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[Перевод] Разработка SQL Expert Bot: подробное руководство c использованием Vercel AI SDK и API OpenAI

OpenAI заложила фундамент для революции в сфере ИИ с появлением ChatGPT, открывая новую эру в области AI, которую активно используют как отдельные люди, так и бизнес-сообщества.

fbea2efb8de627f85fe938c82c17f74b.png

OpenAI также предоставила API для разработки персонализированных AI-решений, включая чат-ботов, виртуальных помощников и многого другого. Доступ к этому API можно получить через SDK, выпущенный OpenAI для разных языков программирования, а также через оболочки, разработанные для удобства создания интерфейсов.

Компания Vercel внесла свой вклад, разработав AI SDK для создания интерактивных пользовательских интерфейсов с использованием TypeScript и JavaScript. Примечательно, что этот SDK является проектом с открытым исходным кодом и поддерживает Vercel Edge runtime.

В рамках данной статьи мы создадим экспертного чат-бота по SQL, применив API OpenAI и SDK от Vercel. Мы также рассмотрим вопросы стриминговых ответов, настройки промтов и многое другое.

Получение API ключа

Первым шагом будет создание аккаунта на OpenAI и получение API-ключа. Сперва мы проходим регистрацию и после того, как мы выполнили вход в свой аккаунт, нам нужно перейти в раздел управления API-ключами. Здесь мы можем сгенерировать новый ключ и дать ему имя, в моем случае - vercel-ai-sdk, вы же можете выбрать любое другое наименование для своего ключа.

0d206dc0a4510949db3b29fd1236ee52.png

Предлагаю не медлить и перейти к обзору Vercel AI SDK и процессу настройки на устройстве.

Конфигурация Vercel AI SDK

Vercel AI SDK предназначен для взаимодействия с API OpenAI и обладает рядом инструментов для эффективного использования функционала OpenAI API.

Для старта мы создаем приложение на базе Next.js и подключаем необходимые зависимости: пакет ai для Vercel AI SDK и пакет openai для клиента OpenAI API:

pnpm dlx create-next-app ai-sql-expert

cd ai-sql-expert

pnpm install ai openai

Проверьте, чтобы конфигурация вашего проекта была следующей:

b7453ad5aa8cb02d2055a1ed014db104.png

Создаем файл .env в корневой директории проекта и добавим в него сгенерированный ранее OpenAI API ключ:

OPENAI_API_KEY=xxxxxxxxx

На этом настройка SDK OpenAI и Vercel AI подходит к завершению, а значит мы можем перейти к настройке API-маршрутов.

Настройка API-маршрутов

Мы организуем API-маршрут для обработки сообщений от пользователей таким образом, чтобы после отправки сообщения пользователем OpenAI API обрабатывал запрос и возвращал ответ в Next.js.

В начале создаем файл route.ts в папке api/chatиз директории src/app и пропишем в нем следующий код:

# app/api/chat/route.ts

import OpenAI from 'openai';

import { OpenAIStream, StreamingTextResponse } from 'ai';

const openai = new OpenAI({

apiKey: process.env.OPENAI_API_KEY,

});

export const runtime = 'edge';

export async function POST(req: Request) {

const { messages } = await req.json();

const response = await openai.chat.completions.create({

model: 'gpt-3.5-turbo',

stream: true,

messages,

});

const stream = OpenAIStream(response);

return new StreamingTextResponse(stream);

}

Немного пояснений:

  1. Сперва мы предоставляем ключ API для настройки экземпляра OpenAI:

    const openai = new OpenAI({

    apiKey: process.env.OPENAI_API_KEY,

    });

  2. С помощью этой строки мы указываем Next.js использовать среду выполнения на краю (edge runtime) для обработки API-запросов:

    export const runtime = 'edge';

  3. Для извлечения данных из поля messages , которые приходят в теле JSON-запроса мы используем POST-функцию.

  4. Далее мы применяем метод openai.chat.completions.create для отправки этих сообщений в модель gpt-3.5-turbo для дальнейшей обработки. Этот метод генерирует ответы, основываясь на введенных сообщениях.

  5. Параметр stream мы устанавливаем в значение true, поскольку это позволяет передавать ответы в формате реального времени.

  6. Получив ответ от OpenAI, код трансформирует его в формат удобного текстового потока с использованием функции OpenAIStream.

  7. И в завершение, функция формирует ответ, включающий в себя текстовые потоки, созданные OpenAI в качестве реакции на запросы пользователя, через класс StreamingTextResponse и отправляет его обратно:

    export async function POST(req: Request) {

    const { messages } = await req.json();

    const response = await openai.chat.completions.create({

    model: 'gpt-3.5-turbo',

    stream: true,

    messages,

    });

    const stream = OpenAIStream(response);

    return new StreamingTextResponse(stream);

    }

Теперь у нас есть API-маршрут для приема и обработки пользовательских запросов с помощью API OpenAI. Перейдем к созданию UI для нашего бота.

Разработка пользовательского интерфейса

Перед тем как приступить к работе с UI, определим константы для начальный сообщений чата, которые мы будем использовать в качестве настраиваемого промта для направления поведения разрабатываемого бота.

Создаем файл chat.constants.ts в папке constant, расположенной в директории src/app и напишем следующий код:

import { Message } from 'ai/react';

export const INITIAL_MESSAGES: Message[] = [

{

id: '',

role: 'system',

content: 'Вы эксперт по SQL и вы можете создавать генерируемые SQL-запросы для любой проблемы.

Убедитесь, что возвращаемый вами запрос с правильным форматированием и отступом.

Убедитесь, что возвращаемый запрос снабжен корректным объяснением и комментариями.

Если вы в силах решить проблему, вы вправе запросить дополнительные сведения.

Если пользователь не может понять запрос, вы можете объяснить запрос простым языком.

Если пользователь предоставляет неправильный промт, вы можете запросить корректный промт.

',

},

];

Мы задаем системе руководящие принципы поведения в различных ситуациях, формулируем соответствующие модели ответов и определяем механизм их доставки.

Далее вставим следующий код в src/app/pages.tsx:

'use client';

import { useChat } from 'ai/react';

import Markdown from 'react-markdown';

import { INITIAL_MESSAGES } from './constant/chat.constants';

export default function Chat() {

const { messages, input, handleInputChange, handleSubmit } = useChat({

initialMessages: INITIAL_MESSAGES,

});

return (

<div>

<div className="text-center py-8">

<h2 className="text-center text-2xl font-bold mb-2">Эксперт SQL</h2>

<p>

Добро пожаловать в SQL Expert. Вы можете задать любые вопросы, связанные с SQL, и эксперт вам поможет.

</p>

</div>

<div className="flex flex-col w-full max-w-2xl pb-24 mx-auto stretch gap-4">

{messages

.filter((m) => m.role !== 'system')

.map((m) => (

<div

key={m.id}

className="bg-gray-100 p-4 rounded flex gap-2 flex-col"

>

<span className="font-medium">

{m.role === 'user' ? 'Вы' : 'Эксперт'}

</span>

<Markdown>{m.content}</Markdown>

</div>

))}

<form

className="flex gap-4 fixed bottom-0 w-full mb-8"

onSubmit={handleSubmit}

>

<input

autoFocus

className="p-2 border border-gray-300 rounded shadow-xl outline-purple-500 focus:outline-none focus:ring-2 focus:ring-purple-500 flex-grow max-w-xl"

value={input}

placeholder="Задайте свой вопрос по SQL.."

onChange={handleInputChange}

/>

<button

className="border p-2 px-4 rounded shadow-xl border-gray-300 bg-purple-500 text-white"

type="submit"

>

Отправить

</button>

</form>

</div>

</div>

);

}

Добавим немного пояснений:

  1. Мы применяем компонент для визуализации сообщений и форму для отправки сообщений пользователем:

    'use client';

  2. Так как API возвращает ответы в формате markdown, мы используем библиотеку react-markdown для их интерпретации:

    import Markdown from 'react-markdown';

  3. Хук useChat предназначен для создания интерфейса чата в нашем приложении с интеграцией чат-бота. Он облегчает процесс отображения сообщений от нашего AI-провайдера, управления вводом в чате и обновления UI при поступлении новых сообщений. Хук также поддерживает различные опции, и в нашем случае мы используем параметр initialMessages для настройки начального поведения системы:

    import { useChat } from 'ai/react';

    const { messages, input, handleInputChange, handleSubmit } = useChat({

    initialMessages: INITIAL_MESSAGES,

    });

  4. Также мы настраиваем отображение сообщений, пришедших от API. Учитывая, что мы задали системе настраиваемый промт, мы отсееваем его и оставляем только сообщения пользователя и эксперта:

    <div className="flex flex-col w-full max-w-2xl pb-24 mx-auto stretch gap-4">

    {messages

    .filter((m) => m.role !== 'system')

    .map((m) => (

    <div

    key={m.id}

    className="bg-gray-100 p-4 rounded flex gap-2 flex-col"

    >

    <span className="font-medium">

    {m.role === 'user' ? 'Вы' : 'Эксперт'}

    </span>

    <Markdown>{m.content}</Markdown>

    </div>

    ))}

    ...

    </div>

  5. Мы реализуем форму для отправки сообщений пользователями. Для обработки события отправки формы применяем функцию handleSubmit, которую предоставляет хук useChat.

  6. В качестве механизма управления вводом данных в текстовое поле используем функцию handleInputChange в сочетании с input.

  7. Кроме того, мы оснащаем форму кнопкой, предназначенной для ее отправки:

    <div className="flex flex-col w-full max-w-2xl pb-24 mx-auto stretch gap-4">

    ...

    <form

    className="flex gap-4 fixed bottom-0 w-full mb-8"

    onSubmit={handleSubmit}

    >

    <input

    autoFocus

    className="p-2 border border-gray-300 rounded shadow-xl outline-purple-500 focus:outline-none focus:ring-2 focus:ring-purple-500 flex-grow max-w-xl"

    value={input}

    placeholder="Задайте свой вопрос по SQL.."

    onChange={handleInputChange}

    />

    <button

    className="border p-2 px-4 rounded shadow-xl border-gray-300 bg-purple-500 text-white"

    type="submit"

    >

    Отправить

    </button>

    </form>

    </div>

Благодаря Vercel AI SDK у нас есть такие инструменты, как хук useChat, облегчающий работу, начиная от отображения сообщений до управления пользовательским вводом.

Мы успешно разработали UI для нашего SQL Expert bot, а это значит, что пора запустить сервер разработки и провести тестирование.

Тест бота

Запустим сервер следующей командой в терминале:

pnpm run dev

ИЛИ

yarn run dev

ИЛИ

npm run dev

Перейдем по адресу http://localhost:3000 в нашем браузере.

4876e5c320c81b9b756f375dc7f2035d.png

Вы можете опробовать бота в работе со следующими примерами промтов:

1. "Сформулируй SQL-запрос для выявления суммарного числа заказов, сделанных каждым клиентом за прошедший год, с сортировкой по убыванию количества заказов."

2. "Напиши SQL-запрос для идентификации клиентов, чьи расходы превысили $1000 за последние три месяца."

3. "Разработай SQL-запрос для определения среднего времени выполнения заказа, исходя из временных отметок его размещения и завершения.."

4. "Спроектируй SQL-запрос для выявления продуктов с самой высокой прибыльностью, учитывая их себестоимость и цену продажи."

5. "Сконструируй SQL-запрос для анализа тренда ежемесячного дохода за последний год, с разбивкой по месяцам."

6. "Определи через SQL-запрос клиентов, которые не совершали покупок за последние 6 месяцев."

7. "Составь SQL-запрос для выявления пяти категорий товаров с наибольшим объемом продаж за последний квартал."

8. "Разработай SQL-запрос для определения заказов, включающих товары, отсутствующие на складе в момент покупки."

9. "Вычисли через SQL-запрос общий доход от постоянных клиентов по сравнению с новыми за последний месяц."

10. "Сформулируй SQL-запрос для выявления аномалий или отклонений в количестве заказов по сравнению со средними показателями каждого товара за определенные исторические периоды."

Для наглядности, взгляните на демонстрацию работы следующего промта:

"Представим, твоей задачей стоит оптимизация производительности базы данных крупной компании в сфере электронной коммерции. Составь SQL-запрос для выявления десяти наиболее продаваемых товаров по доходу за последний месяц, учитывая количество продаж и цену за единицу."

Заключение

В этом гайде мы с вами написали функционирующий SQL Expert Bot. Попробуйте настроить его, согласно своим предпочтениям, экспериментируйте и делитесь своими результатами!

Полезные ссылки:

Благодарю за внимание!

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 11.10.25 04:41 luciajessy3

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

  • 11.10.25 10:44 Tonerdomark

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

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

  • 12.10.25 21:36 blessing

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

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

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