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Использование ответов OpenAI API в формате JSON: Введение

Тема использования JSON в ответах OpenAI API звучала в анонсах примерно год назад и до некоторой степени описана в документации. В частности, Сэм Альтман на презентации одного из крупных релизов говорил о том что о такой фиче активно просили разработчики. Однако с тех пор мне не удалось найти целостных описаний решений, сценариев и паттернов, которые выглядели бы как практически полезные и на основе которых можно было бы быстро составить целостное понимание. Те материалы, которые попадались мне до сих пор, показались мне довольно абстрактными, недостаточно целостными, оторванными от реальности, иногда перегруженными техническими подробностями, за которыми теряется общая картина.

Вчера (6 августа) OpenAI выпустила обновление этого функционала и вместе с ним заметно обновила и дополнила документацию в этой части. С одной стороны, в новой версии документации стало больше конкретных и наглядных примеров. С другой, - в дополнение к понятию Function calling добавилось еще новое понятие Structured Outputs, которое для начинающего пользователя на первых шагах может усложнить понимание.

В этой статье я хотел на небольшом примере дать краткий поверхностный обзор того как, на мой взгляд, можно задействовать JSON-ответы для конкретной задачи. Сразу скажу, что мой пример оказался крайне примитивным (чуть сложнее чем "Hello, World!"). Я старался достичь наглядности за счет демонстрации всего цикла от идеи "продукта", до его рабочего прототипа. Свою задачу я реализовал в трех вариантах (по мере возрастания сложности): "Чат без Function calling", "Чат с Function calling" и "Assistant Function calling". Возможно, кто-то найдет для себя в этом что-то полезное.

Постановка задачи

Для демонстрации этой фичи я в качестве примера взял следующую задачу: На вход AI пользователь отдает некоторый текст (статью или главу из книги, например), а на выходе AI возвращает массив из, например, трех вопросов об этом тексте и своих версий ответов на эти вопросы. Собственно, для того что бы с возвращаемым от API массивом вопросов-ответов было удобнее работать в пользовательском интерфейсе веб-приложения я и использую JSON.

Для чего такое приложение может быть полезно на практике

Во-первых, на мой взгляд, такие "вопросы-ответы" могут быть полезны если вы хотите больше запомнить и лучше усвоить только что прочитанный материал: Прочитал главу из книги >> Скопипастил её в приложение >> Получил вопросы >> Попробовал ответить на них >> Сверился с ответами, предложенными ИИ. С точки зрения усвоения материала это вроде бы должно работать лучше чем просто "прочитал".

Во-вторых, это может быть полезно при изучении иностранных языков: Получив набор вопросов, нужно попытаться на них письменно ответить. Сначала свои ответы можно сверить с тем что предлагает DeepL Write. Затем - с ответами ИИ, которые были получены вместе с вопросами. Польза может быть в том что для таких упражнений пользователь может выбирать тексты на интересующую его тему, что должно повышать вовлеченность (по сравнению с упражнениями из "обычных учебников"), а следовательно и эффективность изучения языка.

Мое приложение включает в себя интерфейс ввода текста, бэк-компонент для обращений к OpenAI API и часть интерфейса, которая структурированно отображает пользователю JSON-ответы.

Компоненты и их взаимодействие

Chat-реализация

В самом примитивном виде основной элемент реализации - это практически стандартный вызов Chat Completions API, который включает в себя:

параметр response_format: { type: "json_object" }
промпт примерно следующего содержания:

You are a tutor who is supposed to help me memorize a text. To do this, you should ask three questions about the key ideas explained in the text and provide answers to these questions. Your response must be in json format, which is an array of pairs of questions and answers with a parent element named questions_and_answers. Your questions and answers should be about the following text:

В виде кода это выглядит так:

import OpenAI from 'openai';

export default defineEventHandler(async (event) => {
    const body = await readBody(event)
    const openai = new OpenAI({apiKey: process.env.OPENAI_API_KEY});
    const response = await openai.chat.completions.create({
    messages: [        
        {
            role: "system",
            content: "You are a helpful tutor who is supposed to help me memorize a text. To do this, you should ask three questions about the key ideas explained in the text and provide answers to these questions. Your response must be in json format, which is an array of pairs of questions and answers with a parent element named questions_and_answers. Your questions and answers must be in the same language as the input text, but names of json tags must always be in English.",
          },
          { role: "user", content: "Please provide questions and answers about the following text: "+body.InputText },

        ],
        model: "gpt-4o-mini",
        response_format: { type: "json_object" },
    });
    return JSON.parse(response.choices[0].message.content||"{}");
  })

Разделение промпта на две части (role: "system" и role: "user"), судя по моим наблюдениям, является избыточным - если поместить весь промпт в одну content-строку role: "user", то кажется что работает не хуже.

Параметр InputText приходит с веб-интерфейса. В ответе от API приходит JSON в виде строки, которую нужно преобразовать с помощью JSON.parse и вернуть на UI:

{
  "questions_and_answers": [
    {
      "question": "What is JSON Schema?",
      "answer": "JSON Schema is a declarative language used to describe and validate the structure and content of JSON data."
    },
    {
      "question": "What does JSON Schema provide for JSON documents?",
      "answer": "JSON Schema provides a standardized way to define the expected format, data types, and constraints for JSON documents."
    },
    {
      "question": "What is required to validate a JSON document against a schema?",
      "answer": "To validate a JSON document against a schema, you need a JSON Schema validator that implements the JSON Schema specification."
    }
  ]
}

В UI вопросы отображаются сразу, а ответы скрыты что бы дать возможность пользователю сначала самому подумать, а потом уже посмотреть готовый "правильный" ответ (собственно, ради такого "интерактивного" представления в интерфейсе вся эта суматоха и затевалась):

<fwb-accordion>
  <fwb-accordion-panel v-for="(item, index) in qadata_json.questions_and_answers" :key="index">
      <fwb-accordion-header>{{item.question}}</fwb-accordion-header>
      <fwb-accordion-content>
        <div><p>{{item.answer}}</p></div>
      </fwb-accordion-content>
  </fwb-accordion-panel>
</fwb-accordion>

UI: Input text, questions and answers

Тут можно посмотреть как приложение (Nuxt) выглядит в целом: GitHub & Prod. Реализацию вызова API можно найти в getqabasic.ts, а UI - в index.vue.

Это, вероятно, самый примитивный подход к работе с JSON. Перейдем к чуть более сложному варианту.

Function calling / Structured outputs

Function calling - это механизм с помощью которого можно заставить API возвращать не просто JSON, а JSON определенного формата (в общем случае это могут быть и другие структурированные форматы). Т.е. это замена абстрактного response_format: { type: "json_object" } на формальное описание конкретной структуры ответа API - названий полей, их типов и структуры вложенности. Делается это путем добавления в запрос параметра tools, в котором содержатся:

заголовочные поля: type: "function", name и description
раздел parameters, содержащий JSON-схему с описанием структуры полей, которые должны присутствовать в JSON-ответе при вызове Chat Completions API
опциональный параметр strict: true, дополнительно указывающий на то что ответ должен обязательно в точности соответствовать JSON-схеме. Cудя по документации, без него могут быть галлюцинации в виде потерянных обязательных полей и некорректных enum-ов, а также какие-то проблемы из-за кэширования. Этот параметр как раз является элементом фичи "Structured outputs", выпущенной во вчерашнем релизе, про который я писал во введении.

Также в запрос API можно включить параметр tool_choice , в котором будет дополнительно явно указано на использование этой "функции" (т.е., другими словами, явно указать что именно этот формат JSON обязательно нужно использовать в ответе).

Таким образом обращение к API приобретает следующий вид (getqafunctioncalling.ts):

export default defineEventHandler(async (event) => {
    const body = await readBody(event)
    const openai = new OpenAI({apiKey: process.env.OPENAI_API_KEY});
    const response = await openai.chat.completions.create({
    messages: [
        {
            role: "system",
            content: "You are a helpful tutor who is supposed to help me memorize a text. To do this, you should ask three questions about the key ideas explained in the text and provide answers to these questions. Your response must be in json format, which is an array of pairs of questions and answers with a parent element named questions_and_answers. Your questions and answers must be in the same language as the input text, but names of json tags must always be in English.",
          },
          { role: "user", content: "Please provide questions and answers about the following text: "+body.InputText },

        ],
    model: "gpt-4o-mini",

    tools: [
        {
          type: "function",
          function: {
            name: "questions_and_answers",
            description: "Formulate three questions about the given text and provide answers to them",
            parameters: {
                type: "object",
                properties: {
                    questions_and_answers: {
                    type: "array",
                    items: {
                        type: "object",
                            properties: {
                                question: { type: "string" },
                                answer: { type: "string" }
                              },
                required: [ "question", "answer" ]
                      }
                      }
                  },
            required: [ "questions_and_answers"]
            },
            },
          strict: true,
        },
      ],

    tool_choice: {"type": "function", "function": {"name": "questions_and_answers"}},
    });

    return JSON.parse(response.choices[0].message.tool_calls[0].function.arguments || "{}");
  })

Как видно в этом примере, структура "функционального" ответа, получаемого от API, немного отличается от ответа "обычного чата":

//Chat & response_format: { type: "json_object" }:
response.choices[0].message.content
//vs
//Function calling:
response.choices[0].message.tool_calls[0].function.arguments

В моем примере ответы в обеих реализациях содержат полностью идентичные JSON-строки, которые возвращаются на UI и отображаются точно также как описано в предыдущем разделе.

В целом тема function calling гораздо более обширна. Тут я ограничился минималистичным примером, достаточным для решения изначально заявленной задачи и для быстрого понимания как это в целом работает.

Assistants Function calling

Вводную статью про "Ассистентов" OpenAI API я публиковал на Хабре несколько месяцев назад. Теперь на примере текущей задачи посмотрим как они работают с JSON-ответами.

Ассистента для моей задачи я создал вручную. Для этого в моем новом Ассистенте вместе со стандартными параметрами (название, модель) добавлены:

Instructions - промпт, сходный с тем что был использован для двух предыдущих вариантов реализации
"Функцию" - json-схему ответа, такую же какая была использована в предыдущем разделе:

Параметр Response format - json_object (он становится доступным для выбора после того как в Ассистент добавлена хотя бы одна "функция"):

В таком виде настройка Response format стала отображаться буквально сегодня. Еще вчера это был переключатель между двумя значениями

А сегодня (в результате уже упомянутого релиза Structured outputs) она превратилась в выпадающий список и добавилась третья опция: json_schema.

Сначала проверяю результаты работы Ассистента в плэйграунде:

На первый взгляд, кажется что запрос отработал нормально, но если приглядеться, то можно увидеть, что после ответа появилось новое поле ввода "Submit output", которого нет, если использовать Ассистент в режиме текстового чата. При этом диалог заблокирован и постоянно отображает подсказку A Run is currently in progress.

Дело в том что после получения и обработки "функционального" запроса тред (а точнее говоря, Run) повисает в статусе status: "requires_action" & required_action.type = submit_tool_outputs. Это, видимо, означает что сформированный JSON должен быть использован в качестве входного параметра для вызова внешней функции, эта функция должна отработать, вернуть результат, который нужно вернуть Ассистенту, что бы он мог выйти из ступора (т.е. из статуса requires_action). Я пока до конца не понял как этим правильно пользоваться (в плейграунде мне отображаются ошибки) и какие тут предполагаются паттерны работы. Если у кого-то есть практический опыт, то прошу делиться в комментариях.

Если оставить в покое плейграунд, то с точки зрения программной реализации на начальных шагах также как и в случае "обычного Ассистента" нужно создать Тред с сообщением (message, который содержит только InputText) и запустить Run. Для этого вместо отдельных операций threads.create, messages.create и runs.createможно использовать метод openai.beta.threads.createAndRun, о существовании которого я раньше не знал (может быть он недавно появился?):

  const run = await openai.beta.threads.createAndRun({
        assistant_id: "asst_mOWx3RKHDMgmmKybwKvIHSGL",
        tool_choice: { type: "function", function: { name: "questions_and_answers" } },
        thread: {
          messages: [{ role: "user", content: body.InputText }],
        },
      });

Дальше ждем завершения Run'а. Ожидаемый статус, как я уже сказал, теперь будет requires_action (а не completedкак хотелось бы). Для перехода на следующий шаг я сделал следующее:

получил идентификатор tool_calls
использовал этот идентификатор (в сочетании с пустым параметром output: "") для вызова метода submitToolOutputs, который переводит Run в "нормальный" статус completed:

  const call_id = await openai.beta.threads.runs.retrieve(run.thread_id, run.id);
  const call_output = await openai.beta.threads.runs.submitToolOutputs(run.thread_id, run.id, 
        {tool_outputs: 
         [
           {tool_call_id: call_id.required_action?.submit_tool_outputs?.tool_calls[0].id, 
           output: ""}
         ]
        }
    );

В таком виде это, скорее, workaround. Но по крайней мере в итоге можно извлечь ответ из Треда штатными средствами (и при необходимости продолжить диалог с Ассистентом, если бы мое приложение было более сложным и предполагало бы несколько итераций "запрос-ответ").

const assistants_response = await openai.beta.threads.messages.list( run.thread_id );
return JSON.parse(assistants_response.data[0].content[0].text.value);

Всю реализацию этого вызова можно найти тут: getqaassistant.ts

В результате возвращается такой же JSON как и в двух предыдущих случаях.

Вместо заключения

В прошлой статье про Ассистентов в голосовании 17 человек указали что они или уже пользуются или знают как практически пользоваться этим инструментом. При этом никто не поделился конкретной информацией. Если вы используете JSON-ответы от AI-API (не обязательно OpenAI) для чего-то действительно полезного, то прошу активнее делиться своими практическими кейсами.

Материалы

Introduction to Structured Outputs - полезные примеры из новой документации (только чат)

Assistants API Overview (Python SDK) - пример Function call в Ассистенте

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09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.10.25 04:41 luciajessy3

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

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

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

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

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

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

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

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

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

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

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

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

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