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Н Новости

Планировщик на основе искусственного интеллекта

Вводное

Часто ли нам приходится пользоваться записными книжками? Удобно ли это? Всегда ли тот кусочек бумаги, на котором записано время и место встречи, под рукой? Насколько быстро можно записать необходимую информацию? Все эти вопросы не открывают Америку, всем понятно, что цифровые планировщики гораздо практичнее, нежели традиционные письменные. Но что может быть не так с электронными записными книжками? Например, для внесения очередной записи необходимо произвести большое количество действий: от создания плана новой встречи до ручного ввода места и времени встреч в каждое отдельное поле. Казалось бы, пустяк, да и отнимает не так уж много времени. Но ведь нет предела совершенству! Как раз для улучшения данного аспекта: планирования повседневной (и не только) жизни, предназначен мой проект. Стоит отметить, что он будет полезен в основном для бэк-офиса: поможет не опоздать на важную встречу, не пропустить совещание и не забыть про дедлайн. И так, перейдем от пустых слов, непосредственно к разработке. В последующей статье описан мой опыт по разработке такого рода проекта, а я это делал впервые, поэтому сильный хейт не принимается)

Закладываем фундамент из основных знаний

В первую очередь, когда я начал разрабатывал проект, мне нужно было ознакомиться с
основными понятиями и технологиями, которые будут использоваться в проекте: подход
CRUD, фреймворк RASA (Python), конфиги Yml, база данных Postgres, которую
позже я поменял на SQLite3 из-за трудностей в работе с ней. Расскажу поподробнее, что
каждое из себя представляет:

CRUD
Это подход в разработке (и не только), описывающий 4 функции, применяется в основном в базах данных. Примеры функций:

Create – создание новой записи.
Read – чтение существующей записи.
Update – обновление существующей записи.
Delete – удаление существующей записи
RASA
Это открытый (и весьма популярный) фреймворк для создания чат-ботов на Python
с использованием машинного обучения. Он состоит из двух независимых
компонентов: Rasa NLU и Rasa Core.

Rasa NLU (Natural Language Understanding) – модуль понимания
естественного языка, его основной целью является преобразование ввода
пользователя в объекты, с которыми может работать программа.

Rasa Core – модуль, с помощью которого выстраивается основная логика и
сценарий работы чат бота.
Yml
Это язык разметки, очень похожий на XML, служит в основном для хранения,
структуризации и передачи данных между различными сервисами, сайтами и
площадками.
SQLite3
Это легковесная, быстрая, надежная и встраиваемая система управления
базами данных. В отличии от MySQL, PostgresSQL, Oracle и далее по списку,
SQLite ориентирована на экономию, надежность и простоту использования.

Создание проекта: шаг за шагом

1 шаг: Подготовка RASA к работе

Мое знакомство с RASA произошло достаточно спонтанно, поэтому я изучал его "на
ощупь": сначала я написал intents (далее), записывал правила, по которым будет работать чат бот, вносил сущности в "domain.yml", написал Custom Actions и только потом сделал
шаг, который сейчас опишу, в общем, сначала сделал, а потом подумал.

Но сейчас, оглядываясь назад, гораздо логичней было бы выполнить следующие действия
первее: после создания виртуального окружения («python -m venv venv»), установки фреймворка командой «pip install rasa» и инициализации проекта командой «rasa init», необходимо произвести его первоначальную настройку, через изменение некоторых конфиг yml файлов, для дальнейшей работы. В первую очередь следует убедиться, что эти 2 строчки в файле «endpoints.yml» раскоментированы.

# This file contains the different endpoints your bot can use.

# Server where the models are pulled from.
# https://rasa.com/docs/rasa/model-storage#fetching-models-from-a-server

#models:
#  url: http://my-server.com/models/default_core@latest
#  wait_time_between_pulls:  10   # [optional](default: 100)

# Server which runs your custom actions.
# https://rasa.com/docs/rasa/custom-actions

action_endpoint:
  url: "http://localhost:5055/webhook"

2 шаг: работа с частью проекта по обработке естественного языка

На этом этапе необходимо поработать над конфигами yml в проекте: внести туда все
необходимое для обработки естественного языка: intents, entities, actions, используемые в
проекте. Первый файл, в который нужно внести изменения – «./data/nlu.yml», в нем нужно
описать 4 intents (create_plans, read_plans, update_plans, delete_plans) с примерами
(examples). Это нужно для того, чтобы ядро RASA понимало, какого типа сообщение ввел
пользователь и как на него реагировать (распознавало сущности). (i.e. чем больше
примеров для 1 intent – тем лучше, ниже показаны лишь примеры того, как они могут
выглядеть)

version: "3.1"
nlu:
#Описание намерения пользователя записать план в "ежедневник".
- intent: create_plans
  examples: |
    - Я собираюсь в [ресторан](place) в [7 вечера](time)
    - Я пойду в [ресторан](place) [2 марта](time)
    - Пойдем на [пикник](place) в [2 дня](time)

#Описание намерения пользователя прочитать планы из "ежедневника".
- intent: read_plans
  examples: |
    - Какие у меня планы на [вечер](time)?
    - Что я буду делать [завтра](time)?
    - Чем я буду занят в [пятницу](time)?

#Описание намерения пользователя обновить план в "ежедневнике".
- intent: update_plans
  examples: |
    - Я пойду в [ресторан](place) не [завтра](old_time), а
    [послезавтра](new_time).
    - Я пойду в [ресторан](place) не [2 марта](old_time), а [3
    апреля](new_time).
    - Перенеси [бар](place) с [завтра](old_time) на [послезавтра](new_time).

#Описание намерения пользователя удалить план из "ежедневника".
- intent: delete_plans
  examples: |
    - Отмени [зал](place) на [завтра](time).
    - Отмени [зал](place) на [послезавтра](time).
    - Отмени [зал](place) на [6 марта](time).

Следующий файл, который необходимо заполнить - «domain.yml», в нем необходимо
зарегистрировать все entities, intents и custom actions (над ними мы будем работать в
следующем шаге, пока представим, что их названия – action_create_row, action_read_row,
action_update_row и action_delete_row). Это делается для того, чтобы Rasa Core мог
взаимодействовать с этими объектами по ходу обработки сообщений от пользователя.

version: "3.1"
intents:
  - create_plans
  - read_plans
  - update_plans
  - delete_plans

entities:
  - time
  - place
  - old_time
  - new_time

actions:
  - action_create_plans
  - action_read_plans
  - action_update_plans
  - action_delete_plans

Третий файл, в который необходимо добавить данные – «./data/rules.yml». Здесь
необходимо заполнить правила, по которым будет действовать наш будущий бот при тех,
или иных intents.

version: "3.1"
rules:
#Описание поведения при желании пользователя записать план в "ежедневник".
- rule: Create a plan
  steps:
    - intent: create_plans
    - action: action_create_plans

#Описание поведения при желании пользователя прочитать план из "ежедневника".
- rule: Read plans
  steps:
    - intent: read_plans
    - action: action_read_plans

#Описание поведения при желании пользователя обновить план в "ежедневнике".
- rule: Update plans
  steps:
    - intent: update_plans
    - action: action_update_plans

#Описание поведения при желании пользователя удалить план в "ежедневнике".
- rule: Delete plans
  steps:
    - intent: delete_plans
    - action: action_delete_plans

3 шаг: взаимодействие с базой данных

Теперь, когда мы настроили все yml файлы, я предлагаю создать отдельный пакет "DB"
для взаимодействия с базой данных, чтобы структурировать проект и не писать один и тот
же код много раз, также, это поможет сделать проект модульным и облегчит
масштабирование. Конечно, можно не создавать ничего такого и «захардкодить» запросы к
базе данных, но согласитесь, развивать проект, у которого все запросы к базе данных
вписаны непосредственно в код, не очень удобно.))

queries.py – хранит в себе все SQL запросы, которые используются в проекте.

# Запрос к базе данных на вставку записи.
insert_query = """INSERT INTO plans (user_id, place, time) VALUES (?, ?,
?)"""

# Запрос к базе данных на поиск похожего времени по колонке time.
read_query = """SELECT * FROM plans WHERE time LIKE (?)"""

# Запрос к базе данных на поиск совпадающего времени и места.
check_existence_query = """SELECT * FROM plans WHERE place = (?) AND time =
(?)"""

# Запрос к базе данных на обновление колонки времени по месту и свопадающему
# старому времени.
update_query = """UPDATE plans SET time = (?) WHERE time = (?) AND place =
?"""

# Запрос к базе данных на удаление записи по совпадающему времени и месту.
delete_query = """DELETE from plans WHERE place = ? AND time = ?"""

# Запрос на создание таблицы в базе данных с определенными колонками.
create_db_query = """CREATE TABLE IF NOT EXISTS plans (user_id INTEGER, place
TEXT, time TEXT );"""

utils_db.py – реализовывает логику взаимодействия с базой данных:
Создание таблицы, если таковая отсутствует, с колонками user_id (int), place
(str), time (str).
Добавление записи в таблицу, при условии, что все 3 колонки записи
существуют.
Чтение записи из таблицы, по совпадающей с пользовательским вводом
колонкой времени.
Обновление записи в таблице, по совпадающим с пользовательским вводом
колонками времени и места.
Удаление записи в таблице, по совпадающим с пользовательским вводом
колонками времени и места.

4 шаг: завершение работы над проектом, настройка Custom Actions

Что ж, это было долго, но если вы еще здесь, то вы почти справились. Остался
заключительный этап разработки - настройка Custom Actions, довольно долгий и
кропотливый процесс, но необходимый.

Каждую Custom Action можно поделить на условные части, которые отвечают за разные
задачи. Рассмотрим action по добавлению записи в планировщик.

В первой части я создал основные методы класса CreateRow, который, кстати, необходим
для создания action, в нем метод "name" необходим для инициализации action в
фреймворке RASA, а "run" для реализации логики. Также подготовил необходимые
переменные и объекты, с помощью которых будет происходить обработка введенных
данных пользователем.

class CreateRow(Action):
  """CREATE."""
  def name(self) -> Text:
    return "action_create_plans"
  def run(self, dispatcher: CollectingDispatcher, tracker: Tracker,
      domain: Dict[Text, Any]) -> List[Dict[Text, Any]]:
    """
    Добавление записи в ежедневник.
    """
    place = ''
    place_from_user = ''
    full_time_from_user = []
    full_time = ''
    # Анализатор, с помощью которого будет определяться начальная форма.
    morph = pymorphy2.MorphAnalyzer()
    # Сущности из последнего сообщения пользователя.
    entities = tracker.latest_message.get('entities', [])

Вторая часть включает в себя работу с entities: их извлечение, накапливание, приведение к
начальной форме с помощью модулей "pymorphy2" и "rutimeparser".

for entity in entities:
  # place_from_user - место, которое необходимо записать в
  # ежедневник в том виде, в котором его сообщил пользователь.
  # place - место, которое необходимо записать в ежедневник, после
  # приведения к начальной форме с помощью лемматизации.
  
  if entity['entity'] == 'place':
    place_from_user += entity['value']
    
    # Индекс 0 для выбора наиболее вероятного распознавания.
    place += morph.parse(entity['value'])[0].normal_form
  
  # full_time_from_user - время, которое необходимо записать в ежедневник
  # после приведения к начальной форме с помощью лемматизации.
  
  # full_time - время, которое необходимо записать в ежедневник, после
  # приведения к начальной форме с помощью лемматизации и приведения
  # к общему виду базы данных с помощью rutimeparser.
  elif entity['entity'] == 'time':
    # Индекс 0 для выбора наиболее вероятного распознавания.
    full_time_from_user.append(morph.parse(entity['value'])[0].normal_form.lower(
))
full_time_from_user = " ".join(full_time_from_user)
full_time = str(rutimeparser.parse(full_time_from_user))

В третьей части я работал с добавлением записей в базу данных, для этого использовал
ранее написанный пакет "DB", также предусмотрел неожиданные ошибки и отработал их
с помощью try-except конструкции.

try:
    query = utils_db.create_plans(0, place, full_time)

    if query:
        dispatcher.utter_message(text=f'Запись "{place_from_user}" '
                                         'записана в календарь на '
                                         f'{full_time_from_user}.')

    else:
        raise Exception

except Exception:
      dispatcher.utter_message(text='Возникла неожиданная ошибка, '
                                     'повторите попытку.')
return []

*Остальные Custom Actions работают похожим образом

Запуск проекта.

На этом разработка подошла к концу, мы выполнили все этапы, успешно настроив
фреймворк RASA (nlu и core части), написав свой пакет, что позволило структурировать
проект и разработав его собственные Custom Actions. Осталось лишь запустить наш
готовый продукт, для этого можно выполнить инструкцию из "README.md" из
репозитория проекта. После успешного запуска можно протестировать его
работоспособность:

Запись в планировщик

Чтение из планировщика

Обновление в планировщике

Удаление из планировщика

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09.10.25 08:28 pHqghUme

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09.10.25 08:30 pHqghUme

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09.10.25 08:33 pHqghUme

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09.10.25 08:34 pHqghUme

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09.10.25 08:34 pHqghUme

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09.10.25 08:36 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:41 pHqghUme

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09.10.25 08:42 pHqghUme

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09.10.25 08:42 pHqghUme

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09.10.25 11:05 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
09.10.25 11:05 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
09.10.25 11:05 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
09.10.25 11:05 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
11.10.25 04:41 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
11.10.25 10:44 Tonerdomark

A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 19:53 Tonerdomark

A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 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
13.10.25 01:11 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
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

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