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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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  • 15.10.25 18:07 crypto

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  • 15.10.25 21:52 harristhomas7376

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 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. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 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. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 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. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 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. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 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

  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

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  • 02.11.25 15:23 michaeldavenport238

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  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 robertalfred175

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

  • 04.11.25 09:30 robertalfred175

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

  • 05.11.25 02:43 jordan_11

    I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

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  • 05.11.25 16:20 robertalfred175

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

  • 05.11.25 16:21 robertalfred175

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

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