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Как создать свой Perplexity: Архитектура AI для глубокого исследования на Next.js и OpenAI

AIFA DEEP RESEARCH
AIFA DEEP RESEARCH

⚠️ Предупреждение для разработчиков

Многие программисты в ближайшие годы потеряют работу из-за ИИ. Но не те, кто научится его создавать.

Ваша задача — не просто научиться пользоваться ChatGPT или Claude. Ваша задача — самому стать создателем таких систем. Стать тем, кто строит Perplexity, а не тем, кто только ими пользуется.

1.Чему научит вас эта статья

Эта статья даст вам полный архитектурный план для создания собственного AI-агента глубокого исследования, аналогичного функции "Deep Research" в Perplexity. Вы изучите:

  • Техническую архитектуру: Как спроектировать рекурсивную систему поиска с использованием Next.js 15, OpenAI и exa.ai

  • Ментальную модель: Почему глубокий поиск — это древовидная структура, а не линейный процесс

  • Практические решения: Как интегрировать внешний веб-поиск с внутренней векторной базой знаний для создания уникального контента

  • Оптимизацию производительности: Как управлять серверными ресурсами и пользовательским опытом при долгих AI-операциях

  • Готовый код: Конкретные примеры реализации на TypeScript с использованием современного стека технологий

К концу статьи у вас будет четкое понимание того, как построить self-hosted SaaS для глубокого исследования, который можно встроить в любой продукт.

1.1. Технологический стек

Для реализации AI-агента глубокого исследования используется современный стек технологий, оптимизированный для production-ready приложений с интенсивным использованием искусственного интеллекта:

1.1.1. Фронтенд и фреймворк

  • React 19 — последняя версия с улучшенной производительностью и новыми возможностями конкурентного рендеринга

  • Next.js 15 — полнофункциональный React-фреймворк с App Router, включая поддержку параллельных и перехватывающих маршрутов

  • TypeScript 5 — строгая типизация для надежности кода и лучшего developer experience

1.1.2. AI и интеграции

  • OpenAI SDK (v4.96.2) — официальный SDK для интеграции с GPT-4 и другими моделями OpenAI

  • AI SDK (v4.1.45) — универсальная библиотека для работы с различными AI-провайдерами

  • Exa.js (v1.4.10) — специализированный AI-ориентированный поисковик для семантического поиска

1.1.3. UI и стилизация

  • Tailwind CSS 4 — utility-first CSS фреймворк для быстрой разработки

  • Radix UI — headless компоненты для создания доступных интерфейсов

  • Lucide React — современная библиотека иконок

  • shadcn/ui — компонентная система на базе Radix UI и Tailwind CSS

1.1.4. Формы и валидация

  • React Hook Form — производительная библиотека для работы с формами

  • Zod — TypeScript-first схема валидации с статической типизацией

  • Hookform Resolvers — интеграция Zod с React Hook Form

1.1.5. Обработка контента

  • React Markdown — рендеринг Markdown контента с поддержкой компонентов

  • date-fns — современная библиотека для работы с датами

Этот стек обеспечивает высокую производительность, type safety и масштабируемость, необходимые для создания сложных AI-приложений уровня production.

2. Введение: Эпоха после ChatGPT

Мы живем в удивительное время. ChatGPT и другие большие языковые модели (LLM) произвели революцию в том, как мы взаимодействуем с информацией. Но если вы серьезно работали с этими инструментами, то наверняка столкнулись с фундаментальным ограничением: модели знают мир только до определенной даты обучения и часто галлюцинируют, выдавая правдоподобную, но ложную информацию.

2.1. Проблема: "Костыльный" веб-поиск в современных LLM

Разработчики ChatGPT, Claude и других моделей попытались решить эту проблему, добавив встроенный веб-поиск. Но если вы внимательно проанализируете, как это работает, то увидите серьезные недостатки:

  • Поверхностность поиска: Система делает один-два запроса в поисковик, получает первые несколько результатов и на этом останавливается. Это не исследование — это быстрый поиск справочной информации.

  • Отсутствие глубины: Нет рекурсивного углубления в тему. Если первый поиск не дал исчерпывающих результатов, система не задает уточняющие вопросы и не ищет альтернативные источники.

  • Низкое качество источников: Обычные поисковики возвращают HTML-страницы, наполненные рекламой, навигационными элементами и нерелевантным контентом. LLM приходится "выковыривать" полезную информацию из этого мусора

Отсутствие контекста: Система не может связать найденную информацию с вашими внутренними данными, документами или специфическими знаниями вашей компании.

2.2. Решение-эталон: Perplexity и Deep Research

Компания Perplexity первой показала, как правильно интегрировать поиск с LLM. Их подход кардинально отличается от "костыльных" решений:

  • Специализированные поисковики: Вместо обычного Google API они используют AI-ориентированные поисковые системы, которые возвращают чистый, структурированный контент.

  • Итеративный процесс: Система не останавливается на первых результатах. Она анализирует найденное, формирует новые вопросы и продолжает поиск до получения исчерпывающей картины.

  • Функция "Deep Research": Это автономный AI-агент, который может работать минутами, рекурсивно углубляясь в тему и собирая информацию из десятков источников.

Именно такую систему мы будем строить в этой статье.

2.3. Почему это важно для разработчиков?

В эпоху AI каждый продукт стремится стать "умнее". Но простое подключение ChatGPT API — это лишь первый шаг. Настоящая ценность появляется, когда ваш AI может:

  • Исследовать актуальную информацию из интернета в реальном времени

  • Комбинировать публичные данные с вашими внутренними знаниями

  • Генерировать уникальный контент, который невозможно получить из стандартных LLM

  • Адаптироваться к специфике вашего бизнеса и отрасли

2.4. Цель этой статьи

Моя задача — дать вам не просто набор кода, который можно скопировать и вставить. Я хочу передать ментальную модель и архитектурные принципы, которые позволят вам:

  1. Понять философию глубокого AI-исследования

  2. Спроектировать архитектуру для вашего конкретного случая

  3. Реализовать систему с использованием современного стека (Next.js 15, OpenAI, exa.ai)

  4. Интегрировать решение в любой существующий продукт

  5. Масштабировать и оптимизировать систему под ваши потребности

К концу статьи у вас будет полный архитектурный план и готовые примеры кода для создания собственного "Perplexity" — AI-агента, который может стать конкурентным преимуществом вашего продукта.

Важно: Мы будем изучать не только техническую реализацию, но и бизнес-логику. Почему рекурсивный поиск эффективнее линейного? Как правильно комбинировать внешние и внутренние источники? Какие UX-паттерны использовать для долгих AI-операций? Эти вопросы не менее важны, чем код.

Готовы погрузиться в архитектуру будущего? Начнем с понимания того, почему LLM нужен "поводырь" для навигации по интернету.

Для тех кто и так все понимает, здесь я предлагаю ссылку на открытый исходный код этого решения. Лично мне не очень приятны те статьи, которые предлагают много букв и мало смысла. Переходите копируйте репозиторий поднимайте его в режиме разработки. Имейте в виду что в продакшн вы будете ограничены– тайм-ауты 403 бесплатного хостинг тарифа Vercel, в то время как на local host вы сможете в полном мере насладиться экспериментами и изучить логи. https://github.com/aifa-agi/aifa-deep-researcer-starter

3. Почему LLM нужен "поводырь"? Роль внешних поисковых систем

Большие языковые модели не могут самостоятельно получать актуальную информацию из интернета. Это фундаментальное ограничение, которое требует архитектурного решения — интеграции со специализированными поисковыми системами.

3.1. Ограничения традиционных поисковиков для AI

Обычные поисковики (Google, Bing) создавались для людей, а не для машин. Они возвращают HTML-страницы, наполненные:

  • Рекламными блоками и навигационными элементами

  • Нерелевантным контентом (комментарии, сайдбары, футеры)

  • Неструктурированными данными, требующими сложного парсинга

<code>
// Проблема традиционного подхода

const htmlResponse = await fetch('https://api.bing.com/search?q=query');

const messyHtml = await htmlResponse.text();

// Получаем HTML с рекламой, скриптами и мусором
<code/>

3.2. Поиск по ключевым словам vs. семантический поиск

Традиционные системы ищут точные совпадения слов, игнорируя контекст и смысл запроса. Запрос "оптимизация Next.js для e-commerce" может не найти отличную статью о "повышении производительности React-приложений в интернет-магазинах", хотя семантически это одна тема.

3.3. AI-ориентированные поисковики: решение проблемы

Специализированные системы (Exa.ai, Metaphor, Tavily) решают ключевые проблемы:

  • Семантическое понимание запросов

  • Используют векторные представления для поиска по смыслу, а не по словам.

  • Чистые структурированные данные

  • Возвращают предобработанный контент без HTML-мусора.

  • Контекстное понимание

  • Учитывают предыдущие запросы и общий контекст исследования.

<code>
// AI-ориентированный подход

const cleanResults = await exa.search({

query: "Detailed analysis of Next.js performance optimization for high-traffic e-commerce platforms",

type: "neural",

contents: { text: true, summary: true }

});

// Получаем чистый, релевантный контент

<code/>

3.4. Критическая важность для глубокого поиска

Качество входных данных определяет качество финального отчета. AI-поисковики обеспечивают:

  • Надежность данных: Структурированный контент без необходимости парсинга HTML

  • Масштабируемость: Стабильные API для автоматизированного использования

  • Экономическую эффективность: Снижение вычислительных затрат на обработку данных

<code>
// Гибридный поиск: внешние + внутренние источники

const [webResults, vectorResults] = await Promise.all([

exa.search(query),

vectorStore.similaritySearch(query)

]);

const combinedContext = [...webResults, ...vectorResults];

<code/>

AI-ориентированные поисковики — это не техническая деталь, а архитектурная основа для создания качественного AI-агента исследования. Без правильного "поводыря" даже самый совершенный LLM не сможет создать глубокий, точный анализ актуальной информации.

4. Мыслим как дерево. Архитектура рекурсивного поиска

Человеческий мозг естественным образом структурирует сложную информацию в виде иерархических связей. Когда исследователь изучает новую тему, он не движется по прямой линии — он развивает древовидную сеть знаний, где каждое новое открытие порождает дополнительные вопросы и направления исследования. Именно эту ментальную модель мы должны воплотить в архитектуре AI-агента глубокого поиска.

4.1. Фундаментальная разница подходов

Традиционные поисковые системы и встроенный веб-поиск в LLM работают линейно: получили запрос → сделали поиск → вернули результаты → сформировали ответ. Этот подход имеет критические ограничения для глубокого исследования.

Проблемы линейного подхода:

  • Поверхностность: система останавливается на первых найденных фактах

  • Отсутствие контекста: каждый поисковый запрос изолирован от предыдущих

  • Пропуск взаимосвязей: система не видит связи между разными аспектами темы

  • Случайность результатов: качество зависит от удачности первоначального запроса

Древовидный подход решает эти проблемы, моделируя естественный процесс человеческого исследования. Каждый найденный источник может породить новые вопросы, которые становятся отдельными ветками исследования.

4.2. Анатомия дерева поиска

Рассмотрим структуру дерева глубокого поиска на конкретном примере:

<code>
Сравнение Next.js vs WordPress для AI-проектов/

├── Производительность/
│ ├── Источник 1
│ ├── Источник 2
│ └── Влияние AI-библиотек на производительность Next.js/
│ └── Источник 7
├── Затраты разработки/
│ ├── Источник 3
│ └── Источник 4
└── SEO и индексация/
├── Источник 5
└── Источник 6
<code/>

  • Первый уровень веток — это основные аспекты темы, которые генерирует LLM на основе анализа исходного запроса. Для нашего примера это производительность, затраты и SEO. Эти подтемы формируются не случайно — LLM анализирует семантическое пространство запроса и выделяет ключевые направления исследования.

  • Листья дерева — это конкретные источники (статьи, документы, исследования), найденные по каждому подзапросу. Каждый лист содержит фактическую информацию, которая войдет в финальный отчет.

  • Рекурсивные ветки — это самая мощная особенность архитектуры. Когда система анализирует найденные источники, она может обнаружить новые аспекты темы, которые требуют дополнительного исследования. Эти аспекты становятся новыми подзапросами, порождающими собственные ветки.

4.3. Практические преимущества древовидной архитектуры

  • Полнота исследования: Дерево обеспечивает системное покрытие темы. Вместо случайного набора фактов система строит логически связанную карту знаний, где каждый элемент имеет свое место в общей структуре.

  • Адаптивная глубина: Система автоматически определяет, какие направления требуют более глубокого исследования. Если по одной ветке найдено много релевантных источников, система может углубиться дальше. Если направление оказывается малоинформативным, поиск прекращается.

  • Контекстная связность: Каждый новый поисковый запрос формируется с учетом уже найденной информации. Это позволяет задавать более точные и специфические вопросы, чем при изолированных поисках.

Качественная оценка: На каждом уровне дерева система может оценивать релевантность и качество найденных источников, отфильтровывая шум и концентрируясь на наиболее ценной информации.

4.4. Управление параметрами дерева

Глубина поиска (depth) определяет, насколько много уровней рекурсии может выполнить система. Глубина 1 означает только основные подзапросы без дальнейшего углубления. Глубина 3-4 позволяет проводить действительно детальное исследование.

Ширина поиска (width) контролирует количество подзапросов на каждом уровне. Слишком большая ширина может привести к поверхностному исследованию множества направлений. Оптимальная ширина обычно составляет 3-5 основных направлений на каждом уровне.

Фактор ветвления — это среднее количество дочерних узлов для каждого узла дерева. В контексте информационного поиска это соответствует количеству новых подзапросов, генерируемых на основе каждого найденного источника.

4.5. Оптимизация и предотвращение проблем

  • Предотвращение циклов: Система должна отслеживать уже исследованные направления, чтобы избежать бесконечных циклов в рекурсии.

  • Динамическая приоритизация: Более перспективные ветки должны исследоваться с большей глубиной, в то время как малоинформативные направления можно прекращать раньше.

  • Параллельное исследование: Разные ветки дерева могут исследоваться параллельно, что значительно ускоряет процесс при наличии достаточных вычислительных ресурсов.

  • Память и кэширование: Результаты поиска должны кэшироваться, чтобы избежать повторных запросов к внешним API при пересечении тем.

  • Время выполнения запроса и тайм-аут сервера: это ещё одна проблема, которая часто проявляет себя при реализации глубоких исследований, особенно если глубина больше двух уровней. Можно сказать, что увеличение уровня это возведение в степень сложности исследования. Так например исследования с четырьмя уровня глубины может достигать 12 часов.

Древовидная архитектура превращает хаотичный процесс поиска информации в систематическое исследование, где каждый элемент имеет свое место в общей структуре знаний. Это позволяет AI-агенту работать как опытный исследователь — не просто собирать факты, а строить целостную картину понимания исследуемой темы.

5. Цикл "Ищи-Оценивай-Углубляйся". Реализация рекурсии

Рекурсивный парсинг интернета — это не просто техническая особенность, а фундаментальная необходимость для создания по-настоящему умного AI-агента. Первая страница результатов любого поискового запроса показывает лишь вершину айсберга информации. Настоящие инсайты лежат глубже, в связанных статьях, цитируемых источниках и специализированных исследованиях.

5.1. Архитектура данных для глубокого исследования

В реальной реализации система оперирует структурированными типами данных, которые накапливают знания на каждом уровне рекурсии:

<code>
type Learning = {

learning: string;

followUpQuestions: string[];

};

type SearchResult = {

title: string;

url: string;

content: string;

publishedDate: string;

};

type Research = {

query: string | undefined;

queries: string[];

searchResults: SearchResult[];

knowledgeBaseResults: string[]; // Ответы из векторной базы

learnings: Learning[];

completedQueries: string[];

};
<code/>

Эта структура данных аккумулирует знания на каждом уровне рекурсии, создавая единый контекст для всего исследования.

5.2. Этап 1: "Ищи" — Интеллектуальная генерация запросов

Система не полагается на единственный поисковый запрос. Вместо этого она генерирует множество целенаправленных запросов с помощью LLM:

<code>
const generateSearchQueries = async (query: string, breadth: number) => {

const {

object: { queries },

} = await generateObject({

model: mainModel,

prompt: Generate ${breadth} search queries for the following query: ${query},

schema: z.object({

queries: z.array(z.string()).min(1).max(10),

}),

});

return queries;

};
<code/>

Ключевая особенность: Параметр breadth контролирует ширину исследования — количество различных аспектов темы, которые будут исследованы параллельно.

5.3. Этап 2: "Оценивай" — AI-управляемая фильтрация результатов

Не все найденные источники одинаково ценны. Система использует AI-агента с инструментами для интеллектуальной оценки каждого результата:

<code>
const searchAndProcess = async (/* параметры */) => {

const pendingSearchResults: SearchResult[] = [];

const finalSearchResults: SearchResult[] = [];

await generateText({

model: mainModel,

prompt: Search the web for information about ${query}, For each item, where possible, collect detailed examples of use cases (news stories) with a detailed description.,

system: "You are a researcher. For each query, search the web and then evaluate if the results are relevant",

maxSteps: 10,

tools: {

searchWeb: tool({

description: "Search the web for information about a given query",

parameters: z.object({ query: z.string().min(1) }),

async execute({ query }) {

const results = await searchWeb(query, breadth, /* другие параметры */);

pendingSearchResults.push(...results);

return results;

},

}),

evaluate: tool({

description: "Evaluate the search results",

parameters: z.object({}),

async execute() {

const pendingResult = pendingSearchResults.pop();

if (!pendingResult) return "No search results available for evaluation.";

const { object: evaluation } = await generateObject({

model: mainModel,

prompt: Evaluate whether the search results are relevant and will help answer the following query: ${query}. If the page already exists in the existing results, mark it as irrelevant.,

output: "enum",

enum: ["relevant", "irrelevant"],

});

if (evaluation === "relevant") {

finalSearchResults.push(pendingResult);

}

return evaluation === "irrelevant"

? "Search results are irrelevant. Please search again with a more specific query."

: "Search results are relevant. End research for this query.";

},

}),

},

});

return finalSearchResults;

};
<code/>

Инновационный подход: Система использует AI-агента с инструментами, который может многократно искать и оценивать результаты до тех пор, пока не найдет достаточно релевантной информации.

5.4. Интеграция с векторной базой знаний

Реальная мощь системы проявляется в синергии внешнего и внутреннего поиска. Для каждого запроса система одновременно ищет в интернете и в собственной векторной базе знаний:

<code>
async function getKnowledgeItem(query: string, vectorStoreId: string) {

const client = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });

const response = await client.responses.create({

model: "gpt-4o-mini",

tools: [

{

type: "file_search",

vector_store_ids: [vectorStoreId],

max_num_results: 5,

},

],

input: [

{

role: "developer",

content: Search the vector store for information. Output format language: ${process.env.NEXT_PUBLIC_APP_HTTP_LANG || "en"},

},

{

role: "user",

content: query,

},

],

});

return response.output_text;

}
<code/>

5.5. Практическое применение


В основном цикле исследования система параллельно обращается к обоим источникам
<code>
for (const query of queries) {

const searchResults = await searchAndProcess(/* веб-поиск */);

accumulatedResearch.searchResults.push(...searchResults);

if (vectorStoreId && vectorStoreId !== "") {

const kbResult = await getKnowledgeItem(query, vectorStoreId);

accumulatedResearch.knowledgeBaseResults.push(kbResult);

}

}
<code/>

5.6. Этап 3: "Углубляйся" — Генерация уточняющих вопросов

Самая мощная особенность системы — способность генерировать новые исследовательские направления на основе уже найденной информации:
<code>

const generateLearnings = async (query: string, searchResult: SearchResult) => {

const { object } = await generateObject({

model: mainModel,

prompt: `The user is researching "${query}". The following search result were deemed relevant.

Generate a learning and a follow-up question from the following search result:

<search_result>

${JSON.stringify(searchResult)}

</search_result>`,

schema: z.object({

learning: z.string(),

followUpQuestions: z.array(z.string()),

}),

});

return object;

};
<code/>

5.7. Рекурсивное углубление

Каждый найденный источник анализируется для извлечения новых вопросов, которые становятся основой для следующего уровня поиска:
<code>
for (const searchResult of searchResults) {

const learnings = await generateLearnings(query, searchResult);

accumulatedResearch.learnings.push(learnings);

accumulatedResearch.completedQueries.push(query);

const newQuery = `Overall research goal: ${prompt}

Previous search queries: ${accumulatedResearch.completedQueries.join(", ")}

Follow-up questions: ${learnings.followUpQuestions.join(", ")}`;

await deepResearch(

/* параметры поиска */,

newQuery,

depth - 1,

Math.ceil(breadth / 2), // Уменьшаем ширину на каждом уровне

vectorOfThought,

accumulatedResearch,

vectorStoreId

);

}
<code/>

5.8. Управление глубиной и сложностью

Реальная реализация показывает, как управлять экспоненциальным ростом сложности:

<code>
const deepResearch = async (

/* множество параметров фильтрации */,

prompt: string,

depth: number = 2,

breadth: number = 5,

vectorOfThought: string[] = [],

accumulatedResearch: Research = {

query: undefined,

queries: [],

searchResults: [],

knowledgeBaseResults: [],

learnings: [],

completedQueries: [],

},

vectorStoreId: string

): Promise<Research> => {

if (depth === 0) {

return accumulatedResearch; // Базовый случай рекурсии

}

// Адаптивное формирование запроса на основе "вектора мысли"

let updatedPrompt = "";

if (vectorOfThought.length === 0) {

updatedPrompt = prompt;

} else {

const vectorOfThoughItem = vectorOfThought[vectorOfThought.length - depth];

updatedPrompt = ${prompt},focus on these important branches of thought: ${vectorOfThoughItem};

}
<code/>

5.9. Ключевые оптимизации:

  • Уменьшение ширины: Math.ceil(breadth / 2) на каждом уровне предотвращает экспоненциальный рост

  • Вектор мысли: vectorOfThought позволяет направлять исследование в конкретные области

  • Аккумуляция контекста: Все результаты сохраняются в единой структуре данных

5.10. Практическая польза гибридного подхода

  • Создание уникального контента: Комбинирование публичных данных с внутренними знаниями позволяет создавать отчеты, которые никто другой не сможет повторить. Ваши конкуренты могут получить доступ к тем же публичным источникам, но не к вашим внутренним кейсам, статистике и экспертизе.

  • Обогащение контекста: Внешние данные дают актуальность и широту, внутренние — глубину и специфичность. Система может найти в интернете общие тренды отрасли, а затем дополнить их вашими собственными данными о том, как эти тренды влияют на ваш бизнес.

  • Поддержание актуальности: Даже если информация в вебе устарела или неточна, ваша внутренняя база знаний может предоставить более свежие и проверенные данные.

6. От хаоса к порядку: Генерация экспертного отчета

После завершения всех уровней рекурсивного поиска система накапливает огромное количество разрозненной информации: результаты веб-поиска, данные из векторной базы, сгенерированные learnings и follow-up вопросы. Финальный этап — превращение этого хаоса в структурированный экспертный отчет.

6.1. Аккумуляция контекста

Все собранные данные объединяются в единую структуру Research, которая служит полным контекстом для финального синтеза:

<code>
type Research = {

query: string | undefined; // Исходный запрос

queries: string[]; // Все сгенерированные поисковые запросы

searchResults: SearchResult[]; // Результаты веб-поиска

knowledgeBaseResults: string[]; // Ответы из векторной базы

learnings: Learning[]; // Извлеченные инсайты

completedQueries: string[]; // История выполненных запросов

};
<code/>

6.2. Мастер-промпт для синтеза

Качество финального отчета напрямую зависит от детализации промпта для генерации. Система использует самую мощную модель OpenAI для синтеза:
<code>
const generateReport = async (

research: Research,

vectorOfThought: string[],

systemPrompt: string

) => {

const { text } = await generateText({

model: openai("o3-mini"), // Самая мощная модель для синтеза

system: systemPrompt,

prompt:

"Use the following structured research data to generate a detailed expert report:\n\n" +

JSON.stringify(research, null, 2),

});

return text;

};
<code/>

6.3. Структурированный вывод

Система не просто создает текстовое резюме — она генерирует структурированный документ с заголовками, таблицами, списками pro/contra, как показано в сохранении результата:

<code>
console.log("Исследование завершено!");

console.log("Генерирую отчёт...");

const report = await generateReport(research, vectorOfThought, systemPrompt);

console.log("Отчёт сгенерирован! report.md");

fs.writeFileSync("report.md", report); // Сохранение в Markdown

<code/>

6.4. Контроль качества через системные промпты

systemPrompt позволяет настраивать стиль и структуру отчета под конкретные потребности:

  • Академический стиль для исследований

  • Бизнес-формат для корпоративных отчетов

  • Техническая документация для разработчиков

  • Аналитические обзоры для инвесторов

Ключевой принцип: Качество отчета напрямую зависит от качества собранного контекста и детализации финального промпта. Система превращает часы человеческой работы в минуты автоматизированного анализа.

7. Заключение

Создание AI-агента глубокого исследования — это не просто техническая задача, а архитектурное решение, которое может стать конкурентным преимуществом любого продукта. Мы рассмотрели полный цикл от концепции до реализации, показав, как превратить хаотичный процесс поиска информации в систематическое исследование уровня эксперта.

7.1. Ключевые принципы архитектуры

  • Мыслите деревьями, а не линиями: Глубокий поиск — это исследование древовидной структуры информации, где каждое открытие порождает новые вопросы и направления.

  • Используйте AI-ориентированные инструменты: Специализированные поисковики вроде exa.ai — не опция, а необходимость для качественного исследования. Они возвращают чистые данные вместо HTML-мусора.

  • Применяйте рекурсию для глубины: Первая страница результатов — лишь вершина айсберга. Настоящие инсайты лежат в рекурсивном углублении через цикл "Ищи-Оценивай-Углубляйся".

  • Комбинируйте внешние и внутренние источники: Синергия публичных данных интернета и приватных знаний организации создает уникальный контент, который невозможно получить другими способами.

Используйте LLM как для анализа, так и для синтеза: AI-агенты с инструментами могут не только искать информацию, но и оценивать ее релевантность, генерировать новые вопросы и создавать структурированные отчеты.

7.2. Практические результаты

Реализация на основе Next.js 15, OpenAI и exa.ai показывает, что такую систему можно создать и запустить в production. Код из https://github.com/aifa-agi/aifa-deep-researcer-starter демонстрирует все ключевые компоненты:

  • Рекурсивную архитектуру с управлением глубиной и шириной

  • Интеграцию веб-поиска с векторной базой знаний

  • AI-агентов с инструментами для оценки результатов

  • Генерацию экспертных отчетов с сохранением в файлы

7.3. Вызовы и ограничения

  • Тайм-ауты серверов: Исследования с глубиной больше 2 уровней могут занимать часы, что требует специальных решений для production-среды.

  • Экспоненциальный рост сложности: Каждый уровень глубины увеличивает количество запросов в геометрической прогрессии, что требует тщательного управления ресурсами.

  • Качество источников: Даже AI-поисковики могут возвращать неточную информацию, что требует дополнительной валидации и проверки фактов.

7.4. Призыв к действию

Теперь у вас есть полный архитектурный план и реальные примеры кода. Вы можете:

  1. Начать с минимальной реализации: Используйте базовую версию из статьи для прототипирования

  2. Изучить готовое решение: Склонируйте https://github.com/aifa-agi/aifa-deep-researcer-starter и экспериментируйте локально

  3. Адаптировать под свои потребности: Интегрируйте принципы в существ

8. Домашнее задание: Как улучшить UX во время долгого ожидания ответа от AI-агента?

Мы рассмотрели техническую архитектуру AI-агента глубокого исследования, но остается критически важная проблема пользовательского опыта: что делать, когда система работает несколько минут, а пользователь смотрит на пустой экран? Как показывает реальная реализация из aifa-deep-researcer-starter, исследования с глубиной больше 2 уровней могут занимать часы, а пользователь в это время видит только статичный loading-экран.

8.1. Проблема: Тишина сервера убивает доверие

В отличие от обычных веб-приложений, где операции занимают секунды, AI-агент глубокого исследования может молчать минутами. Пользователь не получает никакой обратной связи от сервера до самого конца процесса. Это создает несколько психологических проблем:

  • Тревожность ожидания: Пользователь не знает, работает ли система или зависла

  • Потеря контроля: Нет возможности понять, сколько еще ждать

  • Снижение доверия: Кажется, что приложение сломалось или "съело" запрос

  • Высокий bounce rate: Пользователи закрывают вкладку, не дождавшись результата

Perplexity, Claude и другие современные AI-продукты решают эту проблему с помощью интерактивных анимаций, прогресс-индикаторов и динамических подсказок. Но как реализовать подобное, если ваш сервер не отправляет промежуточных данных?

8.2. Вызов для программиста

Представьте техническое ограничение: ваш API-роут в Next.js выполняет долгую операцию (глубокое исследование) и не может отправлять промежуточные данные до завершения. Фронтенд получает ответ только в самом конце. Классические решения вроде Server-Sent Events или WebSocket могут быть недоступны из-за ограничений хостинга или архитектуры.

Как в таких условиях создать engaging UX, который будет удерживать пользователя и снижать тревожность ожидания?

8.3. Вопросы для размышления и обсуждения

8.3.1. UX-паттерны и визуализация:

  • Какие UX-паттерны вы бы применили для визуализации процесса глубокого поиска, если сервер "молчит"?

  • Как можно имитировать "живой" прогресс, даже если реального статуса от сервера нет?

  • Стоит ли использовать фейковые прогресс-бары или это нарушает доверие пользователей?

  • Какие анимации и микроинтеракции помогут создать ощущение "живой" системы?

8.3.2. Информирование пользователя:

  • Как объяснить пользователю, почему ожидание может быть долгим? Какие тексты/иллюстрации использовать?

  • Стоит ли показывать примерное время ожидания, если оно может сильно варьироваться (от 2 до 60 минут)?

  • Как визуализировать этапы процесса ("Генерируем поисковые запросы...", "Анализируем источники...", "Формируем экспертный отчет...")?

  • Какие метафоры помогут пользователю понять ценность ожидания?

8.3.3. Техническая реализация:

  • Какие подходы к optimistic UI можно применить в условиях отсутствия обратной связи от сервера?

  • Как реализовать "разговорный" интерфейс, который поддерживает пользователя во время ожидания?

  • Можно ли использовать локальные вычисления (Web Workers, WASM) для имитации прогресса?

  • Как организовать graceful degradation, если пользователь закроет вкладку во время исследования?

8.3.4. Изучение best practices:

  • Какие решения реализованы в Perplexity Deep Research, Bing Copilot, Google Search Generative Experience?

  • Что можно взять из UX игровых загрузочных экранов, которые удерживают внимание минутами?

  • Как Netflix, YouTube и другие платформы решают проблему долгих загрузок контента?

8.3.5. Визуализация процесса:

  • Какой подход вы бы предложили для отображения древовидной структуры поиска в реальном времени?

  • Как показать пользователю "карту исследования" с уже изученными и планируемыми направлениями?

  • Стоит ли создавать timeline исследования с отметками о найденных источниках?

8.3.6. Accessibility и инклюзивность:

  • Как обеспечить accessibility для пользователей с ограниченными возможностями?

  • Какие решения нужны для мультиязычности loading-экранов?

  • Как учесть пользователей с медленным интернетом или старыми устройствами?

8.3.7.Психология ожидания:

  • Какие когнитивные искажения влияют на восприятие времени ожидания?

  • Как использовать принципы геймификации для превращения ожидания в engaging experience?

  • Стоит ли давать пользователю возможность прервать процесс и получить частичные результаты?

8.4. Поделитесь своими идеями в комментариях:

Как вы решали проблему долгих ожиданий в своих проектах? Какие UX-паттерны показали лучшие результаты? Есть ли у вас опыт работы с AI-операциями, которые занимают минуты или часы?

Особенно интересны:

  • Конкретные примеры кода для создания engaging loading-экранов

  • Результаты A/B тестов различных подходов к UX ожидания

  • Инновационные решения, которые превращают ожидание в ценность для пользователя

  • Опыт интеграции с реальными AI-системами в production

Помните: в эпоху мгновенных ответов ChatGPT, качественное ожидание может стать конкурентным преимуществом. Пользователи готовы ждать, если понимают ценность процесса и чувствуют, что система работает для них.

9. Об авторе и проекте AIFA

Автор статьи Роман Большиянов в серии последних публикаций детально описывает инструменты и архитектурные решения, которые он реализует в своем амбициозном open-source проекте AIFA (AI-агенты в эволюционирующей и самореплицирующейся архитектуре).

В текущей реализации AIFA уже представляет собой потрясающий стартовый шаблон для создания AI-первых приложений с уникальным пользовательским интерфейсом, где искусственный интеллект становится основным способом взаимодействия, а традиционный веб-интерфейс — вспомогательной визуализацией.

Однако это только начало. Долгосрочная цель проекта — эволюция в полноценную AGI-систему, где AI-агенты будут обладать способностями к:

  • Самостоятельной эволюции и улучшению своих алгоритмов

  • Саморепликации и созданию новых специализированных агентов

  • Конкуренции и кооперации в распределенной среде

  • Автономной работе в веб-пространстве и блокчейн-сетях

Глубокий поиск, рассмотренный в этой статье, — лишь один из базовых навыков будущих AGI-агентов, которые смогут не только исследовать информацию, но и принимать решения, создавать продукты и взаимодействовать с реальным миром.

Если вам интересно наблюдать за развитием проекта и экспериментировать с передовыми AI-технологиями, не стесняйтесь форкнуть репозиторий AIFA и погрузиться в исследование архитектуры будущего. Каждый коммит приближает нас к созданию по-настоящему автономного искусственного интеллекта.

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  • 30.03.25 06:22 grace111

    I recommend Marie ([email protected] and WhatsApp: +1 7127594675) for recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment sites because they are very knowledgeable in the industry and will reimburse all of your money. I can say with confidence that she was the only one who was able to credit my account with $52,760 of the money that had gone missing, based on my prior transactions with them. She was the only one who could. Since they are the only ones that can fully return your missing funds to your account without any deductions, I sincerely appreciate their job and am recommending her to you today.

  • 31.03.25 11:00 maryjul75

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  • 02.04.25 23:16 frederickhandy

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  • 02.04.25 23:18 frederickhandy

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  • 03.04.25 07:57 messijohn

    "XRP Stolen by Fake Trading Platform? Here’s How I Got Mine Back; I was scammed by a fake trading platform and lost my XRP, but thankfully, Sylvester Bryant helped me recover it. His expertise in asset recovery is unmatched, and I highly recommend him if you’ve been a victim of an online scam. You can reach out to Sylvester for professional assistance via: 📧 Email: Yt7cracker@gmail. com 📞 WhatsApp/Text: +1 (512) 577-7957 He’s trustworthy, skilled, and has helped many people recover their stolen crypto from various scams. Don’t hesitate to contact him if you need help!"

  • 03.04.25 10:58 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

  • 03.04.25 10:58 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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.04.25 09:49 mkihn634

    When my $870,000 Bitcoin investment was trapped in the crumbling ruins of an offshore exchange, I felt as if my financial future had been buried at sea. It was meant to be my safety net, a shield against life’s uncertainties, but now it seemed like nothing more than a digital ghost. Each news update about the exchange's insolvency hit me like a tidal wave, dragging my hope under. It was a sleepless night, scanning through horror stories in forums as other people were losing everything. I could see my dreams flying out the window. That is until a former client, who had weathered a similar storm, said GRAYWARE TECH SERVICES in a hushed but confident tone. "They are the best there is," he said. "They were like detectives and lawyers.". Desperation drove me to call them, and in the initial discussion, I knew I was dealing with experts who had experienced everything. Their legal experts were well-versed with international financial rules like the back of their hands. They deciphered the network of shell corporations and offshore locations quicker than I could update my email. Their technical team, no less relentless, followed the transaction trails with precision akin to a surgeon. What impressed me most was their thoroughness. Every update came with legal documentation so polished it looked fit for a courtroom. They liaised with authorities across borders, cutting through red tape with the precision of a seasoned diplomat. When obstacles arose, and they did, the team adapted without breaking stride. Their persistence became my anchor. Exactly 27 days after my initial call, I received an email that made my heart skip. My Bitcoin had been recovered and safely transferred to my new secure wallet. I stared at the screen, tears mixing with disbelief and relief. GRAYWARE TECH SERVICES not only retrieved my money but also restored my faith in getting finances. They guided me through the entire process of protecting my assets in this unstable world known as the online space. I now sleep soundly knowing that an impenetrable system shields my backside, thanks to their assistance. Their legal acumen is as sharp as their technological prowess. I owe my financial future to their tireless work. They truly are the guardians of the digital age. You can reach them on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected]) whatsapp (+18582759508)

  • 06.04.25 02:29 famousmullica

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  • 06.04.25 11:30 maryjul75

    As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.

  • 07.04.25 11:16 Lindaporche5

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  • 07.04.25 11:16 Lindaporche5

    They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine  days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0  Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M  OR   SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G

  • 07.04.25 18:09 rashmiramesh

    I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.

  • 07.04.25 18:32 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: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 18:32 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: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 21:03 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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08.04.25 03:00 natashaohnson

    Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable

  • 10.04.25 23:26 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.04.25 23:27 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 00:48 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 03:20 edwardoelliott6

    PROFESSIONAL MONEY RECOVERY AGENCY → FOLKWIN EXPERT RECOVERY. Hi, I’m sharing my ordeal today because I know many of you could be in the same situation, and I want to help you avoid the same mistake I made. A little over a month ago, I came across what seemed like an incredible deal for a movie streaming service. They promised all the latest movies, TV shows, and exclusive content for a very reasonable price. They were offering an annual subscription for just $39,000, which seemed like a great deal at the time when compared to some of the larger streaming services out there. I should’ve known something was off from the start. The website looked pretty legitimate, had professional graphics, and even customer reviews that were mostly positive. But there were no big, recognizable brand names behind it, and the service was claiming to have content from major studios, which raised a red flag I didn't fully process. Still, the deal was tempting, and after doing a quick search online (which, in hindsight, wasn’t thorough enough), I decided to go ahead and sign up. I paid the $39,000 upfront for the annual subscription, thinking that I was getting access to all the movies and shows I’d ever wanted. At first, everything seemed fine. I received an email confirming my subscription and even a receipt. But a few days later, when I went back to the site to browse content, I couldn’t get in. The site was down, and there was no way to contact anyone. I waited a few days, hoping it was just a technical issue. But then, I started doing some more research and realized that others had fallen victim to the same scam. The website had disappeared, and no one could find any trace of the company behind it. I was furious. I had just lost $39,000, and it seemed like there was no way to get it back. That's when I came across Folkwin Expert Recovery. They specialize in helping people recover funds from online scams like this. I was skeptical at first, but after reading reviews and seeing their success stories, I decided to give them a try. The team at Folkwin Expert Recovery was extremely professional. They asked for all the details about my transaction, including the payment method, and got to work right away. Within just a few days, I received updates from them, and eventually, they successfully recovered my $39,000. It felt like a huge weight was lifted off my shoulders. I honestly didn’t think it was possible to get my money back, but thanks to Folkwin Expert Recovery, I did. If you ever find yourself in a similar situation, I highly recommend reaching out to them. FOLKWINEXPERTRECOVERY(at)TECH-CENTER.C OM, TELEGRAM: @FOLKWIN_EXPERT_RECOVERY . They made the process simple and stress-free, and they delivered on their promises. Just remember to always be cautious when dealing with online subscriptions, especially if something feels too good to be true. Stay safe out there! Best Regards, Edward O. Elliott.

  • 11.04.25 08:10 Beatrice Gallagher

    I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.

  • 13.04.25 01:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 13.04.25 01:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 14.04.25 23:44 elizabethrush89

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  • 17.04.25 03:56 tylerkevin

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  • 18.04.25 20:39 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.04.25 20:39 michaeldavenport218

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  • 19.04.25 02:00 [email protected]

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  • 20.04.25 00:45 khouser

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  • 20.04.25 17:22 patricialovick86

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  • 20.04.25 17:22 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.04.25 03:51 gleerandon

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  • 21.04.25 12:19 michaeldavenport218

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  • 24.04.25 17:59 cynthia19morris

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  • 24.04.25 18:04 Marcus Sandford

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  • 24.04.25 18:07 Mark Shelton

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  • 24.04.25 18:14 davidjustin50

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  • 24.04.25 18:17 Mary Perez

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  • 25.04.25 15:44 Sharo2025

    HACKER FOR CRYPTO SCAM RECOVERY SERVICE CONTACT //PASSCODE CYBER RECOVERY

  • 25.04.25 15:46 Sharo2025

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  • 26.04.25 19:01 ashlyncarson

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  • 27.04.25 02:41 elizabethrush89

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  • 27.04.25 02:41 elizabethrush89

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  • 29.04.25 12:10 walterkeith2004

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  • 30.04.25 22:56 thomaslilley99

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  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

    Through Telegram, I've finally had the opportunity to witness genuine professionalism with DuneNectarWebExpert. This experience has renewed my trust in people and strengthened my conviction in the significance of persistence and empathy. As a long-standing physician practicing in Atlanta, Georgia, I've treated numerous patients who have been victimized, their lives irreversibly altered by the damaging consequences of entrusting the wrong person with their private and financial details. One of my patients suggested that I seek help from DuneNectarWebExpert. From the instant I contacted ( Support (@) Dunenectarwebexpert (.) C0M ), I was met with comprehension, as they grasped the emotional distress caused by an online romance scam. Their professionalism, compassion, and commitment to rectifying the injustices suffered by scam victims, including myself and many others, were evident. Their team, comprised of cybersecurity professionals and digital investigation specialists, promptly evaluated the situation and developed a thorough plan to retrieve my lost funds. I would not be writing this epistle if I had not achieved the outcome I anticipated when I engaged DuneNectarWebExpert services. The process was challenging, as these fraudsters actively resisted efforts to recover my scammed crypto funds successfully. At the end of everything, it was all a success, and I am forever grateful to my patient and the team of DUNENECTARWEBEXPERT for their aid in my life and my family's. Please deal with DUNENECTARWEBEXPERT directly via their officials: https:// dunenectarwebexpert . com/ Telegram, DuneNectarWebExpert.

  • 01.05.25 20:59 elizabethrush89

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

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  • 08.05.25 03:35 jwright70

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  • 13.05.25 19:18 canemarcus0

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  • 13.05.25 19:24 graceharrison09

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  • 13.05.25 20:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.05.25 20:21 wendytaylor015

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  • 14.05.25 14:45 Clarkanderson

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  • 14.05.25 14:45 Clarkanderson

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  • 14.05.25 14:45 Clarkanderson

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  • 16.05.25 14:18 patricialovick86

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  • 16.05.25 14:18 patricialovick86

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  • 17.05.25 18:33 marywilliam3544

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  • 19.05.25 05:42 kylebro

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  • 20.05.25 11:40 robertalfred175

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  • 20.05.25 11:40 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.05.25 17:55 Juliuslaurence1

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  • 30.05.25 05:03 kevinpatmore2

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  • 01.06.25 17:55 springthorpecameron5

    After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths

  • 02.06.25 16:01 wendytaylor015

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  • 02.06.25 16:01 wendytaylor015

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  • 03.06.25 22:21 [email protected]

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  • 06.06.25 18:43 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.

  • 08.06.25 12:49 jack67667766

    Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.

  • 09.06.25 19:49 garnierroux

    CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/

  • 21.06.25 04:37 jamesgrant

    The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493

  • 23.06.25 15:44 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.06.25 15:44 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:12 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:18 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:23 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 25.06.25 22:56 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 26.06.25 20:33 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 00:46 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 22:31 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.06.25 07:39 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 29.06.25 11:52 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.06.25 15:06 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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