, np.max(valid_nums))

    return min_val, max_val

Claude начал использовать операции SIMD и задание размеров блоков для обеспечения экстремальной производительности (теоретической). Здесь я подумал, что чего-то не понимаю в этой реализации битового сдвига, поскольку он по-прежнему был неправильным, особенно учитывая, что теперь в нём участвовали шестнадцатеричные числа. Оказалось, что эта реализация — оптимизированный способ вычисления суммы разрядов шестнадцатеричных, а не десятичных чисел, то есть является полной галлюцинацией. Есть и ещё одна крайне малозаметная галлюцинация: функция prange не может принять размер шага в 32 при parallel=True; по этому нюансу есть очень мало документации. Если задать parallel=False и провести бенчмаркинг, то действительно обнаружится небольшое улучшение по сравнению с исходной реализацией на основе промт-инжиниринга: в 65 раз быстрее наивной реализации.

▍ Итерация 3

Ещё одна итерация:

# Предварительно вычисленная минимальная хэш-таблица
# Самое главное: из чисел 1-100000 нужно хранить только те, чья сумма разрядов равна 30
# Формат: [число] = 1, если сумма разрядов равна 30, иначе 0
HASH_TABLE = np.zeros(100001, dtype=np.uint8)

# Генерируем хэш-таблицу во время загрузки модуля при помощи манипуляций с битами
@jit(nopython=True, cache=True)
def init_hash_table():
    min_val = np.iinfo(np.uint32).max
    max_val = 0

    # Оптимальная сумма разрядов с использованием параллельного подсчёта битов
    for i in range(1, 100001):
        n = i
        sum = 0
        while n and sum <= 30:
            sum += n & 0xF
            n >>= 4
        if sum == 30:
            HASH_TABLE[i] = 1
            min_val = min(min_val, i)
            max_val = max(max_val, i)

    return min_val, max_val

# Инициализируется во время загрузки модуля
MIN_VALID, MAX_VALID = init_hash_table()

@jit(nopython=True, parallel=False, cache=True, fastmath=True)
def find_min_max(numbers):
    min_val = MAX_VALID  # Начинаем с известных границ
    max_val = MIN_VALID
    found = False

    # Одна векторизированная операция
    mask = HASH_TABLE[numbers] == 1
    if np.any(mask):
        valid_nums = numbers[mask]
        min_val = np.min(valid_nums)
        max_val = np.max(valid_nums)
        found = True

    return min_val, max_val, found

В данном случае LLM отказалась от вызывавшей проблемы стратегии разбиения на блоки и добавила ещё две оптимизации: глобальную HASH_TABLE (это просто массив numpy; не знаю, можно ли считать простой поиск по индексам хэш-таблицей) и логическую микрооптимизацию: если при суммировании разрядов значение становится больше 30, то подсчёт можно сразу прекратить, потому что число нам не подходит.

Здесь есть одна серьёзная проблема: трюк с генерацией хэш-таблицы во время загрузки модуля на самом деле не работает из-за тонкости, почти не отражённой в документации из Интернета: объекты за пределами JIT-функций numba являются read-only, однако HASH_TABLE всё равно создаётся снаружи JIT-функции и модифицируется внутри JIT-функции, а потому вызывает сбивающую с толку ошибку. Если выполнить небольшой рефакторинг и создавать HASH_TABLE внутри JIT-функции, то код заработает и станет выполняться чрезвычайно быстро: в 100 раз быстрее, чем исходная базовая реализация; так же, как последнее решение при обычном промтинге, но кода здесь на несколько порядков меньше.

▍ Итерация 4

На этом этапе Claude начал жаловаться на то, что код уже «достиг теоретического минимума сложности, доступного для этой задачи», поэтому я решил немного разнообразить подход и просто попросил его устранить проблему с суммированием разрядов: он сделал это, всего лишь заменив соответствующий код использованной ранее целочисленной реализацией, но не попытался исправить HASH_TABLE. Что ещё важнее, после внесения изменений в HASH_TABLE я наконец-то убедился в правильности реализации, хотя из-за отсутствия битового сдвига производительность немного снизилась: теперь он в 95 раз быстрее.

Дальнейшие шаги по совершенствованию генерации кода LLM

Соберём всё вместе и визуализируем улучшения, в том числе и выделив случаи, когда мне нужно было изменять логику кода из-за багов, чтобы он заработал.

Красным выделены случаи, потребовавшие внесения исправлений

В конечном итоге, если попросить LLM «написать код получше», то это действительно делает код лучше (хотя смотря что понимать под формулировкой «лучше»). Благодаря обобщённым итеративным промтам, код объективно улучшался по сравнению с базовыми примерами, как с точки зрения дополнительных фич, так и скорости. Промт-инжиниринг повышал производительность кода гораздо быстрее и последовательней, но с большей вероятностью вносил малозаметные баги, потому что LLM не оптимизированы для генерации высокопроизводительного кода. Как и при любой работе с LLM, ваш опыт может быть другим; в конечном итоге всё равно требуется вмешательство человека для устранения неизбежных проблем, как бы ни возвеличивали проповедники ИИ «магию» LLM.

Весь код из этого поста, в том числе скрипты бенчмаркинга и код визуализации данных, выложен на GitHub.

Меня очень удивило, что ни в одном из экспериментов Claude 3.5 Sonnet не обнаружил и не реализовал некоторые оптимизации. А именно, он не рассмотрел задачу под статистическим углом: так как мы равномерно генерируем 1000000 в интервале от 1 до 100000, будет создано существенное количество дублируемых чисел, которые не нужно анализировать. LLM не попыталась избавиться от дубликатов, например, преобразовать список чисел в set() Python или воспользоваться unique() numpy. Кроме того, я ожидал увидеть реализацию, сортирующую список из 1000000 чисел по возрастанию: при этом алгоритм мог бы выполнить поиск по списку от начала до конца в поисках минимума (или с конца к началу в поисках максимума), не проверяя каждое число, хотя сортировка — это медленная задача, и решение с векторизацией действительно более прагматично.

Хоть LLM и могут ошибаться, из этих экспериментов я вынес то, что у них есть интересные идеи и они дают хорошие рекомендации инструментов, даже если сгенерированный код нельзя использовать в исходном виде. Например, я никогда не касался numba, потому что работаю дата-саентистом и привык для повышения производительности кода пользоваться только numpy. Но с результатами JIT-функций numba спорить сложно, так что, возможно, я добавлю его в свой инструментарий. При тестировании похожих итераций промтов «сделай это лучше» в других технических областях, например, в бэкендах и фронтендах веб-сайтов, LLM тоже дают хорошие идеи.

Разумеется, в обозримом будущем эти LLM не заменят разработчиков ПО, ведь чтобы распознать действительно хорошие идеи, требуется большой опыт разработки, а также другие аспекты, специфичные для предметной области. Даже при том объёме кода, что доступен в Интернете, LLM без сторонней помощи не способны отличить посредственный код от хорошего и высокопроизводительного. Очевидно, что реальные системы гораздо сложнее, чем задачки по программированию с собеседований, однако если простой цикл for, многократно просящий Claude реализовать фичу, даст какую-то подсказку, как ускорить код в сто раз, подобный конвейер оправдает себя с лихвой. Кто-то считает, что преждевременная оптимизация — это плохая практика кодинга, но в реальном мире она предпочтительнее, чем посредственная реализация, которая со временем превратится в технический долг.

Проблема моих экспериментов заключается в том, что я выполняю бенчмаркинг улучшения кода, написанного на Python, а этот язык не особо предназначен для гипероптимизации производительности. Да, библиотеки наподобие numpy и numba при помощи C обходят ограничения производительности Python, но сегодня библиотеки Python наподобие polars и pydantic используют для этого Rust. Rust имеет множество преимуществ по производительности относительно C, а крейт PyO3 позволяет использовать код на Rust внутри Python с минимальной лишней тратой ресурсов. Я убедился, что Claude 3.5 Sonnet может генерировать совместимый с PyO3 код на Python и на Rust, несмотря на то, что это очень новый подход, но это слишком обширная тема, заслуживающая отдельного поста.

Просьбы сделать код лучше — это наиболее прагматичное использование ИИ, однако можно и попросить LLM «сделать его более «бро»». Результаты оказываются спорными.

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17 февр. 2025 г.

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04.09.25 02:11 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
04.09.25 02:11 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
04.09.25 02:45 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
04.09.25 16:24 Melbourne

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04.09.25 18:11 WILLER GOODY

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05.09.25 08:14 Amostampari

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05.09.25 15:39 micheal1219

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06.09.25 09:21 Young Felix

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06.09.25 09:22 Young Felix

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06.09.25 18:52 michaeldavenport218

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06.09.25 18:52 michaeldavenport218

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08.09.25 14:26 bajo171

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08.09.25 18:04 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
08.09.25 18:04 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
08.09.25 19:21 DAVEortega1010

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 11:48 Moises Velez

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 20:23 Bramfloris

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09.09.25 20:37 DAVEortega1010

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10.09.25 00:45 robertalfred175

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10.09.25 00:45 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
11.09.25 03:31 DAVEortega1010

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11.09.25 13:44 grace

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11.09.25 15:03 stevensjonas

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11.09.25 18:51 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
11.09.25 18:51 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
11.09.25 18:51 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
12.09.25 13:11 grace

I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435
12.09.25 15:06 michaeldavenport218

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12.09.25 15:06 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.09.25 20:45 Clinton

I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
14.09.25 00:54 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
14.09.25 00:54 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
14.09.25 02:37 luciajessy3

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14.09.25 02:37 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
14.09.25 12:44 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
14.09.25 12:44 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
14.09.25 15:13 estherfords

My solana recovery experience with Mighty Hacker Recovery Expert.
14.09.25 15:13 estherfords

My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
14.09.25 17:48 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
14.09.25 17:48 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
14.09.25 20:49 Clinton

I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
14.09.25 22:16 Berrysmith

I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
15.09.25 10:25 aliceforemanlaw

I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
15.09.25 12:49 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
15.09.25 12:49 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
15.09.25 12:49 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
16.09.25 12:25 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 12:26 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 13:25 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
16.09.25 13:25 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
17.09.25 02:56 peju1213

It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 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
17.09.25 23:50 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
17.09.25 23:50 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
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 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
18.09.25 12:22 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
18.09.25 13:04 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 16:46 carolinehudso83

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19.09.25 00:54 frank2025

Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 15:27 tonykith01477

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
19.09.25 17:12 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.09.25 17:12 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
20.09.25 15:05 faithlawrence

I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
20.09.25 15:53 blessing1198

It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
21.09.25 12:05 star1121

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:54 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
23.09.25 14:45 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
23.09.25 19:27 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
23.09.25 22:38 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 12:22 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
24.09.25 15:50 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 19:08 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:50 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:55 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 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
24.09.25 20:52 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