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Как мы искали лучшие AI-модели (часть 1)

AI используется всё чаще Кому‑то это упрощает ежедневную рутину, кому‑то заменяет психолога, кому‑то помогает приобретать новые знания. Есть и те, кто хочет существенно усовершенствовать процессы в уже работающем бизнесе или создает на основе AI свои продукты (наш вариант — последний).

В начале этого года нам понадобилось провести тестирование AI‑моделей на предмет имеющегося функционала и возможностей AI‑моделей для оценки перспективности использования в тех или иных продуктах.

Данная серия статей про результаты такого тестирования — от простого до самого продвинутого.


Начали с самого очевидного — взяли 18 наиболее популярных AI‑моделей и прогнали их через список из 30 вопросов (по 3 вопроса в 10 разных категориях).

Получив ответы, мы стали думать, как по каким критериям лучше анализировать этот массив информации. Для этого сначала пришлось ответить на вопрос: «А кто, по нашему мнению, является пользователем AI чат‑бота?»

По результатам ответа на вопрос было составлено описание пользователя:

человек, который хочет получить релевантный, понятный, быстрый, краткий и полный ответ на интересующий вопрос.

Иллюстрация нерелевантного ответа
Иллюстрация нерелевантного ответа

Релевантность — соответствие ответа заданному вопросу.

Другими словами, должен быть получен ответ, который бы удовлетворил запрос пользователя.

Иллюстрация полного ответа
Иллюстрация полного ответа

Полнота — насколько ответ был исчерпывающим.

То есть, должны быть учтены все особенности предмета вопроса (указаны все необходимые для игры характеристики персонажа RPG, уточнения относительно вопроса и т. д.) Например, указано определение Квантовой физики, основные положения указаны полностью.

Иллюстрация непонятного ответа
Иллюстрация непонятного ответа

Понятность — ответ полностью на языке заданного вопроса, без ошибок, сложной терминологии, которая может быть непонятна обычному пользователю, или сложной структуры, по которой трудно отыскать ответ на заданный вопрос.

Иллюстрация долгого ожидания ответа
Иллюстрация долгого ожидания ответа

Быстрота — скорость получения ответа от AI‑модели. Была поставлена планка для начала получения ответа до 5 секунд с момента отправки вопроса.

Иллюстрация слишком длинного ответа
Иллюстрация слишком длинного ответа

Краткость — длина ответа для вопросов, не требующих детальных пояснений, в идеале не должна превышать 1000–1100 символов (примерно столько символов содержалось в одной странице текста в веб‑версии AI‑модели).

для вопросов, требующих детальных пояснений, длина ответа была увеличена примерно в 1,5 раза, то есть 2500 символов.

Идея в том, что пользователь вряд ли станет читать огромные полотна текста при поиске ответа на свой вопрос. Если он не найдет что‑то полезное или интересное в первых 2–3 абзацах, то, многовероятно, просто закроет или свернет окно и пойдет искать ответ в других источниках.

Именно эти 5 характеристик стали критерием оценки ответов AI.

На весь процесс с нахождением испытуемых AI‑продуктов, генерацией вопросов, определением критериев оценки и подведением итогов ушло порядка недели.

По результатам исследования были выявлены следующие недостатки в ответах:

  • вопрос с просьбой привести несколько предложений на иностранном языке для помощи в его изучении, а ответ состоит только из предложений на иностранном языке — нет перевода на язык, на котором задавался вопрос;

  • вопрос о создании диалога на китайском языке, а в ответе вместо диалога на китайском языке в виде китайской письменности представлен только пиньинь (запись китайских слов на латинице) — не приведен текст на языке, на котором была просьба создать предложения;

  • вопрос о создании стихотворения в стиле конкретного поэта на определенную тему — ответ не читается ни как стихотворение, ни как что‑то сделанное в стилистике автора;

  • вопрос о создании стихотворения в стиле конкретного поэта на определенную тему — ответ не читается, как стихотворение;

  • вопрос о приведении 5 примеров для вечеринки в стиле 80-х — в ответе приведено по одной идее для 5 разных вечеринок;

  • вопрос о создании загадки для квиза — вместо одной загадки представлено несколько (если быть точным, то 5. Вероятно, здесь имело место некорректное использование истории сообщений при ответе на вопрос);

  • вопрос о советах по поводу улучшения резюме — представлены описание и образец резюме без каких‑то советов;

  • вопрос о создании эссе на определенную тему — ответ не представляет собой эссе;

  • ожидание ответов более 5 секунд;

  • неполные ответы (указаны не все основные положения теории большого взрыва; не разъяснены основные принципы работы солнечных батарей и так далее);

  • по тексту невозможно определить, насколько полным был ответ (сбой в переводе на русский язык, почти весь ответ на иностранном языке или просто в специальных символах)

  • слишком длинные ответы на вопрос, не требующий детальных разъяснений;

  • слишком длинные ответы на вопрос, требующий детальных разъяснений;

  • ответ частично на отличном от вопроса языке (вставки английского, французского и других языков без перевода и разъяснения значения) без каких‑то пояснений;

  • неверный перевод с иностранного языка. Например, перевод должности сервировщика в диалоге как «сервер» (затрудняет чтение и понимание текста);

  • несогласованность диалогов на иностранном языке и языке, на котором был задан вопрос (сначала указан диалог только на китайском, потом диалог только на русском. сложно понять, каким строкам диалога принадлежит перевод);

  • проблема с использованием падежей, склонений, рифм;

  • ошибка с математическими вычислениями. AI считает, что 36 и 1066 чем‑то схожи;

  • внезапные обрывы ответов;

  • сложная для восприятия структура ответа (на просьбу дать советы по улучшению резюме сначала указан образец резюме и только в конце советы по улучшению);

  • во всех ответах в конце предложений часто указаны цифры. возможно, сноски на другой материал, но сам материал не указывается.

Плюс ручного тестирования в том, что тебе не нужно самому себе объяснять, что означают критерии оценки модели и как выявлять отклонения от таких критериев.

Проблемы ручного тестирования AI очевидны:

  • слишком большое время на проверку ответов всех AI‑продуктов (порядка 500 ответов от моделей, каждый из которых необходимо проверить по 5 выбранным критериям);

  • возможность пропуска каких‑то дефектов из‑за невнимательности;

  • в случае, если критерии заранее не описаны в отдельном документе, есть риск применения разных критериев оценки к разным ответам (необъективность оценки).

Получив такие результаты, мы стали думать над тем, как самим не допустить тех же самых ошибок при разработке собственного продукта.

Сначала мы попытались автоматизировать проверку по ранее сформированным критериям.

Для автоматизации мы решили использовать две AI‑модели:

gpt-4o решала задачу определения релевантности ответа. В инструкциях попросили написать в ответе, является ли переданный текст релевантным ответом на поставленный вопрос и перечислили сформированные нами критерии релевантности. В ответе должно было возвращаться либо «соответствует», либо «нерелевантный ответ». По итогам тестирования работы такой метрики ложноположительных или ложноотрицательных ответов замечено не было. На проверку ответов на вопросы по всем AI‑продуктам (около 500 ответов) было затрачено примерно 1,5$.

import openai
from openai import OpenAI


def check_relevance(question, answer):
    client = OpenAI()
    response=client.chat.completions.create(
    model="gpt-4o",
    messages=[
    {"role": "system", "content": f"""Проверь ответ на вопрос на предмет соответствия 
                        контексту. Например, если задается вопрос на разъяснение 
                        какого-то термина, то для соответствия контексту в ответе 
                        должно быть определение термина и разъясненние основных его 
                        положений. Если вопрос содержит просьбу помочь с чем-то, то 
                        ответ должен обязательно содержать советы или пожелания, 
                        возможно, алгоритм, как решить проблему, указанную в вопросе.
                        Например, если в вопросе будет просьба помочь написать доклад,
                        то в ответе должны обязательно содержаться советы, как успешно
                        написать такой доклад.
                        если в вопросе просьба улучшить что-то, то в ответе должны быть
                        предложены советы и способы для улучшения предмета вопроса.
                        Если вопрос содержит просьбу написать какое-то произведение, 
                        то ответ должен соответствовать загаданному произведению.
                        Обращай внимание на количество загаданного. Например, если в 
                        вопросе будет просьба написать 5 загадок, то в ответе должно 
                        быть 5 загадок.
                        Если в вопросе будет просьба придумать 1 историю, то в ответе 
                        должна быть 1 история.
                        Если ответ полностью соответствует контексту вопроса, то в 
                        ответе возврати "соответствует".
                        В остальных случаях, возвращай "нерелевантный ответ".
                        Вот вопрос: {question}. 
                        Вот ответ: {answer}"""}
    ],
    max_tokens=1000
    )
    content = response.choices[0].message.content
    print(content)
    return content

Для проверки понятности ответа также была привлечена AI‑модель (claude-3–5-sonnet-20 241 022), а в промте описан ожидаемый формат ответа. На все проверки с развернутым ответом, почему именно такая финальная оценка (те же примерные 500 ответов), было затрачено примерно 10$. Пришлось несколько потрудиться с уточнением условий, по которым необходимо проверять ответы, но итоговый результат был вполне себе логичным и обоснованным.

В расчете показателя понятности ответа было использовано 3 составляющих: оценка качества перевода на язык, на котором задавался вопрос, оценка на предмет ошибок в использовании рифм, склонений и прочих недочетов, а также оценка на предмет удобства структуры ответа. Среднее значение по итогам оценки записывалось в итоговую таблицу.

Ниже приведен пример проверки ответа на предмет ошибок с использованием падежей, склонений, рифм и т. д.

import anthropic


def check_answer_artifacts(question, answer):
    client = anthropic.Anthropic()
    message = client.messages.create(
        model="claude-3-5-sonnet-20241022",
        max_tokens=1000,
        temperature=0,
        system=f"""Ты ассистент, готовый помочь с любым вопросом. 
                        Проверь ответ на вопрос на предмет недочетов в плане 
                        понятности для пользователя. 
                        Недочетами считаются проблемы с использованием падежей, 
                        склонений, возможно, рифм или ритма стихотворений и так далее.
                        Также недочетами считаются наличие символов и знаков, которые 
                        могут быть непонятными для пользователя. Например, сноски без 
                        указания источника или отсутствие разъяснений специальных 
                        терминов.
                        Если ответ не содержит подобных указанным выше недочетов, то в
                        ответе возврати "ответ понятный".
                        В остальных случаях, возвращай "ответ непонятен".
                        Вот ответ: {answer}.
                        Вот вопрос: {question}""",
        messages=[
            {
                "role": "assistant",
                "content": [
                    {
                        "type": "text",
                        "text": """Ожидаемый ответ или дополнительный вопрос от 
                      ассистента"""
                    }
                ]
            }
        ]
    )
    text_blocks = [text_block.text for text_block in message.content 
                   if hasattr(text_block, 'text')]
    message_content = " ".join(text_blocks).strip(': "')  # Убираем лишние символы
    print(message_content)
    return message_content

Для расчета полноты было принято решение использовать BERTScore, а именно параметр F‑score, который учитывает и полноту и точность ответов в расчетах.

В случаях, когда есть вопрос, ответ на который должен быть примерно одинаковым от всех исследуемых моделей, использовать метрики вроде BERTScore возможно, чтобы получить наиболее полный и точный ответ среди выборки имеющихся ответов.

В нашей выборке сначала считались метрики релевантности и понятности ответов. Если максимальный результат получает только один ответ из выборки, то такой ответ считается идеальным, и все остальные ответы сравниваются с ним. Если же таких вариантов несколько, то сначала идет сравнение на предмет выявления наиболее точного и полного, а затем так же все остальные ответы сравниваются с таким идеальным ответом.

import os
import json
import gspread
from oauth2client.service_account import ServiceAccountCredentials
from completeness.compare_embeddings import calculate_embedding_similarity
from completeness.compare_texts import compare_texts
from google_sheets_info import *
from read_file import read_response_from_file


def test_completeness(questions_dict):
    # Проход по вопросам и расчет показателей полноты
    for question_key, question_info in questions_dict.items():
        question_text = question_info[0]
        folder_path = question_info[1]
        question_row = worksheet.find(question_text).row
        relevance_row = question_row + 1
        clarity_row = question_row + 4
        # Извлечение наименований моделей
        model_names = worksheet.row_values(1)[1:]
        # Извлечение значений показателей Relevance и Clarity с заменой запятых 
        # на точки
        relevance_scores = [value.replace(',', '.') 
                            for value in worksheet.row_values(relevance_row)[1:]]
        clarity_scores = [value.replace(',', '.') 
                          for value in worksheet.row_values(clarity_row)[1:]]
        
        # Сумма значений Relevance и Clarity с учетом наименования моделей
        total_scores = []
        for i in range(len(relevance_scores)):
            if relevance_scores[i] and clarity_scores[i]:  # Проверка на пустоту в 
                                                           # ячейке
                total_scores.append((float(relevance_scores[i]) + 
                                     float(clarity_scores[i]), model_names[i]))
        max_score = max(total_scores, key=lambda x: x[0])
        max_score_value = max_score[0]
        max_score_models = [model for score, model in total_scores 
                            if score == max_score_value]
        
        # Определение идеального ответа на основании рассчитанных 
        # показателей релевантности и понятности
        # Если максимальное значение одно
        if len(max_score_models) == 1:
            gold_answer_file = os.path.join(folder_path, max_score_models[0] + '.txt')
            gold_answer = open(gold_answer_file, 'r', encoding='utf-8').read()
        else:
            # Если несколько максимальных значений, выбираем по лучшему f_score
            max_answers = [open(os.path.join(folder_path, model + '.txt'), 'r', 
                                encoding='utf-8').read() for model in max_score_models]
            best_f_score = 0
            best_answer = None
            best_model_name = None
            for i in range(len(max_answers)):
                for j in range(i + 1, len(max_answers)):
                    f_score = compare_texts(max_answers[i], max_answers[j])
                    if f_score > best_f_score:
                        best_f_score = f_score
                        best_answer = max_answers[i]
                        best_model_name = max_score_models[i]
            gold_answer = best_answer

        # Получение списка файлов ответов
        answer_files = [f for f in os.listdir(folder_path) if f.endswith('.txt')]
        completeness_scores = []
        # Расчет показателя полноты для всех ответов
        for answer_file in answer_files:
            model_answer = open(os.path.join(folder_path, answer_file), 'r', 
                                encoding='utf-8').read()
            completeness_score = calculate_embedding_similarity(gold_answer, 
                                                                model_answer)
            completeness_scores.append((completeness_score, answer_file[:-4])) 

        # Запись значений в таблицу Google Sheets
        completeness_row = question_row + 2
        worksheet.update_cell(completeness_row, 1, "Completeness")
        for score, model_name in completeness_scores:
            col_index = model_names.index(model_name) + 2 # +2, так как первые 2 
                                                          #столбца - Question и 
                                                          #Relevance
            worksheet.update_cell(completeness_row, col_index, score)
    print("Скрипт успешно выполнен.")

Для расчета краткости ответов сначала по похожему принципу из числа набравших максимальные показатели релевантности и понятности ответов выбирался наиболее короткий, с которым впоследствии сравнивались все остальные.

Пример записи результатов расчета по выбранным метрикам в Google Sheets:
Пример записи результатов расчета по выбранным метрикам в Google Sheets:

Плюсы автоматизации тестирования AI:

  • существенное снижение времени на оценку ответов;

  • возможность масштабирования на более широкий пул вопросов или выборку AI‑продуктов;

Минусы автоматизации (по выбранным критериям):

  • критерии не поддаются автоматизации с помощью обычных функций и методов (по крайней мере, нами такие универсальные методы не были найдены). Как минимум, есть проблемы в оценке творческих задач. Как определить, что все элементы стихотворения в тексте ответа присутствуют? Как определить, что соблюдена стилистика конкретного поэта? Как определить, что настроение произведения соответствует обычному настроению стихов конкретного автора? Или как протестировать релевантность ответа на просьбу создать описание персонажа для RPG‑игры, не имея при себе какого‑то эталона? Теоретически может быть столько релевантных и полных ответов, сколько моделей мы выбрали для тестирования. При этом по выбору способа формирования все такие ответы могут быть разными. Таким образом, к решению проблемы определения релевантности и полноты ответа для творческих задач не подходит ни BERTScore, ни AI, поскольку мы не можем поручиться за верность интерпретации текста, полученного, например, в ответе на задание «напиши стихотворение о зиме в стиле Сергея Есенина».
    До сих пор какого‑то адекватного решения нами не найдено, поскольку проблема связана с огромным количеством критериев оценки, для проверки которых, разве что, надо создавать собственную модель, проверяющую создание такого творческого произведения как со стороны автора, так и со стороны зрителя (способно ли «творчество» модели вызвать те же или схожие эмоции, что вызывают произведения автора?). Задача представляется довольно трудной. С другой стороны, при нынешних объемах данных, на которых обучаются модели, совсем невыполнимой ее тоже назвать нельзя.

  • без написания в явном виде списка критериев, по которым можно считать ответ точным и полным, оценки релевантности и полноты ответов будут весьма приблизительны, потому что будут опираться на сходность формулировок в ответах (векторов таких формулировок), а не на действительную оценку полноты и точности.

  • наконец, использование AI как способа тестирования ответов моделей также сопряжено с трудностями. AI требует максимально детального описания того, как должен оцениваться текст по какому‑то критерию. При этом должен быть соблюден баланс детализации и краткости инструкций. И даже идеально прописанные инструкции по оценке не могут нас застраховать от выдачи ложноположительных и ложноотрицательных результатов.

Самым главным и очевидным результатом такого исследования стал вывод о невозможности применения единой методики автоматизированного подсчета эффективности работы AI для задач разного типа. Слишком велики различия в получаемых результатах при применении одних и тех же критериев оценки.

Вот с такими выводами мы решили искать новые пути к решению задачи автоматизации оценки качества ответов моделей на поставленные задачи или заданные вопросы.

Как говорится, когда понимаешь, что зашел в тупик, просто вернись к началу.

Что мы и сделали.

Источник

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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

  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 17:08 raymondgonzales

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  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

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  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:49 kattygates

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  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

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  • 02.11.25 15:23 michaeldavenport238

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  • 02.11.25 15:23 michaeldavenport238

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  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 robertalfred175

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  • 04.11.25 09:30 robertalfred175

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  • 05.11.25 02:43 jordan_11

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  • 05.11.25 02:44 jordan_11

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  • 05.11.25 02:48 jordan_11

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  • 05.11.25 16:20 robertalfred175

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

  • 05.11.25 16:21 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

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