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Автоматизируем поиск ценной информации в групповых чатах Telegram с помощью LLM

Вступление

Многие из нас состоят в десятках групповых чатов Telegram, которые заменили нам форумы из нулевых. Это могут быть как чаты по интересам, так и тематические площадки, на которых люди обмениваются опытом в формате вопрос-ответ. Последние особенно важны, так как такие групповые чаты дают возможность получать актуальную информацию из первых рук практически в реальном времени (оставим тему достоверности за кадром для этой статьи): во многих случаях даже самые важные новости могут появляться в таких чатах намного раньше, чем в СМИ, а в ряде случаев информация может быть вообще уникальной, и в других источниках ее не найти. Однако, если чатов становится слишком много или если они генерируют слишком много сообщений, мониторить их становится слишком затратно, а то и невозможно. Как итог, получаем такую картину:

Знакомая ситуация?

На дворе 2024 год, поэтому решение напрашивается само собой: нужно написать бота, который будет делать это за нас с помощью ChatGPT или другой вашей любимой LLM! Статья рассказывает о тонкостях реализации такого бота на Python с нуля.

Во время написания бота и текста статьи, в блоге Selectel вышла аналогичная публикация под названием "Самый простой гайд по созданию бота для анализа сообщений в Telegram". Несмотря на схожесть подходов, оба решение по-разному решают поставленную задачу, поэтому было решено опубликовать эту статью, несмотря на более раннюю публикацию в блоге Selectel.

Идея и архитектура решения

Мы хотим сделать Telegram бота, который с заданным периодом будет суммаризировать заданные групповые чаты Telegram и присылать выжимку указанным пользователям за выбранные даты. Выжимку мы хотим получать в заранее определенном формате, причем у пользователя должна быть возможность найти в истории чата сообщения, соответствующие положениям выжимки. Кроме того, мы хотим получать ответы на наши уточняющие вопросы по этой выжимке, то есть, кроме рассылки результатов суммаризации, мы хотим чтобы бот был еще и чат-ботом.

Несмотря на кажущуюся простоту, есть несколько моментов, которые все усложняют:

Telegram Bot API не позволяет добавлять ботов в чат никому, кроме админов чата. Так как нас не интересует мониторинг собственных чатов, это ставит крест на простой реализации, построенной исключительно на базе Bot API.
Вместо этого нам придется использовать Telegram API и наш личный аккаунт Telegram для скраппинга сообщений из чатов. Однако, кроме скраппинга сообщений и их суммаризации нам нужно еще как-то общаться с конечным пользователем-получателем выжимок. Telegram API для этого в теории подходит, но мы не хотим, чтобы для общения использовался наш личный аккаунт. Тут то на помощь к нам и приходит Bot API.
Мы не хотим завязываться на конкретную LLM, так как ряд моделей платные, часть не работает из определенных стран, а часть дает слишком плохое качество. Поэтому мы хотим спрятать функцию суммаризации за неким фасадом, который позволит нам менять LLM, не переписывая половину приложения. Для этого мы используем библиотеку LangChain.
Те, кто знаком с LLM, знают, что чтобы получить от модели желаемый ответ, нужно немного попотеть с промптом. Наш случай не исключение, поэтому мы должны, во-первых, аккуратно составить промпт для суммаризации чата, а во-вторых, предусмотреть возможность добавления пользовательских промптов отдельно для каждого чата.

С учетом соображений выше вырисовывается четыре основных компонента реализации:

Компонент для скраппинга групповых чатов Telegram посредством Telegram API.
Компонент для суммаризации истории чата.
Компонент для общения с пользователем.
Компонент, который свяжет первые три и реализует выполнение суммаризации по расписанию.

Реализация

Скраппинг групповых чатов

Для общения с Telegram API нам понадобятся так называемые api_id и api_hash - это параметры для доступа к API. Получить их можно, следуя документации Telegram. Здесь важно отметить, что получая таким образом доступ к API, мы создаем Telegram App, то есть запрашиваем доступ к Telegram API для работы с ним через приложение, отличное от официального клиента. Это потенциально рискованный шаг потому что:

Нарушение ToS Telegram API приведет к блокировке аккаунта.
Выданные API ID и API Hash потом нельзя ни удалить, ни изменить. В целом это не должно влиять на безопасность аккаунта, так как даже при наличии этих значений для использования Telegram API нужно по-честному входить в аккаунт, используя номер телефона и OTP.

С учетом вышесказанного, читатель может действовать на свой страх и риск.

Так или иначе, предположим, что api_id и api_hash нами получены, и можно приступать к реализации. Для общения с Telegram API будем использовать библиотеку telethon. Напишем простой класс GroupChatScrapper, который будет выгружать историю сообщений чата, получая на вход ID чата и период, за который нужно выгрузить сообщения:

import atexit
from datetime import datetime, timedelta, timezone
from telethon.sync import TelegramClient
from telethon.tl.types import User, Channel


class GroupChatScrapper:
    def __init__(self, telegram_api_id, telegram_api_hash):
        self.client = TelegramClient("session", api_id=telegram_api_id, api_hash=telegram_api_hash)
        # Первый запуск клиента попросит нас залогиниться в Telegram аккаунт в терминале
        self.client.start()
        # telethon по умолчанию хранит данные сессии в БД на диске, поэтому работу с клиентом
        # нужно завершать корректно, чтобы не сломать БД
        atexit.register(self.client.disconnect)

    @staticmethod
    def get_telegram_user_name(sender):
        # Для выжимки нам нужны имена отправителей сообщений (позже увидим, зачем именно)
        if type(sender) is User:
            if sender.first_name and sender.last_name:
                return sender.first_name + " " + sender.last_name
            elif sender.first_name:
                return sender.first_name
            elif sender.last_name:
                return sender.last_name
            else:
                return "<unknown>"
        else:
            if type(sender) is Channel:
                return sender.title

    @staticmethod
    def get_datetime_from(lookback_period):
        return (datetime.utcnow() - timedelta(seconds=lookback_period)).replace(tzinfo=timezone.utc)

    def get_message_history(self, chat_id, lookback_period):
        history = []
        datetime_from = self.get_datetime_from(lookback_period)
        for message in self.client.iter_messages(chat_id):
            if message.date < datetime_from:
                break
            if not message.text:
                # Пропускаем не-текстовые сообщения
                continue
            sender = message.get_sender()
            data = {
                "id": message.id,
                "datetime": str(message.date),
                "text": message.text,
                "sender_user_name": self.get_telegram_user_name(sender),
                "sender_user_id": sender.id,
                "is_reply": message.is_reply
            }
            if message.is_reply:
                data["reply_to_message_id"] = message.reply_to.reply_to_msg_id
            history.append(data)
        return list(reversed(history))

Итак, у нас есть класс, который может логиниться в аккаунт Telegram и выгружать историю сообщений c интересующими нас полями. Вот пример индивидуального сообщения из выгруженной истории:

{
  "id": 12345,
  "datetime": "2024-03-29 20:34:47+00:00",
  "text": "Как мне пропатчить KDE2 под FreeBSD?",
  "sender_user_name": "Sashok",
  "sender_user_id": 12345,
  "is_reply": True,
  "reply_to_message_id": 12345
}

Здесь есть бóльшая часть полей, которые нужны для суммаризации: текст сообщения, имя отправителя и ID, нужный для связи цепочки ответов на сообщения. Однако, наш класс имеет один серьезный недостаток: не-текстовые сообщения и вложения к сообщениям не выгружаются. Это значит, что изображения, видео и голосовые сообщения не попадают во входные данные для суммаризации. Тем не менее, для простоты оставим как есть - все же большая часть контекста в чатах Telegram передается текстом.

Суммаризация истории сообщений

Как мы обсуждали выше, мы не хотим жестко привязываться к конкретной LLM, поэтому используем библиотеку LangChain в качестве фасада. Здесь нужно оговориться, что "гениальная" архитектура LangChain все равно допускает утечку реализации в пользовательский API, но большую часть кода все равно можно будет переиспольовать.

Для простоты будем использовать модель gpt-4-turbo-preview от OpenAI. Для этого идем на platform.openai.com, заносим денег и получаем API ключ. Далее реализуем логику суммаризации в классе Summarizer:

from langchain.prompts import (
    ChatPromptTemplate,
    HumanMessagePromptTemplate,
    MessagesPlaceholder,
)
from langchain_core.messages import SystemMessage
from langchain_openai import ChatOpenAI
from langchain.chains import LLMChain
from langchain.memory import ConversationBufferMemory


class Summarizer:
    def __init__(self, openai_api_key):
        self.openai_api_key = openai_api_key
        self.openai_model = "gpt-4-turbo-preview"

        # Конструкция промпта для хранения истории запросов к LLM (UX чат-бота),
        # которые делает пользователь для уточнениня выжимки из истории чата
        self.persistent_prompt = ChatPromptTemplate.from_messages(
            [
                SystemMessage(
                    content="You are a chatbot having a conversation with a human."),
                MessagesPlaceholder(variable_name="chat_history"),
                HumanMessagePromptTemplate.from_template("{human_input}")
            ]
        )

    # Подаем на вход историю чата Telegram в формате JSON и промпт-запрос к LLM
    def summarize(self, text_to_summarize, summarization_prompt):
        llm = ChatOpenAI(model_name=self.openai_model, openai_api_key=self.openai_api_key)
        # Здесь будем хранить историю запросов/промптов
        memory = ConversationBufferMemory(memory_key="chat_history", return_messages=True)
        chat_llm_chain = LLMChain(
            llm=llm,
            prompt=self.persistent_prompt,
            verbose=False,
            memory=memory,
        )
        init_prompt = summarization_prompt.format(text_to_summarize=text_to_summarize)
        return chat_llm_chain.predict(human_input=init_prompt), chat_llm_chain

    @staticmethod
    def validate_summarization_prompt(summarization_prompt):
        if not "{text_to_summarize}" in summarization_prompt:
            raise RuntimeError("Summarization prompt should include \"{ text_to_summarize }\"")

Описанная реализация использует API OpenAI, доступ к которому затруднен из России. Прошу понять, простить, и иметь в виду, что реализацию достаточно легко переключить на тот же GigaChat:

import os
from langchain_community.chat_models import GigaChat

...

class Summarizer:
    def __init__(self, gigachat_api_key):
        self.gigachat_api_key = gigachat_api_key
        ...

    def summarize(self, text_to_summarize, summarization_prompt):
        llm = GigaChat(verify_ssl_certs=False, scope="GIGACHAT_API_PERS", credentials=self.gigachat_api_key)
        ...

Промпт для суммаризации

Итак, код для суммаризации написан, осталось составить промпт. Как обозначалось ранее, мы хотим получать выжимку из истории чата в заранее заданном формате, причем у пользователя должна быть возможность найти в истории чата сообщения, соответствующие положениям выжимки. Для этого в промпте:

Расскажем LLM про контекст - мы хотим суммаризировать историю чата Telegram в формате JSON.
Попросим выделить 5 основным тем обсуждения.
Попросим снабдить каждую из обозначенных тем примерами 2-3 наиболее показательных диалогов из истории чата на данную тему. Это нужно, чтобы добавить конкретики в описание основных тем обсуждения.
Чтобы мы могли после прочтения выжимки найти конкретные сообщения в чате, попросим для каждого примера диалога давать ключевые слова для поиска.
Мы пишем промпт для GPT-4, для которой "родной" язык - английский, поэтому и промпт на всякий случай напишем на английском, отметив, что ответ мы хотим получить на языке общения в поданной на вход истории сообщений чата.
По заветам промпт-инжиниринга поднапряжемся и напишем подробный пример ожидаемого ответа.

Таким образом, получаем что-то вроде (прим.: промпт предназначен для суммаризации чата по вопросам налогов и банкинга для русскоязычных экспатов в Испании, темы и имена пользователей выдуманные):

The JSON document below is a message history from a Telegram group chat.
I need you to summarize this chat history and yield 5 primary conversation topics.
Each conversation topic mentioned should be accompanied by one-sentence summaries of 2-3 most representative dialogs (not single messages) from the conversation on the given topic including usernames.
For each dialog summary provide the exact keywords with which the message can be found in the history using text search.

IMPORTANT: The output should be provided in the language which prevails in the messages text.

Here's an example of desired output in Russian language (follow the exact structure):

1. <b>Изменения в политике открытия счетов в Испании для россиян по паспорту гражданина РФ без получения ВНЖ. Обсуждаются новые ограничения, введенные в начале 2024</b>.
Примеры сообщений:
- <b>Bolzhedor рассказывает</b> о неудачной попытке открытия счета по паспорту РФ в банке Caixa. Ключевые слова: "<i>завернули с паспортом</i>", "<i>больше никому не открывают :(</i>".
- <b>Александр Сергеевич</b> отмечает, что единственный банк, до сих пор открывающий счета россиянам по паспорту - это BBVA. Ключевые слова: "<i>BBVA пока разрешает</i>", "<i>главное дружить с хестором</i>".

2. <b>Изменения в политике налогообложения России и Испании в 2024 году</b>.
Примеры сообщений:
- <b>Себастьян Перейро</b> и <b>Max</b> обсуждают изменения в налоговом законодательстве и влияние налогового резидентства на обязательства. Ключевые слова: "<i>нерезидентам сейчас хуже всего</i>", "<i>кто попался на непредоставлении?</i>", "<i>зачем вообще об этом сообщать/<i>".
- <b>Akakij M</b> и <b>Олег</b> делятся опытом и советами по вопросам налогообложения и требованиям налоговых органов. Ключевые слова: "<i>Будут спрашивать - скажете</i>", "<i>у меня пока ничего не просили</i>".

3. <b>Судебные приставы и исполнение налоговых требований: пользователи делились опытом взаимодействия с судебными приставами и налоговыми органами, включая случаи неправомерного списания средств</b>.
Примеры сообщений:
- <b>Маша К</b> рассказывает о своем опыте с неправомерным списанием средств и последующим взысканием через суд. Ключевые слова: "<i>по судам затаскают</i>".
- <b>Любитель Бокса</b> упоминает о списании штрафов с нескольких счетов одновременно. Ключевые слова: "<i>уж не знаю как, но нашли</i>".

4. <b>Вопросы по открытию и пополнению счета для получения студенческой визы</b>.
Примеры сообщений:
- <b>Родион Раскольников</b> ищет информацию о том, как показать на счете 1337€ для студенческой визы, учитывая ограничения на пополнение счета в Nickel. Ключевые слова: "<i>студенческая виза</i>", "<i>leet</i>", "<i>1337€</i>".
- <b>Kusswurm</b> предлагает пополнение через Bank для обхода лимитов Nickel. Ключевые слова: "<i>пополнение через Bank</i>", "<i>обход лимитов Nickel</i>".

5. <b>Обсуждение возможности использования банковских услуг для нерезидентов и резидентов с TIE</b>.
Примеры сообщений:
- <b>Александр</b> спрашивает о переводе средств из РФ в Испанию, будучи нерезидентом без резиденции. Ключевые слова: "<i>вывод средств</i>", "<i>РФ в Испанию</i>", "<i>нерезидент</i>".
- <b>Жулик Обманщик</b> предлагает привезти наличные, а также упоминает о наличии людей, заинтересованных в обмене рублей на евро. Ключевые слова: "<i>привезти наличные</i>", "<i>рубли на евро</i>".

Here's the JSON document:
{text_to_summarize}

Обратите внимание: в конце идет шаблонное поле text_to_summarize для вставки истории сообщений в промпт. Для проверки его наличия мы написали метод Summarizer.validate_summarization_prompt. Кроме того, мы используем в примере выжимки HTML теги: таким образом LLM будет выдавать отформатированный ответ, который Telegram сможет корректно отобразить.

Общение с пользователем

Теперь нам нужно реализовать рассылку выжимки истории чата и функциональность чат-бота для ответов на вопросы по ней.

Первым шагом будет создание бота через Telegram Bot Father согласно официальной инструкции. Как только токен для бота получен, приступим к реализации логики общения с пользователем, используя библиотеку telebot. Реализацию определят два важных аспекта:

Telegram бот не может самостоятельно инициировать диалог с пользователем. На уровне API это выражается в том, что сообщения можно отправлять только используя параметр chat_id, который нельзя определить по никнейму пользователя. Таким образом, нам нужно предусмотреть механизм самостоятельной верификации пользователя путем отправки соответствующей команды боту.
Поскольку бот будет одновременно общаться с несколькими пользователями (бот регулярно присылает выжимку списку пользователей, который мы задали в конфигурации заранее) и на тему нескольких чатов (список чатов для суммаризации также задается в конфигурации), нам нужно реализовать хранение состояния чата в зависимости от пользователя и выбранного чата, и переключение между ними.

С учетом таких вводных, примерно так будет выглядеть реализация класса EnvoyBot:

import threading
import time
import telebot


class EnvoyBot:
    def __init__(self, telegram_bot_auth_token, telegram_summary_receivers, allowed_contexts, chat_callback):
        # Предопределнный список пользователей, которые могут получать выжимки
        self.telegram_summary_receivers = telegram_summary_receivers
        
        # Словарь верифицировавшихся пользователей (пуст при запуске приложения)
        # Здесь ключ - имя (никнейм) пользвателя, значение - chat_id
        self.verified_receivers = dict()

        # Набор команд для переключения между контекстами (чатами для суммаризации)
        self.allowed_commands = ["/" + c for c in allowed_contexts]
        
        # Текущие контексты пользователей
        self.current_user_contexts = dict()

        # Callback для обработки уточняющих запросов пользователей
        # Сигнатура: chat_callback(input_message_text, sender, context_name, send_message_func)
        self.chat_callback = chat_callback

        # Запуск бота в фоновом потоке, чтобы не блокировать текущий поток скрипта
        self.bot = telebot.TeleBot(telegram_bot_auth_token)
        self.bot.set_update_listener(self.__handle_messages)
        self.bot_thread = threading.Thread(target=self.bot.infinity_polling)
        self.bot_thread.start()

    # Метод для отправки выжимки заданному пользователю
    def send_summary(self, username, text, chat_id):
        # Мы не можем отправить сообщение пользователю, который не верифицировался, так как
        # не знаем его chat_id
        if not username in self.verified_receivers:
            return
        self.bot.send_message(self.verified_receivers[username], text, parse_mode="HTML")
        # Контекст общения с пользователем всегда стартует с последней отправлленой выжимки
        self.set_current_user_context(username, chat_id)

    # Метод для выставления статуса "печатает" в момент, когда бот составляет сообщение
    def set_typing_status(self, users, predicate):
        # self.bot.send_chat_action(user, "typing") выставляет статус на <= 5 секунд или до тех пор, пока не будет отправлено сообщение
        # Это ограничение Bot API, поэтому костыльнем, чтобы можно было выставлять статус на заданное время
        def f():
            while predicate():
                for u in users:
                    if u in self.verified_receivers:
                        self.bot.send_chat_action(self.verified_receivers[u], "typing")
                time.sleep(5)

        threading.Thread(target=f).start()

    def set_current_user_context(self, username, context):
        self.current_user_contexts[username] = context

    # Главный метод, который обрабатывает входящие сообщеня
    def __handle_messages(self, messages):
        for message in messages:
            if not message.text:
                return
            sender = message.from_user.username
            
            # Сесурити: игнорируем сообщения от пользователей, которых мы не указали в конфиге
            if not sender or not sender in self.telegram_summary_receivers:
                return

            # Обработка команд
            if message.text.startswith("/"):
                if message.text == "/verify":
                    # Самостоятельная верификация пользователя (регистрация его chat_id для последущего общения)
                    self.verified_receivers[sender] = message.chat.id
                    self.bot.send_message(message.chat.id, "You are now verified and will receive generated summaries")
                    return
                else:
                    # Команды для переключения между контекстами (чатами)
                    if not message.text in self.allowed_commands:
                        self.bot.send_message(message.chat.id,
                                              "Invalid command, valid commands are: " + ", ".join(
                                                  self.allowed_commands))
                        return
                    self.set_current_user_context(sender, message.text[1:])
                    self.bot.send_message(message.chat.id, f"Switched context to {self.current_user_contexts[sender]}")
            else:
                # Обработка уточняющих запросов пользователя
                if not sender in self.current_user_contexts:
                    self.bot.send_message(message.chat.id,
                                          "Select context first, valid commands are: " + ", ".join(
                                              self.allowed_commands))
                    return
                self.chat_callback(message.text, sender, self.current_user_contexts[sender],
                                   lambda x: self.bot.send_message(message.chat.id, x))

Итого, мы получаем бота, который:

Может отправлять пользователю выжимку, храня при этом контекст диалога. Чтобы бот мог взаимодействовать с пользователем, пользователь должен сам инициировать диалог с ботом, отправив команду /verify.
Может переключать контексты для каждого пользователя по команде. Для этого пользователь может отправить команду /<chat_name>, где chat_name - ID чата (t.me/<chat_name>), чтобы бот переключил контекст диалога на выбранный чат.

Описание выглядит немного запутанно, но пазл сложится, когда мы увидим бота в действии.

Склеваем все вместе

Осталась заключительная часть: склеить все компоненты вместе, добавить чтение конфигурации и запуск суммаризации по расписанию.

Начнем с чтения конфигурации, и для этого используем библиотеку pydantic:

from typing import List, Union
from pydantic import BaseModel, Field
import argparse
from summarization import Summarizer


class SummarizationConfig(BaseModel):
    id: Union[str, int]
    lookback_period_seconds: int
    summarization_prompt_path: str


class AppConfig(BaseModel):
    telegram_api_id: int
    telegram_api_hash: str
    telegram_bot_auth_token: str
    openai_api_key: str
    chats_to_summarize: List[SummarizationConfig]
    telegram_summary_receivers: List[str]


if __name__ == "__main__":
    parser = argparse.ArgumentParser()
    parser.add_argument("path_to_config")
    args = parser.parse_args()

    app_config = AppConfig.parse_file(args.path_to_config)

    for c in app_config.chats_to_summarize:
        with open(c.summarization_prompt_path, "r") as f:
            Summarizer.validate_summarization_prompt(f.read())

С таким форматом файл конфигурации для двух чатов (используем один и тот же промпт для обоих) и одним получателем выжимок каждые 24 часа будет выглядеть так:

{
    "telegram_app_id": <id>, // Telegram API ID, который мы получили в самом первом шаге
    "telegram_app_hash": "<hash>", // Telegram API Hash
    "openai_api_key": "<key>", // Ключ для OpenAI API
    "telegram_bot_auth_token": "<token>", // Токен дл бота
    "chats_to_summarize": [
        {
            "id": "chat_name_1",
            "lookback_period_seconds": 86400, // 24 часа
            "summarization_prompt_path": "summarization_prompt.txt"
        },
        {
            "id": "chat_name_2",
            "lookback_period_seconds": 86400, // 24 часа
            "summarization_prompt_path": "summarization_prompt.txt"
        }
    ],
    "telegram_summary_receivers": [
        "my_telegram_nickname"
    ]
}

Далее добавим запуск суммаризации по расписанию с помощью библиотеки schedule:

import argparse
import threading
from collections import defaultdict
import schedule
import time
import json

from communication import GroupChatScrapper, EnvoyBot


if __name__ == "__main__":
    ...
  
    # Здесь мы будем хранить контекст диалога с LLM (вложенный словарь chat_name -> username -> context)
    llm_contexts = defaultdict(dict)
    # Вспомним, что бот работает в отдельном потоке, и добавим синхронизацию
    llm_contexts_lock = threading.Lock()


    # Callback для EnvoyBot, в котором мы будем обрабатывать уточняющие вопросы пользователя
    def chat_callback(input_message_text, sender, context_name, send_message_func):
        with llm_contexts_lock:
            envoy_bot.set_typing_status([sender], llm_contexts_lock.locked)
            if not context_name in llm_contexts or not sender in llm_contexts[context_name]:
                send_message_func(f"No context is available for {context_name} yet")
                return
            response = llm_contexts[context_name][sender].predict(human_input=input_message_text)
            send_message_func(response)


    summarizer = Summarizer(app_config.openai_api_key)
    group_chat_scrapper = GroupChatScrapper(app_config.telegram_api_id, app_config.telegram_api_hash)
    envoy_bot = EnvoyBot(
        app_config.telegram_bot_auth_token,
        app_config.telegram_summary_receivers,
        [c.id for c in app_config.chats_to_summarize],
        chat_callback
    )


    # Функция для суммаризация чата
    def summarization_job(chat_cfg, summarization_prompt, summary_receivers):
        with llm_contexts_lock:
            envoy_bot.set_typing_status(summary_receivers, llm_contexts_lock.locked)

            # Выгрузим историю сообщений за период chat_cfg.lookback_period_seconds
            messages, chat_title= group_chat_scrapper.get_message_history(chat_cfg.id, chat_cfg.lookback_period_seconds)
            serialized_messages = json.dumps({"messages": messages}, ensure_ascii=False)

            # Суммаризируем историю сообщений
            summary, context = summarizer.summarize(serialized_messages, summarization_prompt)

            # Отправим выжимки указанным получателям и обновим контекст LLM, чтобы относить уточняющие вопросы
            # к последней полученной выжимке
            for u in summary_receivers:
                llm_contexts[chat_cfg.id][u] = context
                chat_lookback_period_hours = int(chat_cfg.lookback_period_seconds / 60 / 60)
                envoy_bot.send_summary(
                    u,
                    f"Summary for <b>{chat_cfg.id}</b> for the last {chat_lookback_period_hours} hours:\n\n{summary}",
                    chat_cfg.id
                )


    # Добавим джобы для суммаризации в расписание
    for chat_config in app_config.chats_to_summarize:
        with open(chat_config.summarization_prompt_path, "r") as f:
            chat_summarization_prompt = f.read()
        schedule.every(chat_config.lookback_period_seconds).seconds.do(
            job_func=summarization_job,
            chat_cfg=chat_config,
            summarization_prompt=chat_summarization_prompt,
            summary_receivers=app_config.telegram_summary_receivers
        )

    # Запустим первую суммаризацию сразу же
    schedule.run_all()

    # Цикл для суммаризации по расписанию
    while True:
        schedule.run_pending()
        time.sleep(1)

Вот и все! Приложение готово к работе, давайте теперь посмотрим на него в действии.

Работающий код приложения целиком, инструкции по установке и запуску и примеры доступны в этом GitHub репозитории.

Демо

На видео ниже показан пример работы бота, сконфигурированного для суммаризации двух русскоязычных групповых чатов Telegram каждые 24 часа: один посвящен вопросам налогов и банкинга для русскоязычных экспатов в Испании, другой - распознаванию речи. Имена пользователей и названия чатов скрыты из соображений приватности.

Вместо заключения

Хоть наша реализация и решает поставленную задачу, но все же она может быть улучшена в ряде аспектов:

Контекст пользователей и их chat_id хранятся в памяти, а значит при перезапуске приложения эти данные будут потеряны, что не очень удобно. Вместо этого можно реализовать хранение этой информации в БД.
Механзим самостоятельной верификации пользователей в целом не очень удобен. Скорее всего есть способ реализовать это менее костыльно.
Сейчас управление набором чатов, промптами и пользователями происходит через конфиг файл. Удобнее было бы делать это на лету, через того же бота, реализовав операции CRUD.
Текущая реализация ограничена анализом текстовых сообщений. Поддержка фото, видео, файлов и голосовых сообщений в суммаризации улучшит ее качество, но эта задача уже менее тривиальна.

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30 мар. 2024 г.

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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

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 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

Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
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 01:48 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
29.09.25 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.
29.09.25 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
29.09.25 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
29.09.25 19:46 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.
29.09.25 21:06 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
29.09.25 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.
30.09.25 11:02 patricialovick86

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30.09.25 11:02 patricialovick86

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01.10.25 16:51 beverlyalex010

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01.10.25 17:24 johnn

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01.10.25 17:25 johnn

Anthony davies, renowned for his expertise in recovering stolen cryptocurrency, especially specializing in USDT, provided invaluable assistance in a scenario where a significant sum of $571,000 was taken from me. I had the privilege of witnessing his exceptional skills firsthand and I am truly thankful for his prompt efforts, which led to the successful recovery of the entire amount in just a span of 72 hours. Mr Anthony davies swift reactions and efficient tactics not only resolved my financial troubles but also alleviated much of the stress on my mental well-being. You can reach out to him immediately and get connected with email at anthonydaviestech@gmail com also can be contacted on WhatsApp at +951 490-8435, he is an expert in the field most especially in recovering lost digital assets.
02.10.25 08:48 michaeldavenport218

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02.10.25 08:48 michaeldavenport218

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02.10.25 08:48 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
03.10.25 17:26 dieter1121

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04.10.25 10:13 elizabethrush89

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04.10.25 10:13 elizabethrush89

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04.10.25 10:13 elizabethrush89

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04.10.25 20:25 Tonerdomark

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