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[Перевод] 250 откликов за 20 минут: как я автоматизировал процесс ответов на вакансии

orjhubsx0finyrd071em-gmnvhs.jpeg

Будем откровенны: поиск работы — это отстой.

Это мучительный цикл многократного копипастинга одной и той же информации, внесения сотен мелких правок в резюме и написания сопроводительных писем, которые должны выглядеть, как мольба, но не слишком очевидная.

Обратим внимание на следующее: повторяющиеся задачи + структурированный процесс = идеальный кандидат для автоматизации.

Поэтому я поступил так, как поступил бы любой разработчик в здравом уме — создал систему автоматизации всей этой фигни. В конечном итоге я смог разослать 250 откликов на вакансии за 20 минут. (Ирония заключается в том, что я получил оффер ещё до того, как закончил создавать эту систему. Подробнее об этом ниже.)

В статье я расскажу, как я это сделал.

Процесс отклика на вакансии поломан


Задумайтесь — каждый отклик на вакансию представляет собой один и тот же простой паттерн:

  1. Находим публикацию о вакансии.
  2. Проверяем, есть ли у нас нужные навыки.
  3. Изучаем информацию о компании (будем откровенны: большинство людей пропускает этот шаг).
  4. Отправляем резюме + сопроводительное письмо.
  5. Ждём… и ждём… и ждём...

Это похоже на очень скучную видеоигру, в которой ты снова и снова выполняешь один и тот же квест, надеясь на иные результаты.

Собираем Proof of Concept


Я начал с того, что набросал небольшие скрипты на Python, чтобы проверить, сработает ли эта безумная идея. Разбил я её на части следующим образом:

▍ Шаг 1: находим объявления о вакансиях (делается вручную)


Первая сложность: необходимость нахождения вакансий в больших количествах. Я попробовал веб-скрейпинг, но быстро понял, что доски объявлений подобны снежинкам — скрейпинг каждой из них бесит уникальным образом.

Я попробовал передавать веб-страницы целиком модели LLM, чтобы она очистила данные, но:

  • Это оказалось ужасно затратным мероприятием.
  • Я не хотел, чтобы ИИ галлюцинировал о требованиях к кандидату (представьте, каково будет объяснять это на собеседовании).

Поэтому я выбрал олдскульный подход — ручное копирование HTML. Да, это примитивно. И да, это работает. Иногда лучшим решением оказывается самое простое.

▍ Шаг 2: очищаем сырой HTML


В сыром HTML творился бардак, поэтому мне нужно было структурировать данные следующим образом:

{
    "job_link": "https://example.com/job/12345",
    "job_id": "12345",
    "job_role": "software developer",
    "employer": "Tech Corp Inc",
    "location": "San Francisco, CA",
    "work_arrangement": "Remote",
    "salary": "$150,000"
}

Полезный совет: можно просто показать ChatGPT пример HTML и нужный вам формат вывода, тогда модель сама напишет скрипт парсинга.

▍ Шаг 3: получаем всю информацию о вакансии


Эта часть была простой, но потребовала небольших хитростей. Для каждой вакансии я выполнял GET-запрос для получения полного описания. Каждый запрос возвращал сырой HTML, содержавший все элементы веб-сайта — панели навигации, всплывающие окна, мусор внизу страницы и прочее.

Я написал простой парсер HTML для вырезания всего, кроме самого описания вакансии. Иногда возникали дополнительные трудности, например, приходилось нажать на кнопку, чтобы открыть почтовый адрес рекрутёра или информацию о компании. Хорошо то, что за раз мы работаем только с одной доской объявлений, поэтому разбираться со всеми этими паттернами придётся лишь однократно.

Полезный совет: всегда добавляйте паузы между запросами. У себя я установил задержку в 2-3 секунды. Да, это замедляет процесс, но гораздо хуже будет, если ваш IP забанят. Не будьте тем, кто DDOS-ит веб-сайты с вакансиями — я добавил паузы между запросами, потому что я не злодей.

▍ Шаг 4: преобразуем сырой HTML в структурированные данные


Здесь всё становится интереснее. Объявления о вакансиях похожи на людей — у всех них есть одинаковые основные части, но упорядочены они хаотически. В некоторых требуемые навыки указаны в начале, в других они сокрыты среди абзацев корпоративного новояза.

На помощь моей психике пришёл промт LLM:

const prompt = `Проанализируй этот HTML-контент из объявления о вакансии и извлеки информацию в структурированном формате JSON.

[... HTML-контент ...]

Отформатируй ответ в виде валидного объекта JSON именно с такими ключами:
- contact_email (почта для связи)
- application_instructions (инструкции по подаче отклика на вакансию)
- job_posting_text (текст объявления о вакансии, в markdown)
- job_posting_link (ссылка на объявление о вакансии)
- additional_info (дополнительная информация) (зарплата, местоположение и так далее)
- job_title (название должности)
- job_company (компания)
- job_department (отдел)
- job_location (местоположение офиса)
- job_skills (требуемые для работы навыки)
- job_instructions (инструкции по подаче заявления о приёме)

опциональные ключи

- hiring_manager_name (ФИО менеджера по найму)
- 
- job_portal (портал объявлений)
`

Оригинал промта на английском 
const prompt = `Please analyze these HTML contents from a job posting and extract information into a structured JSON format.

[... HTML content ...]

Format the response as valid JSON object with these exact keys:
- contact_email
- application_instructions
- job_posting_text (in markdown)
- job_posting_link
- additional_info (salary, location, etc.)
- job_title
- job_company
- job_department
- job_location
- job_skills
- job_instructions (how to apply)

optional keys

- hiring_manager_name
- 
- job_portal
`


▍ Шаг 5: генерируем качественные сопроводительные письма


Что самое важное при написании хороших сопроводительных писем? Контекст. Я передал LLM своё резюме и подробности о вакансии. Благодаря этому ИИ сможет сопоставить мой рабочий опыт с требованиями компании. Внезапно все эти шаблонные письма «С радостью воспользуюсь этой возможностью» обретут какую-то конкретику.

Вот промт, который позволил это реализовать

const prompt = `Помоги мне написать профессиональное письмо с откликом на вакансию на основании следующей информации:

=== МОЁ РЕЗЮМЕ ===
${resumeMarkdown}

=== ПОДРОБНОСТИ О ВАКАНСИИ ===
Название должности: ${job_title}
Компания: ${job_company}
Отдел: ${job_department || ''}
Местоположение офиса: ${job_location || ''}
Описание должности: ${job_posting_text }
Требуемые навыки: ${job_skills?.join(', ') || ''}
Инструкции по подаче заявления: ${job_instructions || ''}

Дополнительный контекст:
- ФИО менеджера по найму: ${hiring_manager_name || ''}
- Источник ссылки: ${referral_source || 'Job board'}
- Портал объявлений: ${job_portal || ''}

Инструкции:
1. Создай сразу готовое к отправке электронное письмо, не содержащее никаких текстовых заглушек и не требующее правок
2. В случае отсутствия какой-то критически важной информации (например, названия компании или должности) отвечай сообщением об ошибке, а не генерируй незавершённый контент
3. Пропускай все опциональные поля, если они пусты, не добавляя вместо них текстовых заглушек
4. Используй естественную структуру предложений, а не очевидный язык шаблонов
5. Включай конкретные подробности из резюме и описания вакансии, чтобы продемонстрировать искренний интерес и пригодность кандидата к должности
6. Все ссылки и контактная информация должны быть правильно отформатированы и готовы к использованию

Отформатируй ответ в виде объекта JSON со следующими ключами:
{
  "status": "success" или "error",
  "error_message": "Присутствует, только если status равен error, с объяснением об отсутствии критически важной информации",
  "email": {
    "subject": "Строка темы письма",
    "body_html": "Тело письма в формате HTML с правильным форматированием",
    "body_text": "Версия письма в текстовом виде без форматирования",
    "metadata": {
      "key_points_addressed": ["список основных учтённых пунктов"],
      "skills_highlighted": ["список упомянутых навыков"],
      "resume_matches": ["конкретные навыки/опыт из резюме, соответствующие требованиям к кандидату"],
      "missing_recommended_info": ["опциональные поля, которые отсутствуют, но могли бы в случае своего наличия повысить убедительность поданного заявления"],
      "tone_analysis": "краткий анализ тональности письма"
    }
  }
}

Критичные обязательные поля (возвращай ошибку в случае их отсутствия):
- Название должности
- Название компании
- Описание вакансии
- Содержимое резюме

Рекомендованные, но опциональные поля:
- ФИО менеджера по найму
- Отдел
- Местоположение офиса
- Инструкции по подаче заявления
- Источник ссылки
- Список требуемых навыков

Проверь, что весь HTML в body_html имеет подходящие завершающие символы для JSON и что в нём использованы только основные теги форматирования (p, br, b, i, ul, li), чтобы обеспечить максимальную совместимость с клиентами электронной почты.
`

Оригинал промта на английском 
const prompt = `Please help me write a professional job application email based on the following information:

=== MY RESUME ===
${resumeMarkdown}

=== JOB DETAILS ===
Job Title: ${job_title}
Company: ${job_company}
Department: ${job_department || ''}
Location: ${job_location || ''}
Job Description: ${job_posting_text }
Required Skills: ${job_skills?.join(', ') || ''}
Application Instructions: ${job_instructions || ''}

Additional Context:
- Hiring Manager Name: ${hiring_manager_name || ''}
- Referral Source: ${referral_source || 'Job board'}
- Application Portal: ${job_portal || ''}

Instructions:
1. Create an email that is ready to send without any placeholders or edits needed
2. If any critical information is missing (like company name or job title), respond with an error message instead of generating incomplete content
3. Skip any optional fields if they're empty rather than including placeholder text
4. Use natural sentence structure instead of obvious template language
5. Include specific details from both the resume and job description to show genuine interest and fit
6. Any links or contact information should be properly formatted and ready to use

Format the response as a JSON object with these keys:
{
  "status": "success" or "error",
  "error_message": "Only present if status is error, explaining what critical information is missing",
  "email": {
    "subject": "The email subject line",
    "body_html": "The email body in HTML format with proper formatting",
    "body_text": "The plain text version of the email",
    "metadata": {
      "key_points_addressed": ["list of main points addressed"],
      "skills_highlighted": ["list of skills mentioned"],
      "resume_matches": ["specific experiences/skills from resume that match job requirements"],
      "missing_recommended_info": ["optional fields that were missing but would strengthen the application if available"],
      "tone_analysis": "brief analysis of the email's tone"
    }
  }
}

Critical required fields (will return error if missing):
- Job title
- Company name
- Job description
- Resume content

Recommended but optional fields:
- Hiring manager name
- Department
- Location
- Application instructions
- Referral source
- Required skills list

Please ensure all HTML in body_html is properly escaped for JSON and uses only basic formatting tags (p, br, b, i, ul, li) to ensure maximum email client compatibility.
`


Промт выполняет следующие задачи:

  1. Заставляет структурировать выходные данные, никаких расхлябанных ответов.
  2. Отслеживает, какие ваши навыки соответствуют требованиям вакансии.
  3. Выявляет всю отсутствующую информацию, которая может сделать письмо более весомым.
  4. Генерирует версии и в HTML, и в тексте без форматирования (потому что некоторые порталы ненавидят форматирование).

Очень важно то, что он сразу выдаёт ошибку при отсутствии критически важной информации. Больше никаких писем «Я увидел вашу вакансию». Или в сопроводительном письме есть суть, или мы его не отправляем, точка.

(Я начинаю все свои промты с «please», чтобы после неизбежного захвата мира искусственным интеллектом он не считал меня врагом.)

▍ Шаг 6: отправляем письма (момент истины)


Последний этап — рассылка наших прекрасно структурированных писем. Вам кажется, это просто? Достаточно подключить сервис электронной почты и начать бомбардировку?

Не стоит торопиться. Мне нужно:

  • Отправлять профессионально выглядящие письма.
  • Отслеживать то, что отправляется.
  • Мониторить ответы (нельзя оставлять рекрутёров в подвешенном состоянии).
  • Не быть принятым за спам (крайне важно!).

Для проверки я сначала отправил все письма на тестовый аккаунт. Полезный совет: при рассылке писем рекрутёрам добавляйте себя в BCC. Нет ничего хуже, кроме как гадать «а получили ли вообще письмо?»

На этом этапе POC я просто воспользовался простым сервисом электронной почты Mailgun. Быстро, грязно, но эффективно. Не волнуйтесь, ниже я подробно расскажу о том, на что мне пришлось пойти для создания полнофункциональной системы управления электронной почтой.

Результаты


Proof of concept сработал лучше, чем я ожидал. Я мог извлекать вакансии с конкретных досок объявлений, парсить их и генерировать персонализированные письма. И для этого оказалось достаточно всего нескольких скриптов на Python.

Но это было лишь началом. В чём же заключалась истинная трудность? В превращении этих скриптов в приложение, которое могло бы:

  • Работать с множеством разных досок объявлений.
  • Отслеживать отправленные заявки.
  • Обрабатывать ответами по почте.
  • Предотвратить попадание в чёрные списки всех существующих HR-систем.

Вот, что я узнал: мечты умирают в пропасти между «это работающий POC» и «это работающее приложение». Но мы всё равно преодолеем эту пропасть.

От скриптов к системе


Скрипты на Python эволюционировали в разные типы скриптов в приложении, каждый из которых обрабатывал отдельную часть процесса. Каждая операция поиска работы превратилась в «кампанию» со своим собственным конвейером. Это работает следующим образом:

1. Хранилище сырого HTML: сюда мы сбрасываем сырой HTML с досок объявлений.

// Пример html из вакансии
<article id="article-42478761"><a href="/jobsearch/jobposting/42478761?source=searchresults"
            id="ajaxupdateform:j_id_31_3_3p:1:j_id_31_3_3r">
            <h3>
                <span>
                    <span>
                        New
                    </span><span>On site</span><span>
                        Posted on Job Bank
                        <span><span aria-hidden="true"></span>This job was
                            posted directly by the employer on Job Bank.</span>
                    </span>

                </span>
                <span><span>Job Bank</span></span>
                <span> software developer

                </span>
            </h3>

            <ul>
                <li>November 08, 2024
                </li>
                <li>OMEGA SOFTWARE SERVICES LTD.</li>
                <li><span aria-hidden="true"></span> <span
                       >Location</span>

                    Scarborough (ON)

                </li>
                <li><span aria-hidden="true"></span>
                    Salary:
                    $50.00 hourly</li>
                <li><span><span>Job
                            Bank</span></span>
                    <span>Job number:</span>
                    <span aria-hidden="true"></span>
                    3146897
                </li>
            </ul>
        </a><span id="ajaxupdateform:j_id_31_3_3p:1:favouritegroup">
            <a href="/login" data-jobid="42478761"
                onclick="saveLoginRedirectURIListener(this);">
                <span>software developer - Save to favourites</span>
            </a></span>
    </article>

2. Первоначальная очистка: скрипт превращает этот хаос в структурированный JSON:

 {
    "job_link": "https://www.jobbank.gc.ca/jobsearch/jobposting/42478761?source=searchresults",
    "job_id": "42478761",
    "job_role": "software developer",
    "employer": "OMEGA SOFTWARE SERVICES LTD.",
    "location": "Scarborough (ON)",
    "work_arrangement": "On site",
    "salary": "$50.00 hourly"
  }

3. Получение вакансии: ещё один скрипт переходит по каждому из URL вакансии и получает полную публикацию (с уважительными паузами между запросами, мы ведь не дикари).

4. Очистка данных вакансий: этот скрипт использует ИИ для превращения постов с вакансиями в чистые структурированные данные, содержащие:

  • Адрес почты для связи
  • Инструкции по подаче заявки
  • Полное описание вакансии в markdown
  • Дополнительные метаданные (зарплата, местоположение офиса, требования)

{
    "job_id": "42313964",
    "processed_timestamp": "2024-12-25T19:45:39.829Z",
    "original_fetch_timestamp": "2024-12-25T19:40:46.187Z",
    "job_json": {
      "contact_email": "[email protected]",
      "application_instructions": "To apply, please send your resume and cover letter to [email protected].",
      "job_posting_text": "# Job Posting\n\n## Job Title: Software Engineer\n\n**Job Description:**\n\n- Education: Bachelor's degree in Computer Science or related field\n- Experience: 2 years to less than 3 years\n- Location: Vancouver, BC\n- Work Arrangement: Hybrid (in-person and remote)\n\n## Job Responsibilities:\n\n- Collect and document user's requirements\n- Coordinate the development, installation, integration and operation of computer-based systems\n- Define system functionality\n- Develop flowcharts, layouts, and documentation to identify solutions\n- Develop process and network models to optimize architecture\n- Develop software solutions by studying systems flow, data usage, and work processes\n- Evaluate the performance and reliability of system designs\n- Evaluate user feedback\n- Execute full lifecycle software development\n- Prepare plan to maintain software\n- Research technical information to design, develop, and test computer-based systems\n- Synthesize technical information for every phase of the cycle of a computer-based system\n- Upgrade and maintain software\n- Lead and coordinate teams of information systems professionals in the development of software and integrated information systems, process control software, and other embedded software control systems\n\n## Required Skills and Qualifications:\n\n- Agile\n- Cloud\n- Development and operations (DevOps)\n- Eclipse\n- Jira\n- Microsoft Visual Studio\n- HTML\n- Intranet\n- Internet\n- XML Technology (XSL, XSD, DTD)\n- Servers\n- Desktop applications\n- Enterprise Applications Integration (EAI)\n- Java\n- File management software\n- Word processing software\n- X Windows\n- Servlet\n- Object-Oriented programming languages\n- Presentation software\n- Mail server software\n- Project management software\n- Programming software\n- SQL\n- Database software\n- Programming languages\n- Software development\n- XML\n- MS Office\n- Spreadsheet\n- Oracle\n- TCP/IP\n- Amazon Web Services (AWS)\n- Git\n- Atlassian Confluence\n- GitHub\n- Performance testing\n- Postman\n- Software quality assurance\n- MS Excel\n- MS Outlook\n- MS SQL Server\n\n### Benefits:\n\n- Health benefits: Dental plan, Health care plan, Vision care benefits\n- Other benefits: Learning/training paid by employer, Other benefits, Paid time off (volunteering or personal days)\n\nFor more information about the position and to apply, please send your resume and cover letter to [email protected].",
      "job_posting_link": "https://www.jobbank.gc.ca/jobsearch/jobposting/42313964?source=searchresults",
      "additional_info": {
        "salary": "CAD 60.50 per hour",
        "location": "Vancouver, BC",
        "job_role": "Software Engineer",
        "company_name": "WIA Software Systems Inc.",
        "job_type": "Permanent, Full-time",
        "required_experience": "2 years to less than 3 years",
        "required_education": "Bachelor's degree in Computer Science or related field",
        "language_requirements": "English",
        "work_arrangement": "Hybrid (in-person and remote)"
      }
    },
    "raw_gpt_responce": ""
  },

5. Генерация писем: скрипт берёт резюме + данные вакансии и создаёт персонализированные заявки, которые не выглядят так, как будто составлены роботом.

6. Отправка писем: последний этап, позволяющий вашим письмам достичь адресатов.

2hiqt267zadqaq_ogewyccd_lxy.jpeg

Каждая кампания изолирована от других. Кампания одновременно может выполнять только один скрипт (например, переходить от очистки к извлечению вакансии, а затем к генерации письма), разные кампании проводятся независимо. Это можно сравнить со множеством сборочных линий — даже если одна линия останавливается, остальные продолжают сборку. Скрипт, поломавшийся в одной кампании, не помешает задачам, выполняемым в другой.

Технологический стек


Я мог бы сказать, что каждый технологический элемент был выбран после тщательного изучения всех возможных вариантов. Но так ли это? На самом деле, для достижения цели я просто-напросто использовал то, что знал:

  • Фронтенд: Next.js с Shadcn для компонентов UI.
  • Бэкенд: Express.js и nodejs (с typescript).
  • База данных: MongoDB для данных вакансий.
  • Система очередей: Redis для фоновых задач.
  • Интеграция ИИ: модульная схема, поддерживающая различных поставщиков.

Приложение живёт на jaas.fun (Job Application Automation System — да, я здорово умею придумывать названия).

Система кампаний


Каждая кампания в системе полностью изолирована от остальных. Это было крайне важно, потому что:

  • Для работы с разными досками объявлений требуются разные скрипты.
  • Ограничения по частоте срабатывают в разное время.
  • Нам нужно проверять новые подходы, не ломая уже имеющиеся.

Схема кампании отслеживает всё:

  • Сырой HTML с досок объявлений.
  • Скрипты очистки.
  • Сгенерированный JSON.
  • Шаблоны писем.
  • Статус обработки.

Каждый тип скрипта получает конкретные функции на основании своей роли:

  • Скрипты очистки: доступ чтения сырого HTML и сохранения очищенного JSON.
  • Скрипты получения: сетевой доступ к доскам объявлений и хранилищу данных.
  • Скрипты генерации писем: доступ к моделям ИИ и данным резюме.
  • Скрипты отправки писем: доступ к почтовым сервисам и обновлениям статусов кампаний.

Ни один скрипт не может получать доступ к функциям вне своего типа — скрипт очистки не может отправлять письма, а почтовый скрипт не может получать новые данные вакансий. Мы как будто даём каждому работнику только нужные ему инструменты, и ничего сверх того.

Система выполнения скриптов


Вот это по-настоящему интересно. Помните, что мы должны безопасно выполнять потенциально ненадёжный код (скрипты очистки и обработки)? В этом нам поможет система выполнения скриптов.

Работает она следующим образом:

  1. Каждый скрипт встаёт в очередь Redis с указанием:

    • ID кампании.
    • Типа скрипта (очистка, получение, генерация писем).
    • Содержимого скрипта.
    • Входных данных.

  2. Процесс воркера непрерывно выполняется, ожидая новых задач. Он использует vm2 для создания среды-песочницы для каждого скрипта. Почему? Потому что выполнение произвольного JavaScript опасно, а я хочу спокойно спать по ночам.
  3. Каждый скрипт выполняется в своей собственной песочнице:

    • С собственным console.log, передаваемым в Redis.
    • С доступом только к своим входным данным.
    • В полной изоляции от основной системы.
    • Без искусственных ограничений по времени (потому что обработка 100 задач требует больше времени, чем обработка одной).

Система логгинга довольно удобна. Каждое сообщение лога вместо того, чтобы записываться в файл или в консоль:

  • Получает метку времени.
  • Сохраняется в Redis в соответствии с кампанией и типом скрипта.
  • В реальном времени передаётся в UI.

Эта система очень отказоустойчива. В случае сбоя скрипта кампания помечается как неудачная, но ничто другое не ломается. При сбое воркера он перезапускается и продолжает работу с того места, где закончил. Можно в буквальном смысле закрыть браузер, сходить выпить кофе, а может, подготовиться к тем собеседованиям, о которых мы договоримся благодаря этой системе.

Когда скрипт завершает выполнение, воркер:

  1. Получает вывод и сохраняет его в нужное место в MongoDB.
  2. Обновляет статус кампании.
  3. Удаляет все временные данные.
  4. Переходит к следующей задаче.

А поскольку вся система основана на очередях, вы можете запустить множество воркеров, если нужно обрабатывать большее количество кампаний.

Конвейер обработки данных


Давайте поговорим о том, как происходит поток данных через систему:

  1. Обработка сырого HTML:
    • Пользователь сбрасывает сырой HTML с досок объявлений в кампанию.
    • Скрипт, который использует Cheerio, извлекает основные подробности (ID вакансии, должность, зарплату).
    • Умная обработка ошибок выявляет на раннем этапе отсутствующие поля.
    • HTML минифицируется для экономии места (для каждой задачи объём снижается с 175 КБ до 32 КБ).

  2. Получение подробностей о вакансии:
    • Система стучится по каждому URL вакансии, используя при этом подходящие заголовки (чтобы выглядеть, как настоящий браузер).
    • Обрабатывает разные типы запросов (GET для основной страницы, POST для пункта «способ подачи заявки»).
    • Добавляет задержки между запросами (2-3 секунд), чтобы не нагружать доски объявлений.
    • Обрабатывает таймауты и публикации вакансий с истёкшим сроком.

  3. Очистка данных при помощи ИИ:
    • Превращает хаотичный HTML в структурированные данные задачи.
    • Извлекает всё, от зарплатной вилки до требуемых навыков.
    • Форматирует описания вакансий как чистый markdown.
    • В каждый ответ включаются метаданные о времени обработки и качестве данных.

  4. Генерация сопроводительного письма:
    • Получает резюме из заданного источника (в моём случае с GitHub).
    • Сопоставляет навыки с должностными требованиями.
    • Генерирует версии в HTML и в тексте без форматирования.
    • Даже добавляет метаданные о том, какие навыки совпали.
    • Выполняет аварийный выход на раннем этапе в случае отсутствия критически важной информации.

Система писем


Система генерации писем не просто отправляет формальные письма, но и создаёт полностью персонализированные заявки:

  1. Умная работа с резюме:
    • Извлекает резюме из заданного источника.
    • Парсит навыки и опыт.
    • Сопоставляет навыки пользователя с требованиями вакансии.

  2. Генерация без шаблонов:
    • Никаких шаблонных писем.
    • В каждом сопроводительном письме упоминаются конкретные подробности из вакансии.
    • Система отслеживает список основных учтённых пунктов.
    • Добавляет метаданные о навыках, соответствующих вакансии.

  3. Контроль качества:
    • Генерирует версии и в HTML, и в тексте без форматирования.
    • Выполняет аварийный выход в случае отсутствия критически важной информации.
    • Отслеживает отсутствующие рекомендованные поля.
    • Анализирует тональность и содержимое.

  4. Система отправки:
    • Автоматически обрабатывает ограничение по частоте.
    • Добавляет пользователя в BCC всех отправляемых писем.

Система даже добавляет метаданные о том, насколько опыт пользователя соответствует требованиям вакансии. Как будто у нас есть очень привередливый живой редактор, который работает очень быстро.

Что дальше


В следующей части статьи я расскажу о следующем:

  • Как мне отказывал AWS.
  • О проблемах SMTP-серверов в самостоятельном хостинге.
  • Почему крупные компании не хотят, чтобы вы рассылали автоматизированные отклики на вакансии.
  • Как я, наконец, нашёл работающее решение.

Кроме того, я поведаю, как получил оффер, ещё не завершив разработку этого проекта. (Спойлер: при этом я случайно загнал себя в угол автоматизацией.)

А пока можете зайти на jaas.fun, там есть:

  • Полный исходный код.
  • Руководство по написанию скриптов и использованию приложения (написанное с той же степенью внимания к деталям, что и мои сообщения к коммитам — «исправил всякое»).
  • Видеодемо системы в действии.

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 12.08.26 16:37 rssllhrnsb

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TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

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

  • 18.08.26 04:59 marcushenderson624

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

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

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