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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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14.09.25 12:44 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 15:13 estherfords

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

My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
14.09.25 17:48 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 17:48 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 20:49 Clinton

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

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

I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.09.25 12:25 aliceforemanlaw

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

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 13:25 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.09.25 13:25 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 02:56 peju1213

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

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

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 11:55 Mundo

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

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 12:22 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 13:04 Mundo

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

I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
19.09.25 00:54 frank2025

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

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

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

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

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.09.25 17:12 wendytaylor015

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

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

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

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:54 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 14:45 Raymondkrisitina

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

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

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

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

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

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

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

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

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

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

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

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

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 12:29 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 15:42 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 15:42 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 19:08 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 19:53 carolinehudso83

You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
26.09.25 22:25 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 22:59 elizabethrush89

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26.09.25 22:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.09.25 03:07 Angela_Moore

I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
28.09.25 00:42 Anitastar

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28.09.25 01:48 marcushenderson624

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28.09.25 01:48 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
28.09.25 01:49 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
13:47 thomassankara

USDT recovery expert / company I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
16:32 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16:32 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19:46 beverlyalex010

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21:06 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.