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Может ли нейро-сотрудник на базе ChatGPT звонить по обычной телефонной линии?

Фото получено через DALL·E 3 по запросу “сгенери мне фото для статьи в которой роль ChatGPT звонит по телефону потенциальному соискателю на вакансию и определяет модель личности по Адизесу”
Фото получено через DALL·E 3 по запросу “сгенери мне фото для статьи в которой роль ChatGPT звонит по телефону потенциальному соискателю на вакансию и определяет модель личности по Адизесу”

Вступление

ChatGPT - LLM модель от компании OpenAI и без преувеличения это главное событие в мире в прошедшем 2023 году.

Весь 2023 год я участвую в создании платформы нейро-сотрудников на базе ChatGPT и вот наконец-то мы подошли к очень интересной задаче:

Что, если дать нейро-сотруднику возможность отвечать по обычной телефонной линии или самому делать исходящие вызовы исходя из свой системной роли?

Вспомним, что телефонные звонки уже много лет являются основным способом корпоративного общения. Безусловно, автоматизация телефонных звонков не нова: интерактивные голосовые меню (IVR), голосовая почта и роботизированные звонки уже давно используются для разных целей, от маркетинговых кампаний до обслуживания клиентов. Но теперь, объединив эти технологии с продвинутыми возможностями искусственного интеллекта, мы открываем целый новый уровень взаимодействия и функциональности.

Представьте себе сценарий, где AI не просто отвечает на стандартные запросы или направляет вызовы, но и может участвовать в глубоких, содержательных диалогах, адаптируясь к нюансам разговора в реальном времени. Такой подход может кардинально изменить то, как компании подходят к обслуживанию клиентов, продажам, HR-процессам и даже внутреннему управленческому взаимодействию.

А можно на примере?

Фото получено через DALL·E 3 по запросу “сгерени фото соискателя на вакансию официанта который проходит телефонное интервью”
Фото получено через DALL·E 3 по запросу “сгерени фото соискателя на вакансию официанта который проходит телефонное интервью”

Для примера давайте заставим роль ChatGPT позвонить соискателю на вакансию официанта и определить его тип личности по И. Адизесу (модель PAEI).

Что нам понадобится?

  1. ChatGPT4 Turbo от OpenAI (документация API: https://platform.openai.com/docs/api-reference)

  2. Сервис по интеграции с телефонной линией (документация API: https://voximplant.com/docs/guides)

  3. Доступ к API по синтезу речи (документация API: https://elevenlabs.io/api)

Шаг№1: Системная роль ChatGPT

Цель:
Твоя цель - задав СТРОГО ПОСЛЕДОВАТЕЛЬНО три вопроса определить модель соискателя по Адизесу и озвучить её после ответа на третий вопрос.

Роль:
Ты - женщина.
Тебя зовут - Жанна
Ты работаешь в должности - HR-менеджер
Ты работаешь в компании - Хлеб и Булки

Ты - помощник HR менеджера в сети кафе Хлеб и Булки в Екатеринбурге.
Ты общаешься с кандидатом на вакансию официанта по телефону и поэтому твои ответы и вопросы должны быть очень краткими и лаконичными.

Вот вопросы, которые тебе нужно задать:
1. Как вы обычно организуете свою работу и планируете свои задачи?
2. Как вы принимаете решения в сложных ситуациях?
3. Как вы обычно взаимодействуете с коллегами и клиентами?

Поведение:
1. Начни диалог без приветствия СРАЗУ задав первый вопрос.
2. Задавай вопросы последовательно строго по одному вопросу за раз.
3. После получения ответов на все вопросы определи модель по Адизису и напиши её в своем ответе, в конце скажи: "Спасибо, мы с Вами скоро свяжемся 👍".

! Перед ответом проверь что ты задаешь только один вопрос за раз и в твоем ответе нет приветствия.

Роль будет доступна по API на базе платформы нейро-сотрудников:

Для настройки роли из данного примера нам потребуется только настроить личность
Для настройки роли из данного примера нам потребуется только настроить личность
При настройки личности мы должны разбить все по блокам: Роль, Цель, Первая фраза и Поведение
При настройки личности мы должны разбить все по блокам: Роль, Цель, Первая фраза и Поведение

Шаг№2: Скрипт звонка в Voximplant 

require(Modules.ASR);
require(Modules.CallList);
require(Modules.AI);

// OpenAI API URL
const openaiURL = 'https://api.openai.com/v1/chat/completions'
// Your OpenAI API KEY
const openaiApiKey = 'sk-XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX'

var messages = []; // Массив всех сообщений в диалоге
var ai_busy = false;
var ai_say = false;
var speech = ""; // В этой переменной будем накапливать распознаваемый текст от абонента.
var voice = "";
var model = "gpt-3.5-turbo"; (// Модель по умолчанию, у каждого нейро-сотрудника может быть установлена своя модель.

timeouts = {
  silence: null,
  pause: null,
  duration: null
}

var hello_text = ""; // Первая фраза сотрудника, приходит с платформы.

messages.push({ "role": "system", "content": "" }) // Массив сообщений. Первый элемент это системная роль. Текст роли придет с платформы.

var call, player, asr;

// Send request to the API
async function requestCompletion() {
    Logger.write(`--->>> requestCompletion ${messages}`);
    return Net.httpRequestAsync(openaiURL, {
        headers: [
            "Content-Type: application/json",
            "Authorization: Bearer " + openaiApiKey
        ],
        method: 'POST',
        postData: JSON.stringify({
            "model": model, // gpt-4-1106-preview  gpt-3.5-turbo
            "messages": messages,
            "openai_api_key": openaiApiKey, 
            "temperature": 0,
        })
    })
}

function speechAnalysis() {
  // останавливаем модуль ASR
  stopASR()
  const cleanText = speech.trim().toLowerCase()

  if (!cleanText.length) {
    // если переменная с нулевой длиной, то это значит что сработал таймер тишины,
    // т.е. человек вообще ничего не ответил, и мы можем, например, повторить вопрос абоненту
    handleSilence()
  } else {
    ASREvents_Result(speech);
  }
}

function stopASR() {
  asr.stop()
  call.removeEventListener(CallEvents.PlaybackFinished)
  clearTimeout(timeouts.duration)
}

function startASR() {
  asr = VoxEngine.createASR({
    lang: ASRLanguage.RUSSIAN_RU,
    profile: ASRProfileList.YandexV3.ru_RU,
    interimResults: true
  })
  asr.addEventListener(ASREvents.InterimResult, e => {
    clearTimeout(timeouts.pause)
    clearTimeout(timeouts.silence)
    timeouts.pause = setTimeout(speechAnalysis, 3000)
    call.stopPlayback()
  })
  asr.addEventListener(ASREvents.Result, e => {
    // Складываем распознаваемые ответы
    if (speech.indexOf(e.text) === -1) {
      speech += " " + e.text;
    }
  })
  // направляем поток в ASR
  call.sendMediaTo(asr)
}

function handleSilence() {
  // Тут можно что-то сказать в линию чтобы "скрасить" паузы
  // Начнём слушать через 3 секунды и дадим возможность с этого момента перебивать робота
  setTimeout(startASR, 3000)
  call.addEventListener(CallEvents.PlaybackFinished, startSilenceAndDurationTimeouts)
}

function startSilenceAndDurationTimeouts() {
  timeouts.silence = setTimeout(speechAnalysis, 8000)
  timeouts.duration = setTimeout(speechAnalysis, 30000)
}

// Данный метод отправляет текст в API по синтезу голоса по текстовому сообщению
function sendMessage(call, text) {
    const textToSynthesize = encodeURIComponent(text);
    const speechSynthesisApiUrl = `https://__ПЛАТФОРМА_НЕЙРО_СОТРУДНИКОВ__/api/v1.0/tts?voice=${voice}&text=${textToSynthesize}`;
    Net.httpRequest(speechSynthesisApiUrl, (res) => {
        if (res.code === 200) {
            let audioUrl = res.text;
            Logger.write(res.code + " sendMessage: " + text);
            call.startPlayback(audioUrl);
            ai_say = true;
            call.addEventListener(CallEvents.PlaybackFinished, handlePlaybackFinished);
        } else {
            Logger.write(`Ошибка: ${res.code} - ${res.text}`);
        }
    }, {method: 'GET'});
    return 'OK'
}

// Воспроизведение закончилось
function handlePlaybackFinished(e) {
  Logger.write('--->>> handlePlaybackFinished');
  ai_busy = false;
  ai_say = false;
  e.call.removeEventListener(CallEvents.PlaybackFinished, handlePlaybackFinished);
  startASR();
}

function sendMessageURL(call, mp3_url) {
    call.startPlayback(mp3_url);
    return 'OK'
}

// Эта функция выбирает музыку во время ожидания ответа от ChatGPT
function sendBeforeMessage(call) {
    const messages = [
        //'https://activeai.aura-s.com/wp-content/uploads/2023/12/ai_thinking.mp3',
        //'https://mvp.atiks.org/wp-content/uploads/2023/12/8192dd7301e4c1a.mp3',
        //'https://mvp.atiks.org/wp-content/uploads/2023/12/7e7352510ae830e.mp3',
        'https://mvp.atiks.org/wp-content/uploads/2023/12/3c72bb47cbe8153.mp3',
    ];
    const randomIndex = Math.floor(Math.random() * messages.length);
    const messageURL = messages[randomIndex];
    sendMessageURL(call, messageURL);
}

// Воспроизведение закончилось
function StarthandlePlaybackFinished(e) {
    Logger.write('--->>> handlePlaybackFinished');
    e.call.removeEventListener(CallEvents.PlaybackFinished, StarthandlePlaybackFinished);
    e.call.sendMediaTo(asr);
}

// Callback для обработки события окончания вызова
function onCallDisconnected(e) {
    sendEmail('[email protected]');
    Logger.write(`Call disconnected`);
}

// Callback для обработки неудачного вызова
function onCallFailed(e) {
  Logger.write(`Call failed`);
}

function onCallConnected(e) {
  sendBeforeMessage(call)
  sendMessage(e.call, hello_text);
  e.call.addEventListener(CallEvents.PlaybackFinished, StarthandlePlaybackFinished);
}

// Обработчик стартового события
VoxEngine.addEventListener(AppEvents.Started, (e) => {
    let data = VoxEngine.customData();
    Logger.write(`customData: ${data}`);
	data = JSON.parse(data);
    changeRole(data.script_id);
    model = data.model;
    call = VoxEngine.callPSTN(data.phone, "73432472939");
    call.addEventListener(CallEvents.Connected, onCallConnected);
    call.addEventListener(CallEvents.Disconnected, onCallDisconnected);
    call.addEventListener(CallEvents.Failed, onCallFailed);
    startASR();
});

// Эта функция загружай роль с нашей платформы нейро-сотрудников
function changeRole(script_id) {
    const speechSynthesisApiUrl = `https://__ПЛАТФОРМА_НЕЙРО_СОТРУДНИКОВ__/api/v1.0/get_promt_text?script_id=${script_id}`;
    Net.httpRequest(speechSynthesisApiUrl, (res) => {
        if (res.code === 200) {
            const promt = res.text.split("###");
            messages[0].content = promt[0];
            hello_text = promt[1];
            voice = promt[2];
            Logger.write(`changeRole: ${hello_text} - ${voice}`);
        } else {
            Logger.write(`Ошибка: ${res.code} - ${res.text}`);
        }
    }, {method: 'GET'});
    return 'OK'
}


// Отправка расшифровки диалога
async function sendEmail(mail_to) {
    Logger.write(`--->>> sendEmail ${messages}`);
    const dialogText = messages
    .filter(message => message.role !== "system")
    .map(message => {
      // Преобразуем role в форматированную строку "ИИ" или "Соискатель"
      const role = message.role === "assistant" ? "ИИ" : "Соискатель";
      return `${role}: ${message.content}`;
    })
    .join('\n')
		// Далее код отрвавки на email
		// ...
}

async function ASREvents_Result(text) {
    // Добавляем распознанный текст от абонента в массив сообщений
    messages.push({ "role": "user", "content": text })
    speech = "";
    sendBeforeMessage(call);
    Logger.write("Sending data to the OpenAI endpoint");
    let ts1 = Date.now();
    if ((ai_busy == false) && (ai_say == false)) {
        ai_busy = true;
        var res = await requestCompletion();
        let ts2 = Date.now();
        Logger.write("Request complete in " + (ts2 - ts1) + " ms")
        if (res.code == 200) {
            let jsData = JSON.parse(res.text)
            sendMessage(call, jsData.choices[0].message.content);
            messages.push({ "role": "assistant", "content": jsData.choices[0].message.content })
            call.sendMediaTo(asr);
        }
    } else {
        // Тут можно что-то говорить в линию пока ChatGPT придумывает ответ
    }
    call.sendMediaTo(asr);
}

После публикации скрипта в панели Voximplant пропишите правило разделе “Routing”, нам понадобится ID правила для его активации.

Создайте маршрут для нашего сценария в разделе "Routing"
Создайте маршрут для нашего сценария в разделе "Routing"

А вот скрипт, который осуществляет вызов данного сценария на нужной телефонный номер: 

from voximplant.apiclient import VoximplantAPI, VoximplantException
import json
from loggin_init import logger

voxapi = VoximplantAPI("providers/DialogAI.json")

# gpt-4-1106-preview  gpt-3.5-turbo
def call(phone, script_id, rule_id=3657614, model='gpt-3.5-turbo'):
    SCRIPT_CUSTOM_DATA = json.dumps({
        'phone' : phone,
        'script_id' : script_id,
        'model' : model,
    })
    try:
        res = voxapi.start_scenarios(rule_id,
            script_custom_data=SCRIPT_CUSTOM_DATA)
        return res
    except VoximplantException as e:
        return "Error: {}".format(e.message)

Шаг№3: Тестируем нашего нейро-сотрудника

Для запуска диалога у нас есть специальный бот в котором нужно ввести такую команду:

Вызываем исходящий диалог, для этого указываем номер нашего нейро-сотрудника на платформе и номер, куда он должен позвонить
Вызываем исходящий диалог, для этого указываем номер нашего нейро-сотрудника на платформе и номер, куда он должен позвонить

Вот запись диалога с кандидатом на вакансию официант:

ChatGPT_Call_Example.mp3
drive.google.com

После завершения диалога мы получаем на почту такую расшифровку звонка:

Такое письмо приходит на почту при завершении звонка
Такое письмо приходит на почту при завершении звонка

Что можно доработать?

  1. Заполнить паузы во время ожидание ответа от ChatGPT короткими фразами.

  2. Попробовать использовать другие LLM с коротким временем отклика.

  3. Добавить возможность переводить звонок на живого человека, если ИИ не справляется с поставленным вопросом.

Итоги

Предлагаю всем кому интересно написать в комментариях его кейс и я отправлю звонок на ваш номер с вашим сценарием диалога. Если удобнее не в комментарии, то пишите мне в мой телеграм: https://t.me/TAU15.

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  • 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

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  • 04.07.24 04:49 ZionNaomi

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  • 13.07.24 21:13 michaelharrell825

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  • 17.07.24 02:26 thompsonrickey

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  • 27.08.24 12:50 James889900

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  • 02.09.24 20:24 [email protected]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 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.

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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.

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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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