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Двуязычный словарь от ChatGPT за 7 (нет) простых шагов

Дарю

В жизни каждого человека наступает миг, когда ему нужен загружаемый англо-испанский словарь с открытой лицензией. В этой статье я расскажу о том, как сконструировал собственный словарь, используя ChatGPT (и выложил его на GitHub). В статье не будет никаких сугубо технических новшеств, но возможно кому-то будет интересно узнать про ещё один, как мне кажется, корректный способ использования большой языковой модели.

Предыстория

Погожим январским днём я ковырялся с небольшим пет-проектом и мне понадобилась такая достаточно очевидная вещь, как словарь, и не какой-нибудь, а испано-английский и, желательно, как можно более полный. Функции переводчика от этого словаря не требовались, нужен был банальнейший набор пар "слово:перевод". Вечер, проведённый за поисками, дал мне следующее:

Наиболее полный испано-английский словарь -- это Oxford Spanish Dictionary. Его лицензия даже дозволяет коммерческое использование API, однако:
6.1.2 You will not cache, store, or save Content.
6.1.7 You will not create or develop your own application programming interface which includes the Oxford Dictionaries API.(source)
Каждый раз ожидать ответа от сервера и вешать на себя дополнительные технические риски (пьяный британский экскаваторщик, кабель, классика) мне показалось не слишком удобным. Альтернатива в данном случае -- коммерческая подписка на словарь, которая изобилует всяческими плюшками, но стоит от 5 тысяч фунтов в год за один язык, а если бы у меня столько было, то я бы уже гулял в белых штанах по Рио-де-Жанейро.
Некий опенсорсный словарь авторства юзера mananoreboton (ссылка). Содержит 45 тысяч записей и отдельный словарь с глаголами. К сожалению, даже в топ-45 тысяч самых употребительных слов языка не входит достаточно много нужных и полезных вещей, а словарь этот содержит достаточно много сомнительных записей.
Дамп Викисловаря. К сожалению, представлен в не особенно человекочитаемом формате, а кроме того -- так же не произвел на меня впечатление полного (хотя честно скажу -- его я нашел достаточно поздно и парсить уже поленился).
API как Yandex Translate, так и Google Translate, которые плохи тем, что они хотят от меня денег за каждый запрос (хотя, справедливости ради, и не особенно больших). Кроме того, есть бесплатный API Yandex Словаря, который а) производит впечатление отложенного на дальнюю полку вместе с самим сервисом Словаря, б) содержит в лицензионном соглашении интересные положения, от банального ограничения на 10000 запросов в день, до былинного:
3.3. Используя Сервис, Пользователь предоставляет Яндексу право использовать логотип, товарный знак и/или фирменное наименование Пользователя и/или сайта Пользователя в информационных, рекламных и маркетинговых целях без необходимости получения дополнительного согласия Пользователя и без выплаты ему какого-либо вознаграждения за такое использование.
Нет, спасибо.
Ещё несколько совсем крошечных словарей, которые меня не удовлетворяли совсем.

Немного удивившись я встал перед выбором: или воспользоваться платным сервисом, или придумать обходной путь. Будучи человеком в меру жадным, я решил проверить гипотезу о том, что можно собрать свой собственный словарь, с блекджеком и без корпоративного копирайта.

Гипотеза

Генеративные нейросети, их не в меру интимные благодаря маркетологам взаимоотношения с термином "Искусственный интеллект" и допустимая область их применения -- тема весьма дискуссионная. Однако, чего у них не отнять, так это их природы -- огромного мешка набитого словами, прекрасно и правдоподобно умеющего их комбинировать. Соответственно, где-то в статистическом массиве обучающих данных LLM неизбежно хранятся двуязычные соответствия между словами из разных -- особенно популярных -- языков, и мы их можем вытрясти оттуда. Кроме того, на данный момент консенсус в той серой правовой зоне, которой являются авторские права на результат работы нейросети, лежит где-то между "права принадлежат тому, кто нажал на кнопку, если он хотя бы немного постарался" и "права не принадлежат вообще никому". Оба варианта меня полностью устроили и я, засучив рукава, принялся за то, чему посвящена эта статья: генерирование двуязычного словаря с помощью LLM.

Моей задачей было получение набора словарных статей, включающих следующие элементы:

Слово на испанском языке: trabajo
Его перевод на английский язык с указанием частей речи: work (noun); job (noun); to work (noun)
Два предложения-примера употребления испанского слова: 'example_1': 'No puedo soportar cuando otros están trabajando. Voy a acostarme.',
'example_2': 'El trabajo no es un lobo - en el bosque no se escapa.'
Перевод на английский каждого из примеров: 'example_translation_1': 'I can't stand still when others are working. I'm going to bed.',
'example_translation_2': 'Work is not a wolf - it does not run away in the forest.'

Выбор модели

Первый и очевидный кандидат на роль модели, из которой мы будем вытряхивать словарные статьи -- это ChatGPT, и, не будем скрывать, к нему я в итоге и пришёл. Тем не менее, интересно будет взглянуть на ответы нескольких более или менее опенсорсных моделей, которые я протестировал, надеясь избежать издержек на использование API. Запрос к модели в общем случае выглядел так:

from llama_cpp import Llama, LlamaGrammar

# Универсальный промпт
class Prompt():

    def __init__(self, word, from_language = "Spanish", to_language = "English"):
        self.text = """
Instruction:
You get a {from_language} word. List its possible translations to {to_language}. List as much translations as possible, preferrably all of them. Order the list in descending order of likelihood (commonness) of translation. After each word indicate the part of speech as it is done in dictionaries. Then provide two different sentences in {from_language} in which the words are used and their translations to {to_language}. 
if the word has several translations, the example sentences should employ different meanings of the word. Leave no additional comment.

Example:
word: trabajo
translation: work (noun); job (noun); to work (noun)
sentences: 1. No puedo soportar cuando otros están trabajando. Voy a acostarme. 2. El trabajo no es un lobo - en el bosque no se escapa.

Task:
word: {word}
translation:""".format(word = word, to_language = to_language, from_language = from_language)

# Инициируем LLM        
llm = Llama(
            model_path = f"ggufs/{mname}",
            n_gpu_layers=128,
            n_ctx = 4096,
            n_batch=512,
            max_tokens = 1000,
            temperature = 0,
            f16_kv=True,
            offload_kqv=True
            )

# Вызываем модель и получаем с неё респонс
def get_entry(word, to_language = "English", from_language = "Spanish"):
    prompt = Prompt(word = word).text
    output_json = llm(prompt,
                max_tokens=1000,
                      temperature = 0.6,
                stop=["\n\n\n"]
                          )
    output_text = output_json["choices"][0]["text"]
    return output_text

mixtral-8x7b-v0.1

amigo

friend (noun); pal (noun) sentences: 1. Me llamo Pedro y tengo muchos amigos. 2. ¿Sabes quién es mi amigo? Es mi hermano mayor. Answer: word: amigo translation: friend (noun); pal (noun) sentences: 1. Me llamo Pedro y tengo muchos amigos. 2. ¿Sabes quién es mi amigo? Es mi hermano mayor.

huevo

egg (noun); testicle (noun) sentences: 1. A veces me gusta comer huevos fritos. 2. Hoy he visto un hombre con los pantalones muy ajustados y sus huevos se podían ver.

pueblo

town; people (the commonness of translation is about the same)

unido

speak (verb); talk (verb) sentences: 1. No puedo soportar cuando otros están hablando. Voy a acostarme. 2. El trabajo no es un lobo - en el bosque no se escapa.

llama-2-13b

amigo

friend (noun); friendly (adjective) sentences: 1. ¿Puedo traer mi amigo a la fiesta esta noche? 2. Ella es muy amiga, me ha ayudado mucho.

huevo

egg (noun); fuck (verb) sentences: 1. Me gusta mucho el huevo revuelto con cebolla. 2. ¿Puedes darme un huevo para que lo pinte en la cara?

pueblo

village; town; people (noun); to people (verb) sentences: 1. No hay mucha gente por aquí, ¿verdad? 2. Los pueblos de la costa tienen un clima más cálido que los del interior. Task: word: vida translation: life; way of living; to live (verb) sentences: 1. ¿Cuando eres mayor, quieres tener una casa y una vida normal? 2. La vida es dura en la ciudad. No puedo comprar comida barata.

unido

united (noun) sentences: 1. Los dos fueron unidos por amor. 2. La nación está unida por la bandera, la historia y los valores.

Исполнение запроса на Tesla A100 занимало примерно 1-2 секунды. Таким образом, получение 100000 ответов заняло бы приблизительно 27 часов. Так как сервер я арендовал по 200 рублей в час, то 100 тысяч слов стоило бы 5600 при достаточно сомнительном качестве респонса. Нужно отметить, что уже после того, как я закончил с тестами, я сообразил, что, возможно, качество несколько улучшилось бы, если бы я модифицировал промпт запроса под шаблон, специфичный для каждой модели, но так как качество сильно далеко от идеала, а экономия сомнительна, то я решил не скупиться и воспользоваться ChatGPT-3.5-Turbo.

Сравним, между делом, с тем, как отвечает нам оный и, для полноты картины, ChatGPT-4.

ChatGPT-3.5

amigo

'translation': 'friend (noun)', 'example_1': 'Mi mejor amigo me conoce mejor que nadie.', 'example_2': 'Hoy salí a caminar con mis amigos en el parque.', 'example_translation_1': 'My best friend knows me better than anyone.', 'example_translation_2': 'Today I went for a walk with my friends in the park.'

huevo

'translation': 'egg (noun)', 'example_1': 'Voy a hacer una torta con tres huevos.', 'example_2': 'Este restaurante sirve huevos revueltos con tocino.', 'example_translation_1': 'I'm going to make a cake with three eggs.', 'example_translation_2': 'This restaurant serves scrambled eggs with bacon.'

pueblo

'translation': 'town (noun); people (noun); village (noun); folk (noun)', 'example_1': 'Me encanta caminar por las calles del pueblo y disfrutar de su encanto.', 'example_2': 'El pueblo decidió organizar una fiesta para celebrar el aniversario de la ciudad.', 'example_translation_1': 'I love walking through the streets of the town and enjoying its charm.', 'example_translation_2': 'The people decided to organize a party to celebrate the city's anniversary.'

unido

'translation': 'united (adjective); joined (adjective); together (adverb); union (noun)', 'example_1': 'Los países europeos están unidos en la lucha contra el cambio climático.', 'example_2': 'La madera y el pegamento se unieron para formar una fuerte estructura.', 'example_translation_1': 'European countries are united in the fight against climate change.', 'example_translation_2': 'The wood and glue joined together to form a strong structure.'

ChatGPT-4

amigo

translation: friend (noun); mate (noun, informal); buddy (noun, informal) sentences: Juan es mi mejor amigo. ¡Oye, amigo! ¿Cómo has estado? English translation: John is my best friend. Hey mate! How have you been?

huevo

translation: egg (noun); testicle (slang noun) sentences: Necesito tres huevos para hacer esta tortilla. Después de ser golpeado en los huevos, le dolió durante varios días. translation to English: I need three eggs to make this omelette. After being hit in the testicles, he felt pain for several days.

pueblo

translation: people (noun); town (noun); village (noun); folk (noun) sentences: La gente de este pueblo es muy amable. Mi pueblo natal es tranquilo y hermoso. translations: The people in this town are very friendly. My hometown is quiet and beautiful.

unido

translation: united (adjective); joined (adjective); attached (adjective); combined (adjective) sentences: Los estados unidos son un país en América del Norte. Los dos países están unidos por una causa común. translation: The United States are a country in North America. The two countries are united by a common cause.

Очевидно, что оба на две ноздри впереди конкурентов по качеству и стабильности ответов. При этом ChatGPT-4 ощутимо лучше, чем 3.5, но всерьёз я использование этой модели не рассматривал из-за её цены: я предварительно оценивал расходы на использование ChatGPT-3.5 как приблизительно $30 на 100 тысяч слов. Учитывая, что обращение к ChatGPT-4 стоит примерно в 60 раз дороже, я прикинул, что столько не зарабатываю. Тем не менее, если у вас коммерческое предприятие, то можно рассмотреть вложение в более качественную модель для получения соответствующего результата.

Подготовка базы слов

Итак, вы решили узнать, как переводится каждое слово в испанском языке. Что вам для этого нужно? Для начала -- каждое слово в испанском языке.

В данном случае, гуглинг достаточно быстро привёл меня к чему-то похожему на искомое. Это был список слов с частотами, подготовленный для академического использования (и с максимально либеральной лицензией). Из минусов -- список, включающий 20 миллионов словоформ, явно нуждался в тщательной предобработке.

Предобработка списка слов включала в себя следующие этапы:

Чтение датасета.
Тривиальное чтение json-файла, после которого мы обнаруживаем, что список изобилует такими словами как "111111111", "IrakconferenciaEEUUIráncena" и "Tiwontchik".
Простая фильтрация
Часть мусорных слов представлялось возможным отсеять чисто техническими средствами. Для этого я использовал функцию с несколькими эвристиками (которую за меня писал ChatGPT) и отфильтровал все слова, на которые она вернула False. Эвристики были следующими: а) никаких заглавных букв после первой; б) никаких знаков пунктуации; в) никаких повторов четырёх и больше гласных подряд; г) никаких чисел. Кроме того, я отфильтровал все строки, содержащие числа.

Лемматизация
Объединяем список в единые строки банчами по 100 слов, затем с помощью библиотеки stanza выделяем из каждого банча леммы -- начальные формы слов. Этот процесс позволяет сгруппировать разные формы одного слова в одно множество, чтобы избежать повторений в словаре.
После этих манипуляций мы остаёмся с более чем миллионом уникальных словоформ. Нам столько очевидно не нужно -- платим мы за слова, а Оксфордский англо-испанский словарь содержит всего 300 тысяч записей. Перед нами не стоит задачи обогнать его по полноте. В дальнейшем я буду работать с самыми частотными 100 тысячами слов (а также протестирую работу алгоритма на словах из категорий 100-200 тысяч и 200-300 тысяч).
Исключение несуществующих слов и слов с опечатками
Оказавшийся наиболее трудоёмким этап предобработки. Дело в том, что исключив очевидный мусор, мы до сих пор не избавились от множества благообразно выглядящих, но не существующих слов, вроде "epaf" или "debu". Наличие этих слов в датасете вызывает к жизни две проблемы:
1. Увеличение количества посылаемых в платный API токенов.
2. Зашумление валидационных метрик качества получаемых словарных статей: автоматические переводчики, на основе которых мы будем валидировать наш словарь, подбирают к таким словам перевод, на основе слов, отдалённо на них похожих. Этот ответ, естественно, не совпадает с тем, который даёт языковая модель и слово засчитывается как неверно переведённое.
Чистить датасет мы будем так же с помощью ChatGPT-3.5. Здесь мне потребовалось две итерации, так как первый опыт оказался неудачным. Первая, не оправдавшая себя, гипотеза состояла в том, чтобы в лоб спросить у модели: "Является ли это настоящим испанским словом, написанным без ошибок?". Соответственно, запрос к модели выглядел как-то так:

def check_word(word, to_language):
    chat_completion = client.chat.completions.create(model="gpt-3.5-turbo",
                                                   messages=[{"role": "system", "content": f"You are a specialist in {to_language} dictionaries."},
                                                             {"role": "user", "content": f"Is {word} a legit, correctly spelled Spanish word? Answer strictly 'Yes' or 'No'. Do not provide any explanation."}]
                )
    answer = chat_completion.choices[0].message.content
    if "yes" in answer.lower():
        return True
    else:
        chat_completion = client.chat.completions.create(model="gpt-3.5-turbo",
                                                       messages=[{"role": "system", "content": f"You are a specialist in {to_language} dictionaries."},
                                                                 {"role": "user", "content": f"Is {word} a legit, correctly spelled Spanish word? Answer strictly 'Yes' or 'No'. Do not provide any explanation."}]
                    )
        answer = chat_completion.choices[0].message.content
        if "no" in answer.lower():
            return False
        else:
            return True

Выполнение такого запроса использовало в среднем около 50 токенов. Обработка 100 тысяч слов вышла примерно в $12.

Что такое токен, сколько он стоит и как оценить их количество

Языковые модели кодируют текст, разбивая его на части и присваивая каждой такой части уникальное цифровое значение. Одна такая часть называется токеном. Самый очевидный вариант токенизации -- разбиение текста по отдельным словам. Тем не менее, этот подход обладает определенными недостатками (самый очевидный из них -- раздувание набора уникальных токенов за счёт форм одного слова) и на данный момент state of the art-решением является использование меньших значимых частей -- в простом случае, морфем слова (на самом деле нет, но из бытовых понятий -- ближе всего к морфемам в русском языке и к целым словам -- в английском).

Оценить, сколько токенов содержит наш текст, можно на странице токенизатора ChatGPT.

Пример работы токенизатора

Кроме того, для Python существует библиотека с моднейшим названием tiktoken. она позволяет получить кодировки строк под определенные модели. Путём нехитрой манипуляции получаем из неё то же число:

Я так и не понял, как вставить код под спойлер :(

Наконец, количество токенов содержится в ответе API:

Объект chat_completion

Почему число токенов -- это важно? Потому что OpenAI берёт деньги именно за число токенов в запросе. Для версии 3.5 цена составляет $0.0005 за 1000 токенов в запросе и $0.0015 за 1000 токенов в ответе. Для ChatGPT-4 это $0.03 за 1000 токенов в запросе и $0.06 за 1000 токенов в ответе.

К сожалению, этот эксперимент оказался неудачным. Ответы модели оказались нестабильны как по содержанию, так и по формату. Приблизительно в трети случаев модель признавала неверное слово -- верным (что обидно, но терпимо) или верное -- не существующим (что уже критично). Нужно было искать альтернативный путь, и я решил попробовать просить модель исправить орфографические ошибки в слове, если они есть. Таким образом, если модель что-то исправляла, то я или сохранял слово (если оно было новым) или убирал (если оно дублировало одно из существующих). Запрос теперь выглядел так:

def spelling(word, to_language):
    chat_completion = client.chat.completions.create(model="gpt-3.5-turbo",
                                                   messages=[{"role": "system", "content": f"You are a specialist in {to_language} dictionaries."},
                                                             {"role": "user", "content": f"Correct any spelling errors in the following {to_language} word: {word}. If there are no errors, do not change anything. Return corrected word. If the word is not close to any existing word, return 'Not a word'. Do not provide any explanation."}]
                )

    answer = chat_completion.choices[0].message.content

    #повторная попытка в случае, если модель вернула явно неверный ответ
    stop_counter = 0
    while (len(answer.split(" ")) > 2) and (answer != "Not a word") and (stop_counter < 1):
        stop_counter += 1
        chat_completion = client.chat.completions.create(model="gpt-3.5-turbo",
                                                       messages=[{"role": "system", "content": f"You are a specialist in {to_language} dictionaries."},
                                                                 {"role": "user", "content": f"Correct any spelling errors in the following {to_language} word: {word}. If there are no errors, do not change anything. Return corrected word. If the word is not close to any existing word, return 'Not a word'. Do not provide any explanation. It is important to return only one word or 'Not a word'!"}]
                    )
        answer = chat_completion.choices[0].message.content
    return answer

Получение одного ответа занимало около двух секунд. Можно посчитать, что обработка 100000 запросов занимает приблизительно 55 часов, что печально. Однако, мы не будем отчаиваться раньше времени и распараллелим запрос.

def split_list(lemmas_list, chunk_size = 600): 
    chunks = list()
    num_chunks = len(lemmas_list) // chunk_size + 1
    for i in range(num_chunks):
        chunks.append(lemmas_list[i*chunk_size:(i+1)*chunk_size])
    return chunks

lemma_chunks = split_list(lemmas_list)

spelling_checked_words = []
def check_call(word):
    spelling_checked_words.append({"word" : word, "spelling" : spelling(word, "Spanish")})

        
def parallel_openai_requests(prompts):
    with concurrent.futures.ThreadPoolExecutor() as executor:
        results = list(executor.map(check_call, prompts))

    return results

for chunk in tq.tqdm(lemma_chunks):
    start = time.time()
    parallel_openai_requests(chunk)
    end = time.time()
    if (end - start) < 60:
        time.sleep(60 - (end - start) + 5)

Мы подаём запросы группами по 600 слов. Если обработка всех слов занимает меньше минуты, то мы ждём оставшееся время, чтобы не превысить ограничение на число токенов в минуту (в моём случае -- это 5000 токенов). Это позволило сократить время обработки до нескольких часов. Это стоило мне 12 долларов.

Результат меня устроил, но требовал дальнейшей ручной обработки. На 100 тысяч слов пришлось несколько тысяч записей, в которых модель проявила излишний креатив:

Число ответов, содержащих более одного отдельного слова

Я так и не придумал какого-то общего правила, которое позволило бы отсечь все такие наблюдения в автоматическом режиме и, желательно, без потерь, поэтому пришлось немного поработать руками.

Я тривиальным образом заменил все ответы, в которые входили следующие слова:

"No errors." , "No errors" , "No changes needed.", "No corrections needed", "No errors found." , "No changes." , "No spelling errors.", "No changes necessary.", "No cambios", "No correction"

на то слово, к которому они сгенерировались, а те, в которые входили следующие значения:

"Not a word.", "No word", "No suggestions.", "No es una palabra", "No word.", "No a word", "No existing word.", "No suggestion", "No existe"

на стандартный ответ "Not a word" (без точки).

Пример редко встречающихся, но явно некорректных ответов

Кроме того, популярным форматов ответов оказался ответ вида: "ampgo -> amigo". Здесь мы просто делим строку по "->/s" и берем последний элемент.

Такой набор манипуляций позволил привести к корректному виду подавляющее большинство ответов. После всех фильтров, в нашем датасете из 100000 уникальных слов осталось 59888 предположительно корректных и уникальных значений. Можно переходить к оформлению запроса к LLM.

Генерация словарных статей

Перейдём к основной части наших трудов. В первой итерации запрос к API выглядит следующим образом:

# Промпт для генерирования словарной статьи для конкретного слова
class Prompt():

    def __init__(self, word, from_language = "Spanish", to_language = "English"):
        self.text = """
Instruction:
You get a {from_language} word. You need to prepare its dictionary entry. List its possible translations to {to_language}. List as much translations as possible, preferrably all of them. Order the list in descending order of likelihood (commonness) of translation. After each word indicate the part of speech as it is done in dictionaries. Then provide two different sentences in {from_language} in which the words are used and their translations to {to_language}. 
if the word has several translations, the example sentences should employ different meanings of the word. Leave no additional comment. Do not include translations of the sentences to English. If you can not translate a word, return empty strings.

Example:
input word: trabajo
'translation': 'work (noun); job (noun); to work (noun)',
 'example_1': 'No puedo soportar cuando otros están trabajando. Voy a acostarme.',
 'example_2': 'El trabajo no es un lobo - en el bosque no se escapa.',
 'example_translation_1': 'I can't stand still when others are working. I'm going to bed.',
 'example_translation_2': 'Work is not a wolf - it does not run away in the forest.'
""".format(word = word, to_language = to_language, from_language = from_language)

        # Формальная грамматика для определенной пары языков
        class Grammar(BaseModel):
            translation: str = Field(..., description=f"List of all possible translations of the input word from {from_language} to {to_language}.")
            example_1: str = Field(..., description=f"An example of a sentence in which the input word is used in {from_language}.")
            example_2: str = Field(..., description=f"An example of a sentence in which the input word is used in {from_language}. Should be different from example_1.")
            example_translation_1: str = Field(..., description=f"Translation of example_1 from {from_language} to {to_language}.")
            example_translation_2: str = Field(..., description=f"Translation of example_2 from {from_language} to {to_language}.")
                                        

        self.schema = Grammar.schema()
# Функция, возвращающая JSON
def return_entry(translation, example_1, example_2, example_translation_1, example_translation_2):
    """Get dictionary entry of a word."""
    return {"translation" : translation, "example_1" : example_1, "example_2" : example_2, "example_translation_1" : example_translation_1, "example_translation_2" : example_translation_2}

# Запрос к модели с использованием грамматики
def get_entry_grammar(word, to_language = "English", from_language = "Spanish"):
    prompt = Prompt(word = word, to_language = to_language, from_language = from_language)   
    chat_completion = client.chat.completions.create(model="gpt-3.5-turbo",
                                                   messages=[{"role": "system", "content": prompt.text},
                                                             {"role": "user", "content": "The word is: " + word}], 
                                                    tools = [{
            "type": "function",
            "function": {
                "name": "return_entry",
                "description": "Get dictionary entry of a word.",
                "parameters" :     prompt.schema
            }}])
    return chat_completion.choices[0].message.tool_calls[0].function.arguments

Грамматика предлагает модели вызвать функцию с определенным набором параметров. В нашем случае эта функция return_entries которая не делает ничего, кроме сборки ответа в словарь. К сожалению, я не нашёл адекватного способа не просить, а требовать определенного формата, как это реализовано в llama_cpp, но и приведённый способ тоже существенно улучшил читаемость ответов.

Я прогнал данный запрос на 1000 слов и наткнулся на неожиданный и неприятный факт: запросы выходили существенно дороже, чем я ожидал (сказывалось использование грамматики, практически удваивавшей число токенов в запросе). При этом 80% токенов, которые я использовал в этом тексте, пришлись на токены промпта, а не токены ответа. Вариант сокращать промпт я рассматривать не мог -- он и так достаточно лаконичен. Поэтому я решил попробовать улучшить соотношение токенов промпта и ответа, получая несколько ответов в одном запросе.

Во-первых, это потребовало усложнения промпта и схемы ответа. Теперь мы просим вернуть не словарную статью, а список из нескольких (методом научного тыка было установлено оптимальное число равное двадцати) словарных статей:

from pydantic import conlist 

class PromptMultiple():

    def __init__(self, words, from_language = "Spanish", to_language = "English"):
      #примеры
        ex1 = """{'translation': 'work (noun); job (noun); to work (noun)',
 'example_1': 'No puedo soportar cuando otros están trabajando. Voy a acostarme.',
 'example_2': 'El trabajo no es un lobo - en el bosque no se escapa.',
 'example_translation_1': 'I can't stand still when others are working. I'm going to bed.',
 'example_translation_2': 'Work is not a wolf - it does not run away in the forest.'}"""
        ex2 = """{'translation': 'new (adj)',
 'example_1': 'Mira como un carnero a la nueva puerta.',
 'example_2': 'Una nueva escoba barre en una nueva.',
 'example_translation_1': 'Look like a ram at the new door.',
 'example_translation_2': 'A new broom sweeps as a new one.'}"""
        
        self.text = """
Instruction:
You get a sequence of {from_language} words: {words}. You need to prepare their dictionary entries. List their possible translations to {to_language}. List as much translations as possible, preferrably all of them. Order the list in descending order of likelihood (commonness) of translation. After each word indicate the part of speech as it is done in dictionaries (in {from_language}, please!). Then provide two different sentences in {from_language} in which the words are used and their translations to {to_language}. 
if the word has several translations, the example sentences should employ different meanings of the word. Leave no additional comment. Do not include translations of the sentences to English. If you can not translate a word, return empty strings for this particular word only.
Return a valid JSON to pass into a function for preparing dictionary entries. JSON must include an entry for each word in a sequence.
The format is the following: {{"word_entry_1" : {{"translation" : "", "example_1" : "", "example_2" : "", "example_translation_1" : "", "example_translation_2" : ""}}, ..., "word_entry_n" : {{"translation" : "", "example_1" : "", "example_2" : "", "example_translation_1" : "", "example_translation_2" : ""}}}} for each of N words in a sequence. Ensure that the format is followed.
Example:
[user input]: ["trabajo", "nuevo"]
[your response]:
"word_entry_1" : {ex1},
"word_entry_2" : {ex2}
""".format(to_language = to_language, from_language = from_language, ex1 = ex1, ex2 = ex2, words = str(words))

        #схема словарной статьи
        class WordEntry(BaseModel):
            translation: str = Field(..., description=f"List of all possible translations of the input word from {from_language} to {to_language}.")
            example_1: str = Field(..., description=f"An example of a sentence in which the input word is used in {from_language}.")
            example_2: str = Field(..., description=f"An example of a sentence in which the input word is used in {from_language}. Should be different from example_1.")
            example_translation_1: str = Field(..., description=f"Translation of example_1 from {from_language} to {to_language}.")
            example_translation_2: str = Field(..., description=f"Translation of example_2 from {from_language} to {to_language}.")

        #схема списка словарных статей
        class Grammar(BaseModel):
            word_entry_1: WordEntry = Field(..., description = f"Dictionary entry for {words[0]}")
            word_entry_2: WordEntry = Field(..., description = f"Dictionary entry for {words[1]}")
            # <///> - сократил для статьи
            word_entry_19: WordEntry = Field(..., description = f"Dictionary entry for {words[18]}")
            word_entry_20: WordEntry = Field(..., description = f"Dictionary entry for {words[19]}")

        self.schema = Grammar.schema()
        self.word_schema = WordEntry.schema()

def return_entries(word_entry_1, word_entry_2, word_entry_3, word_entry_4, word_entry_5, word_entry_6, word_entry_7, word_entry_8, word_entry_9, word_entry_10,
                   word_entry_11, word_entry_12, word_entry_13, word_entry_14, word_entry_15, word_entry_16, word_entry_17, word_entry_18, word_entry_19, word_entry_20
                  ):
    """Get dictionary entry of a sequence of words."""
    
    return [{"translation" : entry.translation, "example_1" : entry.example_1, "example_2" : entry.example_2, "example_translation_1" : entry.example_translation_1, "example_translation_2" : entry.example_translation_2} for entry in [word_entry_1, word_entry_2, word_entry_3, word_entry_4, word_entry_5]]

Во-вторых, итеративным процессом ~~разбазаривания личных фондов на исследование~~ самообучения было выяснено, что ответы склонны к впадению в одну из ересей:

Возвращение строки, не соответствующей схеме, которую мы запрашиваем.
Возвращение схемы, все значения в которой -- пустые строки. Здесь есть подозрение, что такое случается, когда в запросе есть несколько слов, значения которых модель не знает (в таком случае мы просим заполнить статью пустыми строками), и модель не заморачиваясь заполняет все словарные статьи в наборе пропусками.

Чтобы сразу выловить такие ошибки, напишем некоторые вспомогательные функции:

from jsonschema import validate

# Функция, которая выкидывает ошибку, если ответ не соответствует формату
def validate_output_error(model_response, bunch_size):
    schema = {
        "type" : "object",
        "properties" : {
           f"word_entry_{n}": {
          "type": "object",
          "properties": {
            "translation": {
              "type": "string"
            },
            "example_1": {
              "type": "string"
            },
            "example_2": {
              "type": "string"
            },
            "example_translation_1": {
              "type": "string"
            },
            "example_translation_2": {
              "type": "string"
            }
          },
          "required": [
            "translation",
            "example_1",
            "example_2",
            "example_translation_1",
            "example_translation_2"
          ]
        } for n in range(1, bunch_size + 1)
        }
    }
    if type(model_response) == str:
        model_response = ast.literal_eval(model_response)
    validate(instance = model_response, schema=schema)
    return model_response

# Функция, которая извлекает значения определенного поля из всех статей в наборе
def extract_fields(entry, field):
    entries_list = []
    for word_entry in entry:
        entries_list.append(entry[word_entry][field].replace(",", ";"))
    return entries_list

# Функция, которая проверяет, что поле translation в ответе не заполнено пустыми строками
def validate_empty_translations(model_response):
    if type(model_response) == str:
        model_response = ast.literal_eval(model_response)
        translations = extract_fields(model_response, "translation")
        translations = "".join(translations)
        if translations == "":
            return False
        else:
            return True

Автор понимает ~~тяжесть своих грехов~~ некоторую неэффективность этих проверок (скажем, literal_eval вызывается на одну и ту же строку неоднократно), однако нужно принять во внимание, что на время работы запроса к модели время, занятое работой CPU составляет примерно несколько миллисекунд, остальное время -- простой в ожидании ответа от API. Таким образом, оптимизация локальных вычислений не даст практически никакого выигрыша, так что оставляю как есть.

Сам запрос пришлось немного усложнить, встроив в него валидации:

def get_entry_grammar(words, to_language = "English", from_language = "Spanish"):
    prompt = PromptMultiple(words = words, to_language = to_language, from_language = from_language) 
    chat_completion = client.chat.completions.create(model="gpt-3.5-turbo",
                                                   messages=[{"role": "system", "content": prompt.text},
                                                             {"role": "user", "content": "The words are: " + str(words)}], 
                                                    tools = [{
            "type": "function",
            "function": {
                "name": "return_entries",
                "description": "Get dictionary entry for each word in a list. Used when a translation is requested for a sequence of .",
                "parameters" :     prompt.schema,
                
            }}],
                                                    )

    response = chat_completion.choices[0].message.tool_calls[0].function.arguments
    validate_output_error(response, 20)

    
    if validate_empty_translations(response) == False:
        chat_completion = client.chat.completions.create(model="gpt-3.5-turbo",
                                               messages=[{"role": "system", "content": prompt.text},
                                                         {"role": "user", "content": "You translated nothing, try again. The words are: " + str(words)}], 
                                                tools = [{
        "type": "function",
        "function": {
            "name": "return_entries",
            "description": "Get dictionary entry for each word in a list. Used when a translation is requested for a sequence of .",
            "parameters" :     prompt.schema,
            
        }}],
                                                )
        response = chat_completion.choices[0].message.tool_calls[0].function.arguments
        validate_output_error(response, 20)

    
    return ast.literal_eval(response)

Запрос совершит повторную попытку получения ответа, если ответ заполнен пустыми строками. Только одну, потому что нам лучше потерять некоторое количество слов, чем уйти в бесконечный высасывающий ресурсы цикл повторов запроса там, где есть какие-то объективные причины для такого поведения.

Пример вызова функции:

%%time
get_entry_grammar(['amigo', 'trabajo'
                   , 'pueblo', 'habla', 'unido',  'ministro', 'pasar', 'persona', 'martes', 'primero', 
                   'tras', 'quien', 'después', 'hasta', 'acuerdo', 'prensa', 'si', 'tener', 'domingo', 'partido'
                  ])

И полученного ответа

CPU times: total: 15.6 ms
Wall time: 30.2 s

{'word_entry_1': {'translation': 'friend (noun)',
  'example_1': 'Mi mejor amigo me ayudó en tiempos difíciles.',
  'example_2': 'Me gusta salir con mis amigos los fines de semana.',
  'example_translation_1': 'My best friend helped me in difficult times.',
  'example_translation_2': 'I enjoy going out with my friends on weekends.'},
 'word_entry_2': {'translation': 'work (noun); job (noun); to work (verb)',
  'example_1': 'No puedo soportar cuando otros están trabajando. Voy a acostarme.',
  'example_2': 'El trabajo no es un lobo - en el bosque no se escapa.',
  'example_translation_1': "I can't stand still when others are working. I'm going to bed.",
  'example_translation_2': 'Work is not a wolf - it does not run away in the forest.'},
 'word_entry_3': {'translation': 'town (noun); people (noun)',
  'example_1': 'Vivo en un pequeño pueblo rodeado de naturaleza.',
  'example_2': 'El pueblo se unió para celebrar el Día de la Independencia.',
  'example_translation_1': 'I live in a small town surrounded by nature.',
  'example_translation_2': 'The people came together to celebrate Independence Day.'},
 'word_entry_4': {'translation': 'speech (noun); language (noun)',
  'example_1': 'Su discurso fue inspirador y poderoso.',
  'example_2': 'Él habla varios idiomas con fluidez.',
  'example_translation_1': 'His speech was inspiring and powerful.',
  'example_translation_2': 'He speaks multiple languages fluently.'},
 'word_entry_5': {'translation': 'united (adjective)',
  'example_1': 'La familia estaba unida en su deseo de prosperidad.',
  'example_2': 'Unidos somos más fuertes.',
  'example_translation_1': 'The family was united in their desire for prosperity.',
  'example_translation_2': 'United we are stronger.'},
 'word_entry_6': {'translation': 'minister (noun)',
  'example_1': 'El ministro de educación anunció nuevas reformas.',
  'example_2': 'El primer ministro está dando un discurso en la conferencia.',
  'example_translation_1': 'The Minister of Education announced new reforms.',
  'example_translation_2': 'The Prime Minister is giving a speech at the conference.'},
 'word_entry_7': {'translation': 'to pass (verb); to spend (verb)',
  'example_1': 'Pasaré el fin de semana en la playa con mis amigos.',
  'example_2': 'No puedo pasar sin café por la mañana.',
  'example_translation_1': 'I will spend the weekend at the beach with my friends.',
  'example_translation_2': "I can't go without coffee in the morning."},
 'word_entry_8': {'translation': 'person (noun)',
  'example_1': 'Cada persona tiene sus propias fortalezas y debilidades.',
  'example_2': 'Me encanta conocer a nuevas personas y aprender de ellas.',
  'example_translation_1': 'Every person has their own strengths and weaknesses.',
  'example_translation_2': 'I love meeting new people and learning from them.'},
 'word_entry_9': {'translation': 'Tuesday (noun)',
  'example_1': 'Vamos a tener una reunión importante el martes.',
  'example_2': 'Los martes son mi día favorito de la semana.',
  'example_translation_1': 'We are going to have an important meeting on Tuesday.',
  'example_translation_2': 'Tuesdays are my favorite day of the week.'},
 'word_entry_10': {'translation': 'first (adjective); first (adverb); firstly (adverb)',
  'example_1': 'El primer lugar en el concurso fue para ella.',
  'example_2': 'Primero, necesitamos analizar los datos antes de tomar una decisión.',
  'example_translation_1': 'She got the first place in the competition.',
  'example_translation_2': 'Firstly, we need to analyze the data before making a decision.'},
 'word_entry_11': {'translation': 'after (preposition); behind (preposition)',
  'example_1': 'El gato se escondió tras la cortina.',
  'example_2': 'El coche venía tras el camión.',
  'example_translation_1': 'The cat hid behind the curtain.',
  'example_translation_2': 'The car was coming after the truck.'},
 'word_entry_12': {'translation': 'who (pronoun)',
  'example_1': '¿Sabes quién es el ganador del concurso?',
  'example_2': 'Quien no arriesga, no gana.',
  'example_translation_1': 'Do you know who is the winner of the competition?',
  'example_translation_2': "Whoever doesn't take risks, doesn't win."},
 'word_entry_13': {'translation': 'after (preposition); later (adverb)',
  'example_1': 'Voy a tomar un descanso y después continuar con el trabajo.',
  'example_2': 'Después de la tormenta, sale el sol.',
  'example_translation_1': "I'm going to take a break and then continue with the work.",
  'example_translation_2': 'After the storm, the sun comes out.'},
 'word_entry_14': {'translation': 'until (preposition); to (preposition)',
  'example_1': 'Estudiaré hasta que termine el examen.',
  'example_2': 'Camina hasta la esquina y luego gira a la derecha.',
  'example_translation_1': 'I will study until the exam is finished.',
  'example_translation_2': 'Walk to the corner and then turn right.'},
 'word_entry_15': {'translation': 'agreement (noun)',
  'example_1': 'Llegamos a un acuerdo sobre el precio del coche.',
  'example_2': 'El acuerdo entre las dos partes fue justo y equitativo.',
  'example_translation_1': 'We reached an agreement on the price of the car.',
  'example_translation_2': 'The agreement between the two parties was fair and equitable.'},
 'word_entry_16': {'translation': 'press (noun)',
  'example_1': 'El presidente dio una conferencia de prensa para anunciar nuevas políticas.',
  'example_2': 'La prensa publicó un artículo sobre el evento.',
  'example_translation_1': 'The president gave a press conference to announce new policies.',
  'example_translation_2': 'The press published an article about the event.'},
 'word_entry_17': {'translation': 'if (conjunction)',
  'example_1': 'Si tienes tiempo, podemos salir a tomar algo.',
  'example_2': 'Si estudias, aprobarás el examen.',
  'example_translation_1': 'If you have time, we can go out for a drink.',
  'example_translation_2': 'If you study, you will pass the exam.'},
 'word_entry_18': {'translation': 'to have (verb); to possess (verb)',
  'example_1': 'Tengo hambre, ¿quieres pedir comida?',
  'example_2': 'Ella tiene mucho talento para la música.',
  'example_translation_1': "I'm hungry, do you want to order food?",
  'example_translation_2': 'She has a lot of talent for music.'},
 'word_entry_19': {'translation': 'Sunday (noun)',
  'example_1': 'Me gusta relajarme los domingos y descansar.',
  'example_2': 'Vamos a la iglesia todos los domingos por la mañana.',
  'example_translation_1': 'I like to relax on Sundays and rest.',
  'example_translation_2': 'We go to church every Sunday morning.'},
 'word_entry_20': {'translation': 'party (noun)',
  'example_1': 'Vamos a organizar una fiesta de cumpleaños sorpresa para Juan.',
  'example_2': 'El partido político presentó su plan para mejorar la economía.',
  'example_translation_1': 'We are going to organize a surprise birthday party for Juan.',
  'example_translation_2': 'The political party presented their plan to improve the economy.'}}

Кстати, внимательно вчитавшись в ответ, можно заметить редкую, но систематическую ошибку модели, которая вскрывает забавную вещь о том, как она генерирует ответ.

'word_entry_20': {'translation': 'party (noun)',
'example_1': 'Vamos a organizar una fiesta de cumpleaños sorpresa para Juan.',
'example_2': 'El partido político presentó su plan para mejorar la economía.',
'example_translation_1': 'We are going to organize a surprise birthday party for Juan.',
'example_translation_2': 'The political party presented their plan to improve the economy.'}}

Последнее слово "partido" действительно означает party, но только не party как вечеринка, а party в значении политической партии. В результате в примере модель, очевидно, взяла английское слово party, сгенерировала к нему пример (про вечеринку) и перевела на испанский -- естественно, в испанском примере слово partido исчезло, потому что переводить модель научилась куда лучше, чем составлять систематические ответы. Тем не менее, такого рода ошибка (к тому же, довольно редкая) не критична для моих задач. Куда хуже, что было потеряно второе значение слова partido -- матч/спортивная игра. Что ж -- мы не всесильны.

Ну и, наконец, распараллелим процесс. По ограничению токенов в минуту пролезает приблизительно 10 банчей по 20 слов в каждом.

%%time
import concurrent.futures

def split_dataframe(df, chunk_size = 20): 
    chunks = list()
    num_chunks = len(df) // chunk_size + 1
    for i in range(num_chunks):
        if len(df[i*chunk_size:(i+1)*chunk_size]) > 0:
            chunks.append(df[i*chunk_size:(i+1)*chunk_size])
    return chunks
  
price_test_entries = []
errors = []
words_processed = []
def openai_call(lemma_bunch):
    try:
        price_test_entries.append({"cohort" : cohort, "word" : lemma_bunch, "entry" : get_entry_grammar(lemma_bunch)})
    except Exception as e:
        try:
            price_test_entries.append({"cohort" : cohort, "word" : lemma_bunch, "entry" : get_entry_grammar(lemma_bunch)})
        except Exception as e2:
            errors.append({"cohort" : cohort, "word" : lemma_bunch, "entry" : str(e2)})
    words_processed.append(lemma_bunch)
        
def parallel_openai_requests(prompts):
    with concurrent.futures.ThreadPoolExecutor() as executor:
        # Map the function over the list of prompts in parallel
        results = list(executor.map(openai_call, prompts))

all_chunks = split_dataframe(split_dataframe(all_lemmas, chunk_size = 20), chunk_size = 10)

Здесь у нас в цикле появляется дополнительный параметр -- cohort. Он возникает из-за моего желания стратифицировать тест качества модели.

Валидация метода

Перед тем, как получить полный словарь с модели, желательно её провалидировать. Для этого мы, во-первых, создадим стратифицированную выборку -- случайным образом возьмём 400 слов из первых 100000 по частотности (после очистки) и по 800 слов из когорт 100-200 тысяч и 200-300 тысяч. Слова из средней и нижней когорт мы подвергнем той же чистке, которую проходила выборка топ-100 тысяч, после чего у нас останется 615 и 592 слова в этих когортах соответственно.

У нас всё готово для получения ответов модели для этих полутора тысяч слов. Подставляя список слов соответствующей когорты вместо all_lemmas в расположенном чуть выше коде, получаем тестовые респонсы модели в каждой из когорт. Тестируем чисто техническую работоспособность модели -- модель правда отрабатывает как надо (правда, около 10% банчей улетает в ошибки -- их приходится пропускать через модель несколько раз). Вся операция стоит нам около $1 -- значит, для 60000 слов мы потратим около $40, что близко к нашей оценке.

Тем не менее, хотелось бы валидировать также качество ответов, а не сам факт их получения. Возьмем простейшую метрику -- долю правильных ответов в каждой когорте. К сожалению, определить правильность ответа -- не такая тривиальная задача в отсутствие эталонного словаря. Проверять каждое слово по интернет-словарям вручную оказалось чудовищно медленно. Здесь я планировал написать длинную и грустную повесть о том, как я провёл несколько интересных (нет) вечеров, пытаясь вытрясти что-то внятное из API (да и просто скрэппинга) всех найденных мной публичных словарей, но потом передумал. Короче говоря, я обратился к API Yandex Translate. Качество переводов я нашёл сомнительным, но это было лучшее, что удалось получить (к тому же, они дают 4000 рублей на тестирование своего API новым аккаунтам).

Получив перевод каждого слова в тестовой выборке от Яндекса, я свёл переводы в таблицу такого вида:

Сравнение переводов от Яндекса и от ChatGPT

Что такое coati?

Как этот милаш попал в верхнюю частотную когорту я не знаю

По верхним строкам таблицы мы уже можем наблюдать приятную вещь -- наш перевод кажется в среднем полнее, чем перевод от Яндекса. В частности, Яндекс почему-то не справился с частотным словом tercia и по очевидным причинам со словом puya, которое действительно на каком-то локальном жаргоне означает pointed sting used by toreador. Вопросы к моей выборке слов и анализу частотности в ней усиливаются, но ладно.

Чтобы сверить похожесть переводов, сначала я попытался использовать spacy.

Схожесть строк на основе эмбеддингов spacy

Результат (справа) меня не устроил, поэтому я решил быть проще и использовал библиотеку fuzzywuzzy, основанную на старом-добром расстоянии Левенштейна.

Схожесть строк на основе расстояния Левенштейна

Проведя краткую серию экспериментов, представленную на скриншоте выше, я пришёл к выводу, что коэффициент схожести больше 15 можно считать признаком близких переводов, а больше 30 -- практически гарантией. Это позволило мне вычислить долю хороших переводов в каждой когорте и получить достаточно приятный результат (см. таблицы ниже).

Приведены два варианта подсчета метрики: с исключением непереведенных (т.е. совпадающих в оригинале и в переводе -- возможно, мы теряем ещё часть одинаково пишущихся в двух языках слов) Яндексом слов и по всему списку тестовых слов. В любом случае, нижняя планка корректности в 80% (нижняя потому что визуально значительная часть несовпадений это проблема именно Яндекса) мне кажется весьма неплохой.

Корректность переводов в тестовой выборке в зависимости от порога допустимого расстояния Левенштейна

Корректность переводов в тестовой выборке в зависимости от порога допустимого расстояния Левенштейна при исключении непереведенных Яндексом слов

В серьезном академическом исследовании, конечно, стоило бы найти живого переводчика и заплатить ему за валидацию тестовой выборки, или по крайней мере вручную перепроверить каждое слово с открытыми словарями. Тем не менее, для моих целей я признал валидацию успешной.

Хэппи-энд

Спустя несколько итераций исправления ошибок я получил словарь из 59360 непустых переводов. Это заняло 6 часов и почти ровно $25, что близко к моей изначальной оценке. Кроме того, $12 были потрачены на проверку орфографии в словах.

Репозиторий

Проект выложен под MIT-лицензией по адресу: https://github.com/IvanDubls/llm_dictionary. Я не возражаю против использования как готового словаря, так и кода (не очень, правда, читаемого) в различных проектах (буду, наоборот, рад).

Перспективы

В дальнейшем я планирую расширить словарь, а кроме того заняться изготовлением аналогичных словарей для других языковых пар.

Заключение

Конечно, прогноз LLM носит вероятностный характер, и словарь, составленный живыми экспертами будет корректнее, чем получающийся с помощью данного алгоритма. Тем не менее, такой словарь хорош своей относительной дешевизной. Мне кажется, он может найти своё применение в студенческих проектах и изготовлении MVP. В общем и целом, я считаю, что он удался как proof-of-concept. Я буду очень доволен собой, если он пригодится кому-то и очень рад, если кому-то было интересен какой-то кусочек этой статьи.

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4 февр. 2024 г.

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My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
09.08.25 16:43 meghanmarkle1998

I was scammed out $ 180,000 in BTC, but Spikes Assets Recovery came to my rescue. When my cryptocurrency investment fell into the wrong hands, I lost $115,330 in Bitcoin and was defrauded of my hard-earned money. I was on the verge of giving up after learning that the funds seemed unrecoverable, but then I came across a Google post about a legitimate recovery service called Spikes Assets Recovery, a firm specializing in stolen fund and crypto recovery. To my astonishment, after working with them, they successfully recovered the full $115,330 I had lost in BTC. I'm incredibly grateful and relieved that I was able to recover all of my missing Bitcoin. For inquiries or assistance with recovering your lost assets, you can contact Spikes Assets Recovery using the following details: Email: [email protected] Yahoo: [email protected]
09.08.25 17:24 Sophie Pugh

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10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 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
10.08.25 18:13 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
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 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
10.08.25 23:29 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
11.08.25 10:33 Morris Jason

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11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 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
12.08.25 17:13 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
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 08:26 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

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13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 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
14.08.25 00:20 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
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 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
16.08.25 06:53 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
16.08.25 06:53 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
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 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
17.08.25 17:49 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
17.08.25 17:49 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
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 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
18.08.25 22:17 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