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Как Generative AI может помочь в подготовке к собеседованию для ИТ специалистов

Изображение сгенерировано AI

Всем привет! Меня зовут Александр Мешков, я автор бесплатной платформы TestGrow для тестировщиков. В последнее время я достаточно большое количество времени стал уделять генеративному искусственному интеллекту и возможностям его применения в различных аспектах обучения.

С появлением больших лингвистических моделей (LLM) сфера ИТ начала стремительно меняться. Уже сейчас многие ИТ специалисты и компании используют различные инструменты на базе ИИ для выполнения рутинных задач. Кроме того, постоянное развитие и обучение новых моделей большими игроками (Google-Gemini, Microsoft– OpenAI и Meta - Llama) приводит к тому, что генерация ответов на базе нейронных сетей становится все более и более качественной, поэтому, как бы это грубо ни звучало, в долгосрочной перспективе я ожидаю значительные изменения и интеграцию ИИ во многие рабочие аспекты.

В целом на тему ИИ можно много холеварить, но в этой статье я хотел бы поделиться с вами моим новым проектом в сфере ИИ для проведения собеседований и немного погрузить вас в технические аспекты реализации голосового интервьюера.

Сейчас мой проект уже запущен, он будет бесплатным (пока запросы не начнут выливаться мне в существенные деньги) и вы можете самостоятельно попробовать пройти учебное интервью. Бот доступен по ссылке.

Ну а дальше я хочу рассказать вам про технические особенности его реализации.

Итак, я думаю многие из вас, кто регулярно пользует LLM моделями, как в повседневной жизни, так и в своей работе, знают, что тот же самый ChatGPT при должных инструкциях способен не только выдавать вам различный контент, но и выступать в роли учителя или оценщика. Принимая определённые ваши критерии оценки на вход LLM способна, используя данные критерии, давать оценку тому инпуту, который модель должна обработать. Для того, чтобы организовать учебное интервью с ИИ, нужно было разделить работу с LLM на две части:

Получить список вопросов, который был бы полный и соответствовал той позиции, на которую человек хочет пройти интервью
Дать обратную связь по каждому ответу на вопрос, получив ответ от человека.

В целом задача выглядит достаточно просто. Поэтому первым этапом необходимо было понять, какую модель лучше всего использовать для взаимодействия с ИИ на каждом этапе. Почему это важно? При работе с генеративным искусственным интеллектом стоит принимать во внимание 3 составляющих: скорость ответа, стоимость использования модели (в токенах) и качество ответа. Вам всегда необходимо найти некий баланс, который с минимальными затратами позволял бы получать достаточно быстро ответ, который был бы при этом еще и достаточно качественным. Наиболее популярные модели вы всегда можете посмотреть на HuggingFace. На момент написания статьи в категории качества ответов на русском языке (мы же живём в РФ все-таки) были следующие модели (честно, я пока не пробовал и не изучал модели от Яндекс YandexGPT и от Сбера Gigachat от Сбера, поэтому если у кого-то есть опыт использования, делитесь в комментариях):

A screenshot of a computer Description automatically generated

Из трех наиболее развитых LLM моделей я остановил свой выбор в пользу моделей OpenAI, потому, что:

Llama в целом как аналитическая модель пока слабовата и ее развертывание на внутренних мощностях при большом количестве запросов может выйти в копеечку.
Gemini – вполне хороший конкурент OpenAI по качеству генерации ответов, но платные google сервисы voice-to-text и text-to-voice, которые берут по 0.024 доллара за минуту обработки выглядит дороговато для бесплатного приложения, когда OpenAI предлагает стоимость в 4 раза ниже, 0.006 доллара за минуту обработки.
OpenAI - в целом уже достаточно давно работаю с данной моделью и мне нравиться как качество генерации ответов их моделей, а также доступность документации для разработчика, плюс удобный API и библиотеки для voice-to-text и text-to-voice. Не нужно изобретать велосипед заново, OpenAI уже обо всем за нас позаботился, что несомненно очень удобно.

Сравнение моделей gpt-4o, gpt-4o mini, o1 preview.

Итак, если подходить к выбору моделей, то при создании приложения, если у вас нет большого бюджета за плечами, стоит задумать о рациональности использования последних и самых дорогих моделей для решения всех задач, поэтому пришлось делать изначально небольшие тесты, для того, чтобы определить на каких этапах интервью какую модель лучше применять, с точки зрения все тех же критериев, качество ответа, стоимость токенов и скорость.

С точки зрения стоимости и скорости ответа сразу отпала новая модель o1-preview, потому что используемая в ней технология chain of thoughts достаточно долго обрабатывает полученные запросы и время на получения ответа может доходить до 30-60 секунд. Плюс стоимость использования модели в 10 раз выше, чем модели 4o - $15.00 / 1M input tokens и $60.00 / 1M output tokens.

Далее выбор встал между моделью gpt-4o и gpt-4o mini. Плюсы gpt-4o mini в том, что она в два раза дешевле обычной 4о модели, то есть $0.150 / 1M input tokens и $0.600 / 1M output tokens в gpt-4o mini против $2.50 / 1M input tokens и $10.00 / 1M output tokens в gpt-4o.

Скрытый текст

Небольшой оффтоп.

Кстати из последних фишек от OpenAI буквально на прошлой неделе они объявили о том, что они внедряют возможности кэширования промптов, что позволяет еще в половину сократить стоимость использования их моделей. Подробности о кэшировании промптов можно посмотреть тут. https://platform.openai.com/docs/guides/prompt-caching

В общем я решил немного потестировать эти две модели и поделиться с вами результатами. Ниже примеры двух запросов, которые показывают качество ответов от этих двух моделей на генерацию вопросов и предоставление обратной связи по ответу пользователя (п.с. для тестирования я использовал более простые промпты).

A screenshot of a cell phone Description automatically generated

gpt-4o mini

gpt-4o

Какие можно сделать выводы. GPT-4o генерирует более последовательные вопросы, которые в том числе встраиваются по уровню сложности, а также включают в себя практические задачи, в отличии от gpt-4o mini, которая подготовила вопросы в основном только в части теории, но в целом при изменении промпта и добавления определенных условий, данная модель также способна вполне хорошо справляться с данной задачей.

Далее тест на разбор ответа от человека:

gpt-4o mini

gpt-4o

Тут уже разница появляется значительная разница в ответе. В своем запросе я специально не указал принцип ООП – Наследование, и как вы можете видеть из ответов моделей, gpt-4o сразу указала на это в своем разборе, а вот модель gpt-4o mini пропустила этот недочет. Также ответ gpt-4o явно указывает мне на то, что мне стоит подучить и как лучше ответить на вопрос именно для моей позиции JAVA junior разработчик, и эти подсказки фигурирует во всем ответе, тогда как gpt-4o mini ссылается на это только в конце своего сообщения. Ну и в целом, ответ gpt-4o выглядит более естественным для нас с вами.

Поэтому, когда планируете разработку решений на базе существующих генеративных ИИ моделей, всегда делайте такой первоначальный анализ, чтобы понять, насколько качественно модели будут обрабатывать ваши запросы. Что касается меня, то для генерации вопросов я пока отдал предпочтение gpt-4o mini, немного подкорректировав промпт и расширив его инструкциями, а вот анализ ответов отдал на откуп gpt-4o.

Технологии text-to-speech и speech-to-text

Теперь давайте перейдем к технической реализации приложения.

Как я писал уже ранее, чтобы не изобретать велосипед, я принял решение воспользоваться стандартными решениями от OpenAI, которые доступны в их API документации.

Во-первых, они изначально используют модели, которые обучены OpenAI и явно будут значительно лучше обрабатывать или создавать аудио, а во-вторых, не нужно писать никакой логики, буквально 3-4 строчки кода на Python полностью решат все ваши проблемы.

Пример speech-to-text c использованием модели whisper (ссылка на документацию):

from openai import OpenAI

def speech_to_text(audio_file_path):

        with open(audio_file_path, "rb") as audio_file:

         # Используем OpenAI API для транскрипции речи

         transcription = client.audio.transcriptions.create(

                model="whisper-1",

                file=audio_file

            )

        recognized_text = transcription.text

        return recognized_text

Пример text-to-speech c использованием модели TTS (ссылка на документацию):

from openai import OpenAI

def text_to_speech(text_input, output_file_name="speech.mp3", voice="nova"):

        # Отправляем текст в OpenAI TTS API

        response = client.audio.speech.create(

            model="tts-1",

            voice=voice,

            input=text_input

        ) 

        # Сохраняем синтезированную речь в MP3 файл

        response.stream_to_file(speech_file_path)

        return str(speech_file_path)

Из плюсов использования моделей Whisper еще заключается в том, что у нее достаточно хороший уровень поддержки русского языка. Измерение качества модели по показателям WERs (word error rates) or CER (character error rates) показывает достаточно низкий уровень количества ошибок.

A screenshot of a graph Description automatically generated

Для сравнения я также пробовал использовать бесплатные библиотеки как для распознавания голосового ответа, так и в обратную сторону, но, к сожалению, качество бесплатных библиотек SpeechRecognition и pyttsx3 пока оставляет желать лучшего.

Запись и обработка голосовых ответов

Наверное, если брать во внимание весь проект целиком, то данная часть была, наверное, максимально сложной. Почему? Ну во первых я выбрал JS, для реализации фронт-енд части приложения (к сожалению современных vue, node.js и прочего я не знаю) и оказывается, что в технологии записи голоса на js в браузер есть уйма нюансов, связанных с кроссбраузерностью и поддержкой тех или иных технологий записи голоса. Причем речь идет не только о Web браузерах, но и о мобильных также.

Немного о том, как в общем происходит обработка голоса в браузере. Работа с записью голоса в браузере делится на 3 части:

Получение доступа к микрофону
Запись и обработка голосового сообщения
Сохранение его в медиафайл

Для работы с микрофонами в JS чаще всего используется API MediaDevices.

Данный API используется для получения доступа к микрофонам с помощью информационного объекта navigatorв Browser Object Model (BOM).

Navigator – это объект, который используется для получения разной информации о браузере, сетевом соединении, операционной системе и так далее. Так как часто вы можете столкнуться с тем, что у пользователя могут быть подключены несколько микрофонов, то желательно в JS реализовывать отдельно возможность выбора микрофона.

async function getMicrophones() {

    const devices = await navigator.mediaDevices.enumerateDevices();

    const audioDevices = devices.filter(device => device.kind === 'audioinput');

    const microphoneSelect = document.getElementById('microphoneSelect');

 

    // Очищаем список перед его заполнением

    microphoneSelect.innerHTML = '';

 

    audioDevices.forEach(device => {

        const option = document.createElement('option');

        option.value = device.deviceId;

        option.text = device.label || `Микрофон ${audioDevices.length + 1}`;

        microphoneSelect.appendChild(option);

    });

 

    microphoneSelect.addEventListener('change', (event) => {

        selectedMicrophoneId = event.target.value;

    });

 

    if (audioDevices.length > 0) {

        selectedMicrophoneId = audioDevices[0].deviceId; // Устанавливаем микрофон по умолчанию

    }

}

Далее переходим в самой сложной части всего этого процесса – эта непосредственно запись и обработка голосового ответа. Изначально в проекте я пробовал использовать просто MediaRecorder API.

navigator.mediaDevices.getUserMedia({ audio: true})
    .then(stream => {
        const mediaRecorder = new MediaRecorder(stream);
        let voice = [];
        document.querySelector('#start').addEventListener('click', function(){
            mediaRecorder.start();
        });

        mediaRecorder.addEventListener("dataavailable",function(event) {
            voice.push(event.data);
        });

        document.querySelector('#stop').addEventListener('click', function(){
            mediaRecorder.stop();
        });
    });

Но на первых же кроссбраузерных тестах оказалось, что есть проблемы, связанные с доступом к микрофону, например, Яндекс браузер доступ давать не хотел, а в Web Safary по умолчанию не выбирался микрофон. Плюс на мобильных браузерах результаты тестирования микрофона были очень нестабильными, несмотря на заявленные достаточно широкие возможности в части кроссбраузерности. В итоге пришлось искать другие, более стабильные варианты для записи голоса, и как выяснилось, на просторах интернета не там много практических кейсов работы с записью голоса в JS. Что меня спасло? Вот это видео, записанное уже почти 5 лет назад.

Достаточно хорошим решением оказалось использование RecorderJS, который поддерживает в том числе и мобильные браузеры. Я не эксперт в JS, но мои результаты тестов показали в целом лучшую обработку записи на разных браузерах.

Реализация всех рекордеров очень похожа, везде есть блок инициализации рекордера, начала и завершения записи.

navigator.mediaDevices.getUserMedia(constraints)
        .then(function (stream) {
            gumStream = stream;

            // Создаем источник для аудио потока
            const input = audioContext.createMediaStreamSource(stream);

            // Создаем объект Recorder.js с поддержкой одного канала
            recorder = new Recorder(input, { numChannels: 1 });

            // Начинаем запись
            recorder.record();

// Останавливаем запись
    recorder.stop();

    // Останавливаем поток микрофона
    gumStream.getAudioTracks()[0].stop();

    // Экспортируем записанные данные в формате WAV и отправляем на сервер
    recorder.exportWAV(function (blob) {
        console.log("Запись завершена");

        // Используем FileReader для отправки аудиофайла на сервер
        let reader = new FileReader();
        reader.readAsArrayBuffer(blob);
        reader.onloadend = function () {

            // Отправить аудио через API
            sendAudioAnswer(reader.result);
        };
    })

Каков итог?

На текущий момент приложение запущено и доступно бесплатно каждому, кто хочет попробовать пройти интервью с AI и самое главное получить обратную связь. Это был мой первый опыт написания подобного рода приложения, поэтому я надеюсь, что бесплатная версия voice интервьюера может оказаться полезной, особенно для начинающий свою карьеру в ИТ специалистов.

Какие есть возможности?

Вы может генерировать до 50 вопросов по различным направлениям, например, аналитика, разработка или тестирование. Ответы на вопросы предполагает использование как голосовых ответов, так и есть возможность ответа в формате текста, что очень удобно для решения практических задач. Кроме того, по завершению интервью вы можете скачать результаты собеседования, где будут сохранены вопросы, ваши ответы и комментарии AI для дальнейшего анализа.

Что важно знать. Не пытайтесь думать, что AI это человек, который будет вам отвечать очень естественно. Рассматривайте AI в контексте собеседований как помощника, который подскажет вам, как лучше ответить на тот или иной вопрос. И да, в моей промпте AI всегда даст вам замечания или предложения к ответу:)

Возможно сейчас собеседование с ИИ пока еще кажется чем-то необычным или противоречивым, но мне кажется, уже в ближайшем будущем большую часть технического интервью уже станет проводить AI, оставив нам оценку soft skills.

Также если у вас есть желания поконтрибьютить в данный проект, пиши мне в телеграм, я буду рад любой помощи.

Посмотрим, что нас будет ждать дальше!

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12 окт. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592
17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
02:19 briankennedy

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02:20 briankennedy

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