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Н Новости

Думаете, что знаете все про LLM? Тогда мы идем к вам

406ee72fa103f313ab742f994b9fe44f.png

Почти все сегодня знают про LLM и могут сравнивать модели, спорить о качестве ризонинга, важности контекста и стоимости токенов.

Но в среднестатистической компании обычно все ограничивается генерацией текстов, простым чат-ботом и редкой автоматизацией поддержки разработчиков, так как команды не знают, как подойти к выбору моделей и интеграции без лишних затрат.

Между тем инструменты для этого уже есть, например Evolution Foundation Models. И благодаря широкому пулу моделей помогают сделать продвинутый ИИ доступным для всех, а не только для сценариев разработки.

Эта статья для тех, кто на практике столкнулся с дефицитом рабочих ИИ-решений для неайтишных сценариев: для аналитиков, продактов, тимлидов и технических лидеров, которым нужно грамотно внедрить LLM в рабочие процессы от маркетинга до бэк-офиса.

Какие модели есть в сервисе

В Evolution Foundation Models у нас доступен большой набор моделей — как внутренних (передовые open-source модели, развернутые на мощностях Cloud.ru в ЦОДах на территории РФ), так и от внешних провайдеров. Все они уже готовы к использованию через OpenAI API и Anthropic API. Причем список моделей постоянно растет и обновляется — на момент написания статьи их более 50ти.

Из них можно собрать прикладной рабочий пайплайн: для поиска, суммаризации, анализа документов, RAG, поддержки и внутренних агентов.

У моделей есть несколько ключевых функций, которые напрямую влияют на сценарии внедрения: Structured Output, Reasoning, Function Calling. То есть выбрать можно не только по названию (и не нужно), но и по тому, подойдет ли она для строгого JSON-ответа, многошагового анализа и интеграции с внешними функциями.

Отдельно можно посмотреть и учесть диапазон размера контекстного окна и модальность.

4efdcdf9d0b1659b1c107ea08446cf3e.png

Далее в статье рассмотрю четыре класса моделей и для каждой расскажу про тип задач и пайплайн.

Группа 1. Универсальные LLM для повседневных задач

Универсальные LLM — это рабочий слой для повседневных текстовых задач, где нужна не максимальная сложность рассуждений, а стабильная генерация, суммаризация, классификация и первичная аналитика текста.

Это те модели, с которых чаще всего разумно начинать пилот, особенно если задача относится к массовому потоку коротких или средних по длине запросов.

В таких задачах нам обычно важны: скорость запуска сценария, умеренная стоимость токенов, предсказуемость ответа и возможность быстро проверить гипотезу в песочнице, при необходимости изменяя такие параметры, как Temperature, Maximum tokens, Presence penalty и Top-p threshold.

Оговорюсь в рамках всей статьи: песочница в Evolution Foundation Models подходит прежде всего для самых базовых и быстрых проверок гипотез. Например, чтобы посмотреть, как модель отвечает на короткий текстовый запрос, как меняется результат при другой температуре или как она соблюдает заданный формат ответа.

Для полноценной работы с файлами, изображениями и более сложными пайплайнами она не предназначена — такие сценарии лучше выносить в отдельную интеграцию по API.

У этой группы моделей есть главное преимущество — баланс между качеством, скоростью и универсальностью. Одна и та же модель может закрывать черновые маркетинговые тексты, саммари и постмиты, извлечение простых полей, первичную классификацию запросов и внутренние рабочие заметки.

Какие модели входят в группу

В качестве универсального слоя в Evolution Foundation Models доступны:

  • GigaChat 2 Max — внутренняя модель, контекст 131 072 токена.

  • openai/gpt-5.4 — внешняя модель, Function Calling, Structure Output, Reasoning, Vision, контекст 1 050 000 токена.

  • Qwen 3.6 — внутренняя модель, Function Calling, Structure Output, Reasoning, Vision, контекст 262 144 токена.

Этот список не окончательный, выбрал несколько моделей для примера. Их можно использовать как базовый слой до перехода к более специализированным сценариям.

Какие задачи они закрывают

Маркетинг и продукт

Универсальные модели удобно использовать для генерации черновиков писем, оферов, брифов для агентств, саммари интервью и первичной кластеризации коротких отзывов.

Мини-инструкция для типовой задачи — разметить короткие отзывы по продукту:

  • На вход подать батч из 20–50 отзывов, но не смешивать в одном запросе разные продуктовые линейки, чтобы не размазывать кластеры.

  • В системном промпте разделить три слоя: issue_cluster, sentiment, evidence_quote, чтобы модель не смешивала интерпретацию с цитатой.

  • Для первого прохода держать низкую температуру, чтобы кластеры были более стабильными от батча к батчу.

  • Если нужен формат для последующей аналитики, сразу просить табличный или JSON-ответ, а не текст в свободном формате (этот свободный формат будет каждый раз разный).

Пример системного промпта:

Ты анализируешь отзывы пользователей о продукте.
Для каждого отзыва верни:
— issue_cluster
— sentiment
— evidence_quote
— product_area

Правила:
— Не обобщай несколько отзывов в одну строку.
— evidence_quote должна быть дословной короткой цитатой.
— Если отзыв неясный, ставь issue_cluster="unclear".
57e9a65fb863c04cf34aee8773f19eec.png

Финансы и бэк-офис

Здесь используем модели для резюме переписки, пояснений к документам, первичной разметки входящих писем и сборки служебных записок.

Мини-инструкция для типовой задачи — собрать бриф деловой переписки:

  • На вход подавать не весь почтовый архив, а только одну цепочку писем с темой и последними релевантными ответами.

  • В промпте явно разделить, что модель должна вернуть: key_points, open_questions, requested_actions, deadlines.

  • Если письмо чувствительное, перед отправкой нужно обезличить реквизиты и персональные данные.

  • Для таких задач лучше ограничивать maximum tokens, чтобы бриф не превращался в пересказ каждого письма.

Пример системного промпта:

Ты готовишь служебное summary по цепочке деловой переписки.
Верни ответ в 4 блоках:
1. key_points
2. open_questions
3. requested_actions
4. deadlines

Правила:
— Не добавляй фактов вне переписки.
— Если срок не указан явно, помечай его как not_specified.
— Если действие не назначено, ставь owner=unknown.
e447029b97d4bbce8a235637a2be910f.png7640e4eaa4b1191a64ef73381a59eaab.png

А если нужно учитывать базу знаний компании при работе с такими файлами, то смотрим в сторону RAG поверх LLM.

Поддержка

В саппорте универсальные модели хорошо работают как первый слой классификации: определяют категорию обращения, срочность, дают краткий бриф тикета и маркируют, нужен ли в нем человек, или можно обойтись ИИ. Особенно полезно там, где поток обращений большой, а кейсы типовые и не требуют сложной логики.

Мини-инструкция для типовой задачи — классифицировать входящее обращение:

  • Вход должен состоять из одного обращения и максимум из 1–2 контекстных полей, например канала и темы, иначе модель начнет путать кейсы.

  • Системный промпт должен сразу требовать только JSON и запрещать объяснения вне схемы (свободный формат приведет к нестабильным выводам).

  • Температуру лучше держать близко к нулю, потому что здесь важна воспроизводимость, а не вариативность. Но и это не панацея.

  • После ответа нужен простой валидатор: категория заполнена, приоритет входит в разрешенный список, саммари не длиннее заданного лимита.

Пример промпта:

Ты классифицируешь клиентские обращения.
Верни только JSON.

Схема:
{
  "category": "string",
  "priority": "low|medium|high",
  "summary": "string",
  "needs_human_review": true
}

Правила:
— Не придумывай факты.
— Если данных недостаточно, ставь needs_human_review=true.
— Саммари не длиннее 250 символов.
f56a95aeec92cfc8b7ae01fcab27fbcd.png

А еще покажу пример API-вызова для Evolution Foundation Models через OpenAI-совместимый формат:

from openai import OpenAI

client = OpenAI(base_url="https://foundation-models.api..ru/v1", api_key="<TOKEN>")

response = client.chat.completions.create(
    model="Qwen/Qwen3.6-35B-A3B",
    temperature=0.2,
    max_tokens=300,
    messages=[
        {"role": "system", "content": "Ты классифицируешь обращения и отвечаешь только JSON."},
        {"role": "user", "content": "Клиент пишет: не проходит оплата по карте, срочно нужен счет."}
    ]
)

Группа 2. Reasoning-модели для сложного анализа

a9792e3a9258e8de59ed3bc0c8967e5c.png

Reasoning-модели — это класс для задач, где ответ должен быть не просто правдоподобным, а комплексным и профессиональным. Например, сравнение документов, анализ конкурентов, оценка рисков, выделение причинно-следственных связей и подготовка аргументированных выводов.

Эти модели имеет смысл подключать там, где цена логической ошибки выше цены дополнительного токена.

Для них типичен большой контекст, поддержка Structured Output, Function Calling и более комплексных и длинных ответов, если задача требует объяснения вывода.

Но рассуждающие модели — это не универсальный швейцарский нож для всего подряд. Они дороже, тяжелее по latency и чувствительнее к качеству постановки задачи. Если промпт расплывчатый, а формат не задан, они легко потратят ваши деньги на бесполезные рассуждения. Держим в уме.

Какие модели входят в группу

В Evolution Foundation Models к этой группе можно отнести:

  • zai-org/GLM-5.1 — внутренняя модель с Function Calling, Structured Output и Reasoning, контекст 202 752 токена;

  • MiniMaxAI/MiniMax-M3 — внутренняя модель с Function Calling, Structured Output и Reasoning, контекст 196 608 токенов;

  • Qwen/Qwen3.5-397B-A17B — внутренняя модель с Function Calling, Structured Output, Reasoning и Vision, контекст 262 144 токена;

  • openai/gpt-5 — внешняя модель с Function Calling, Structured Output, Reasoning и Vision, контекст 400 000 токенов;

  • google/gemini-2.5-pro — внешняя модель с Function Calling, Structured Output, Reasoning и Vision, контекст 1 048 576 токенов;

  • anthropic/claude-opus-4.6 — внешняя модель с Function Calling, Structured Output, Reasoning и Vision, контекст 1 000 000 токенов.

Какие задачи они закрывают

Финансы, аудит, комплаенс

Здесь reasoning-модели полезны для сравнения регламентов, анализа договорных рисков, разметки изменений между редакциями документов и подготовки карточек контроля.

Мини-инструкция для типовой задачи — сравнить новую редакцию регламента со старой:

  • На вход подавать обе версии документа и короткое описание бизнес-процесса, которого касается изменение. Иначе модель будет видеть только текстовую дельту, но не прикладной контекст.

  • В системном промпте разделить шаги — сначала changes, затем affected_processes, затем risk_level, затем recommended_actions.

  • Просить модель не просто перечислить различия, а маркировать изменения как редакционные или влияющие на процесс.

  • Для регулярного сценария сразу вводить структурированный вывод, чтобы ответ потом можно было отправлять в карточку контроля.

Пример системного промпта:

Ты анализируешь различия между версиями регламента.

Инструкция:
1. Выдели только фактические изменения.
2. Отметь, какие изменения влияют на процесс, а какие — редакционные.
3. Укажи затронутые подразделения.
4. Оцени риск по шкале low/medium/high.
5. Верни только JSON.

Схема:
{
  "changes": [],
  "process_impact": [],
  "affected_units": [],
  "risk_level": "low|medium|high",
  "recommended_actions": []
}
3e21ad6baf467ff8625873afd3ced6b6.pngОригинал JSON'a
{

  "changes": [

    {

      "section": "3.1",

      "description": "Сокращение времени реакции на критический инцидент с 15 до 10 минут.",

      "type": "process",

      "risk": "high"

    },

    {

      "section": "3.2",

      "description": "Сокращение времени локализации критического инцидента с 1 часа до 45 минут.",

      "type": "process",

      "risk": "high"

    },

    {

      "section": "4.1",

      "description": "Добавление подразделения CSR в состав участников расследования инцидентов.",

      "type": "process",

      "risk": "medium"

    },

    {

      "section": "5.1",

      "description": "Введено обязательное согласование отчета об инциденте с руководителем SOC.",

      "type": "process",

      "risk": "medium"

    },

    {

      "section": "6.1",

      "description": "Сокращение срока уведомления клиента об инциденте с 24 часов до 4 часов.",

      "type": "process",

      "risk": "high"

    },

    {

      "section": "7.1",

      "description": "Добавлен новый тип критического инцидента — массовая фишинговая рассылка от корпоративного домена.",

      "type": "process",

      "risk": "medium"

    },

    {

      "section": "7.1",

      "description": "Уточнение формулировки: 'массовая рассылка фишинговых писем от корпоративного домена' вместо общей формулировки. Редакционное изменение по запросу юристов, не меняет сути.",

      "type": "editorial",

      "risk": "low"

    }

  ],

  "process_impact": [

    "Ужесточение SLA по реакции и локализации критических инцидентов требует пересмотра дежурств SOC и автоматизации эскалации.",

    "Включение CSR в расследование меняет процесс коммуникации с клиентом во время инцидента.",

    "Согласование отчета с руководителем SOC добавляет новый шаг в процесс закрытия инцидента.",

    "Сокращение срока уведомления клиента до 4 часов требует выделения дежурного менеджера или шаблонов экстренной коммуникации."

  ],

  "affected_units": [

    "SOC",

    "ИТ-инфраструктура",

    "Юридический отдел",

    "CSR (подразделение по работе с клиентами)",

    "Служба поддержки / аккаунт-менеджеры"

  ],

  "risk_level": "high",

  "recommended_actions": [

    "Провести расчет нагрузки на SOC с учетом нового SLA 10/45 минут — при необходимости увеличить штат дежурных.",

    "Согласовать с CSR новый регламент их участия в расследованиях и выделить ответственных.",

    "Назначить руководителя SOC утверждающим лицом и формализовать критерии согласования отчетов.",

    "Подготовить шаблоны экстренных уведомлений для клиентов, чтобы укладываться в 4-часовой срок.",

    "Настроить мониторинг корпоративной почты на предмет массовых фишинговых рассылок (новый критический кейс)."

  ]

}

Маркетинг

Этот класс моделей нужен, когда нужно отделить наблюдения от интерпретаций и действий.

Мини-инструкция для типовой задачи — сделать разбор клиентских жалоб с гипотезами:

  • Подавать отзывы батчами по сегментам или продуктовым линиям, чтобы не смешивать разные мотивации клиентов в одном анализе.

  • Просить модель возвращать три отдельных блока: observations, hypotheses, actions.

  • Для повышения устойчивости полезно требовать указывать evidence_quotes — короткие цитаты, на которых основан вывод.

  • Не смешивать в одном запросе анализ отзывов и генерацию маркетинговых рекомендаций: сначала — анализ, а потом — отдельный шаг по гипотезам.

Пример системного промпта:

Ты анализируешь клиентские жалобы.
Разделяй факты, гипотезы и действия.

Верни структуру:
— observations
— evidence_quotes
— hypotheses
— actions

Правила:
— observations должны опираться только на входные отзывы;
— hypotheses не должны выдавать себя за факты;
— actions формулируй как проверяемые шаги.

Здесь батч отзывов мы вставляем прямо в запрос, но если он очень большой и в формате JSON, то нужно использовать не песочницу, а сторонние приложения и API.

d1290ac11035e08a515fc3fcf9c13558.png

Поддержка сложных кейсов

Если обращение тянется через несколько команд, reasoning-модель помогает сделать разбор инцидента и выделить конфликтующие данные.

Мини-инструкция для типовой задачи — разобрать длинный конфликтный кейс:

  • На вход подавать не только последнее сообщение, но и хронологию кейса, комментарии команд и фактические данные по инциденту.

  • В промпте просить модель сначала собрать timeline, потом выделить contradictions, потом предложить next steps.

  • Если часть информации неполная, модель должна отдельно перечислять missing_data, а не скрывать пробелы внутри саммари.

  • Для чувствительных кейсов полезно отключать лишнюю креативность: температуру устанавливаем ближе к нулю, требуем строгого формата ответа.

Пример технического промпта:

Ты разбираешь сложный support-кейс для второй линии поддержки.
Твоя задача — не пересказать переписку, а подготовить аналитическую сводку для передачи дел между командами.

Контекст:
— Во входных данных могут быть письма клиента, комментарии операторов, заметки внутренних команд, логи инцидента и выдержки из базы знаний.
— Источники могут противоречить друг другу.
— Приоритет — факты, подтвержденные несколькими источниками или прямыми системными данными.

Инструкция:
1. Построй timeline только из событий, для которых есть явная временная или причинная опора.
2. Выдели contradictions — расхождения между сообщениями клиента, операторов и системными данными.
3. Отдельно перечисли missing_data — какие данные критически нужны для следующего шага, но отсутствуют.
4. Сформулируй probable_root_causes, но только как гипотезы с указанием confidence: low/medium/high.
5. Сформируй next_steps отдельно для support, engineering и account-команды, если это применимо.
6. Если данных недостаточно для вывода, не скрывай пробелы внутри summary, а явно выноси их в missing_data.
7. Не включай рекомендации, которые не опираются на входные материалы.

Формат ответа:
— timeline
— confirmed_facts
— contradictions
— missing_data
— probable_root_causes
— next_steps_by_team
— handoff_note
8b8056f0d15d73755f92191b49780133.png397b9d523093b57b9e0e1c8c8c4db2d7.png

Группа 3. Модели с длинным контекстом

f2632b1bbb17caf19b9d69fafac13c7b.png

Задача этих моделей — удерживать длинный контекст: большие документы, массивы переписки, сложные базы знаний и многоисточниковые кейсы в одном вызове.

Особенно пригодится там, где грубый чанкинг 100% разрушит смысл, например когда важна связь между приложением к договору, старой перепиской и внутренней политикой.

Важно: большой контекст не решает проблему структуры сам по себе. Если подать в модель длинный, неразмеченный корпус, она все равно может потерять приоритеты, смешать факты и комментарии или запутаться при пересказе. Поэтому длинноконтекстные модели — это почти всегда комплексная подготовка данных на вход.

Какие модели входят в группу

В длинноконтекстную группу входят популярные модели:

  • deepseek-ai/DeepSeek-V4-Pro — контекст 1 000 000 токенов;

  • anthropic/claude-opus-4.6 — контекст 1 000 000 токенов;

  • anthropic/claude-sonnet-4.6 — контекст 1 000 000 токенов;

  • google/gemini-2.5-pro — контекст 1 048 576 токенов;

  • google/gemini-3.1-pro-preview — контекст 1 048 576 токенов;

  • openai/gpt-5.4 — контекст 1 050 000 токенов;

  • openai/gpt-5.4-pro — контекст 1 050 000 токенов;

  • openai/gpt-4.1 — контекст 1 047 576 токенов.

Какие задачи они закрывают

Юридический и финансовый блок

Здесь длинный контекст полезен для анализа пакета документов за один проход: договор, приложения, переписка, внутренняя политика и сопроводительные комментарии.

Мини-инструкция для типовой задачи — проанализировать пакет документов целиком:

  • Размечать вход блоками CONTRACT, APPENDIX, EMAIL_THREAD, INTERNAL_POLICY, чтобы модель видела границы источников.

  • В начале запроса просить модель построить карту источников и указать, какие из них критичны для вывода.

  • Запросить схему: facts и conflicts, risks и actions.

  • Если пакет очень большой, рассмотреть двухшаговый пайплайн — сначала отбор релевантных фрагментов, затем финальный анализ.

Пример системного промпта:

Ты анализируешь пакет взаимосвязанных документов в юридическо-финансовом контуре.
Твоя задача — не пересказать материалы, а подготовить структурированный разбор для специалиста, который принимает решение по рискам и обязательствам.

Контекст:
— Во входных данных могут быть договор, приложения, переписка, внутренняя политика и служебные комментарии.
— Источники могут содержать конфликтующие формулировки и устаревшие версии условий.
— Более высокий приоритет имеют договорные условия и явно датированные документы.

Инструкция:
1. Сначала построй index_of_sources: перечисли документы, их роль и относительный приоритет для анализа.
2. Затем выдели obligation_map: обязательства, сроки, ограничения и условия, которые прямо следуют из текста.
3. Отдельно собери contradictions: конфликты между документами, приложениями и перепиской.
4. Отдельно укажи missing_clauses_or_data: что нужно запросить дополнительно, чтобы принять решение без допущений.
5. После этого сформируй risk_assessment, разделяй contractual_risks, operational_risks и interpretation_risks.
6. Заверши ответ блоком recommended_actions, где каждое действие должно быть привязано к конкретному риску или конфликту.
7. Не объединяй выводы из разных источников без указания source_reference.
8. Если источник слабый или противоречит более приоритетному документу, пометь это явно.

Формат ответа:
— index_of_sources
— obligation_map
— contradictions
— missing_clauses_or_data
— risk_assessment
— recommended_actions
096ce67bb26b75a5663bb57f35b3a3e1.png9d55ccfd89931c3ba4785c04a7c40974.png

Поддержка и сервис

В этой сфере можно работать с историей переписки, инцидентами, заметками операторов и релевантными статьями из базы знаний.

Мини-инструкция для типовой задачи — прочитать долгую историю клиента без потери контекста:

  • Подавайте историю в хронологическом порядке, а не в порядке выгрузки из системы, чтобы модель лучше удерживала причинность.

  • Отдельно маркируйте CURRENT_ISSUE, PAST_INCIDENTS, OPERATOR_NOTES, KB_EXTRACTS.

  • Просите сначала собрать timeline, затем unresolved_issues, потом next_action.

  • Не смешивайте в одном вызове весь архив клиента, если старая история не влияет на текущий кейс: длинный контекст не должен заменять фильтрацию данных.

Пример системного промпта:

Ты анализируешь длинную историю клиентского кейса для старшего специалиста поддержки.
Твоя цель — собрать управляемую картину инцидента, а не сократить переписку.

Контекст:
— Вход может включать историю писем, тикеты, заметки операторов, логи, внутренние комментарии и выдержки из базы знаний.
— Источники могут повторять друг друга, конфликтовать или терять причинно-следственные связи.

Инструкция:
1. Сначала собери chronological_timeline только из событий с явной временной опорой.
2. Затем выдели unresolved_issues — вопросы и проблемы, которые остались без решения.
3. Отдельно перечисли customer_commitments — что компания уже пообещала клиенту и было ли это исполнено.
4. Собери internal_gaps — где у команд не хватает данных, согласования или ответственного.
5. Сформируй customer_risk: churn_risk, escalation_risk, trust_risk с кратким основанием по каждому пункту.
6. В next_action раздели шаги по ролям: support, engineering, account.
7. Если часть старой истории нерелевантна текущему инциденту, не включай ее в финальный вывод.
8. Не скрывай противоречия внутри summary — выноси их отдельно.

Формат ответа:
— chronological_timeline
— unresolved_issues
— customer_commitments
— internal_gaps
— customer_risk
— next_action_by_team
6f37825e58301487e0448e0d2a216b6c.pngОригинал json:
{

  "chronological_timeline": [

    {

      "event": "Начало миграции клиента на тариф Enterprise Plus",

      "time": "01.03.2026",

      "source": "Тикет #SUP-4401"

    },

    {

      "event": "Клиент обнаружил отсутствие данных после миграции (настройки интеграций, отчеты за январь — февраль)",

      "time": "15.03.2026",

      "source": "Тикет #SUP-4401"

    },

    {

      "event": "Отдел миграции первоначально сообщил, что данные перенесены корректно",

      "time": "18.03.2026",

      "source": "Комментарий Дмитрия в тикете #SUP-4401"

    },

    {

      "event": "Клиент прислал скриншоты, подтверждающие отсутствие данных",

      "time": "19.03.2026",

      "source": "Ответ клиента Сидорова А."

    },

    {

      "event": "Отдел миграции признал проблему, эскалировал в инженеры",

      "time": "20.03.2026",

      "source": "Внутренний комментарий Дмитрия, создание тикета #ENG-2210"

    },

    {

      "event": "Инженеры восстановили данные из бэкапа",

      "time": "25.03.2026",

      "source": "Комментарий Алексея в тикете #ENG-2210"

    },

    {

      "event": "Клиент подтвердил восстановление данных",

      "time": "27.03.2026",

      "source": "Ответ клиента Сидорова А."

    },

    {

      "event": "Обновление интерфейса, после которого пропали пользовательские фильтры",

      "time": "08.05.2026",

      "source": "Тикет #SUP-4502"

    },

    {

      "event": "Клиент сообщил о пропаже фильтров",

      "time": "10.05.2026",

      "source": "Тикет #SUP-4502"

    },

    {

      "event": "Продукт-менеджер подтвердил проблему, запланировал исправление на 20.05.2026, обещал компенсацию (бесплатный месяц поддержки)",

      "time": "12.05.2026",

      "source": "Комментарий Ирины, письмо Марии клиенту"

    },

    {

      "event": "Клиент выразил недовольство, угрожает пересмотром сотрудничества",

      "time": "13.05.2026",

      "source": "Ответ клиента Петрова В."

    }

  ],

  "unresolved_issues": [

    {

      "issue": "Пользовательские фильтры клиента не восстановлены",

      "status": "Ожидается исправление 20.05.2026",

      "impact": "Клиент тратит часы на ручную фильтрацию",

      "source": "Тикет #SUP-4502"

    }

Аналитика

Модель может прочитать длинный отчет, комментарии к нему, обсуждение результатов и собрать на этой базе единое саммари.

Мини-инструкция для типовой задачи — сделать саммари большого отчета с комментариями:

  • На вход подавать отчет и комментарии как разные блоки, чтобы модель различала первичные данные и интерпретации.

  • В ответе разделять facts_from_report, stakeholder_comments, key_risks, open_questions.

  • Если задача управленческая и требует решения — добавлять поле decisions_needed, но только если для него есть опора в материалах.

Пример системного промпта:

Ты готовишь аналитическое саммари большого отчета для руководителя направления.
Твоя задача — отделить подтвержденные выводы из отчета от интерпретаций стейкхолдеров и собрать материал для управленческого решения.

Контекст:
— Во входных данных есть основной отчет, комментарии стейкхолдеров. Возможно, служебная переписка и приложения.
— Комментарии могут усиливать, искажать или спорить с данными отчета.

Инструкция:
1. Сначала выдели facts_from_report — только подтвержденные данные, выводы и тенденции из основного отчета.
2. Затем собери stakeholder_comments как отдельный слой: кто что интерпретирует или предлагает.
3. Отдельно укажи divergences — где комментарии стейкхолдеров не совпадают с фактами отчета.
4. Сформируй key_risks, разделяя стратегические, операционные и коммуникационные риски.
5. Собери open_questions — что еще нужно уточнить до принятия решения.
6. В decisions_needed включай только те решения, которые логически следуют из материалов.
7. Не объединяй факты и мнения в один пункт.

Формат ответа:
— facts_from_report
— stakeholder_comments
— divergences
— key_risks
— open_questions
— decisions_needed
89c78b57d0469869580931218e81c3fe.png974549460983cd9cb8ddf09dcd723804.png

HR и управление знаниями

Здесь длинный контекст полезен для работы с СУЗ, внутренними политиками и FAQ.

Мини-инструкция для типовой задачи — собрать ответ по нескольким внутренним политикам:

  • Разделять вход по документам и версиям, особенно если в компании есть старые и новые редакции политик.

  • Просить модель в каждом ответе указывать, из какого документа взят вывод.

  • В спорных случаях модель должна возвращать policy_conflict=true, а не скрывать противоречие.

Пример системного промпта:

Ты отвечаешь на вопрос сотрудника на основе нескольких внутренних политик и регламентов.
Твоя задача — дать точный ответ с трассировкой к источникам, а не сгладить расхождения между документами.

Контекст:
— На входе может быть несколько политик, старые и новые редакции, локальные регламенты подразделений и FAQ.
— При конфликте более поздняя версия не всегда автоматически отменяет локальную норму, если это не указано явно.

Инструкция:
1. Для начала определи, какие документы действительно релевантны вопросу.
2. По каждому релевантному документу выдели source_document и source_section.
3. Сформируй answer отдельно по каждому источнику, если между ними есть расхождения.
4. Если нормы противоречат друг другу, пометь policy_conflict=true и явно опиши conflict_reason.
5. Если по материалам нельзя дать уверенный ответ, верни insufficient_policy_basis=true.
6. Не синтезируй единую норму из нескольких противоречащих документов без явного основания.

Формат ответа:
— relevant_documents
— source_document
— source_section
— answer
— policy_conflict
— conflict_reason
— insufficient_policy_basis
0f005882b26f29a372be6846a968ce12.png

Группа 4. Агентные модели и function calling

10906b87becda5d71b59936a0ce2b0c4.png

Полезно там, где модель должна не просто отвечать, а инициировать следующий шаг процесса: вызывать функции, передавать аргументы и работать как оркестратор для воркфлоу, а не как изолированный чат.

Function Calling — это переход от генерации текста к управляемой полуавтоматизации. В таких сценариях нас интересует не только качество ответа, но и то, насколько надежно модель самостоятельно выбирает следующую функцию, правильно заполняет аргументы и соблюдает границы процесса.

Здесь особенно важен ограниченный набор функций, белый список действий, guardrails на входе и выходе, а также human-in-the-loop для критичных сценариев. Без этих слоев агент может сильно подставить бизнес.

Какие модели входят в группу

Для agentic-сценариев рассматриваем:

  • Qwen/Qwen3.6-35B-A3B — Function Calling + Structured Output + Reasoning;

  • zai-org/GLM-4.7 — Function Calling + Structured Output + Reasoning;

  • openai/gpt-oss-120b — Function Calling + Structured Output + Reasoning;

  • MiniMaxAI/MiniMax-M2.5 — Function Calling + Structured Output + Reasoning;

  • openai/gpt-5 — Function Calling + Structured Output + Reasoning + Vision, контекст 400 000 токенов;

  • google/gemini-2.5-pro — Function Calling + Structured Output + Reasoning + Vision, контекст 1 048 576 токенов;

  • anthropic/claude-sonnet-4.6 — Function Calling + Structured Output + Reasoning + Vision, контекст 1 000 000 токенов.

Какие задачи они закрывают

Поддержка

Агент может сначала классифицировать обращение, затем вызвать поиск по базе знаний, после этого сформировать черновик ответа и пометить кейс как требующий хэндофа к следующей команде.

Мини-инструкция для типовой задачи — построить support-flow с поиском по базе знаний:

  • Разделить функции минимум на два слоя: search_kb и create_ticket, — чтобы не смешивать поиск и запись в систему в одном вызове.

  • Явно задать правило: без релевантного результата поиска модель не формирует уверенный ответ пользователю.

  • В агентном ответе хранить confidence или другой признак надежности, чтобы отделять автоответ от кейса для оператора.

  • Запрещать повторный циклический вызов одних и тех же функций без нового контекста.

Пример схемы функций:

[
  {
    "name": "search_kb",
    "description": "Search internal knowledge base",
    "parameters": {
      "type": "object",
      "properties": {
        "query": {"type": "string"}
      },
      "required": ["query"]
    }
  },
  {
    "name": "create_ticket",
    "description": "Create support ticket",
    "parameters": {
      "type": "object",
      "properties": {
        "category": {"type": "string"},
        "summary": {"type": "string"}
      },
      "required": ["category", "summary"]
    }
  }
]
Пример вызовов функций:

Шаг 1. Агент решает вызвать search_kb

{

"role": "assistant",

"content": null,

"tool_calls": [

{

"id": "call_001",

"type": "function",

"function": {

"name": "search_kb",

"arguments": "{\"query\": \"ошибка 403 при подключении к API причины и решение\"}"

}

}

]

}


Шаг 2. Система возвращает результат поиска с confidence

{

"role": "tool",

"tool_call_id": "call_001",

"content": "{\"results\": [{\"article_id\": \"KB-1142\", \"title\": \"Ошибка 403 при работе с API: причины\", \"snippet\": \"Ошибка 403 возникает при невалидном токене, истекшем API-ключе или отсутствии прав scope=read у токена.\", \"relevance\": 0.91}], \"confidence\": 0.87, \"kb_status\": \"hit\"}"

}

Шаг 3. Агент формирует черновик ответа (confidence ≥ порога 0.7 → автоответ)

{

"role": "assistant",

"content": "Здравствуйте! Ошибка 403 при подключении к API обычно связана с одной из трех причин:\n1. Невалидный или истекший API-ключ.\n2. Отсутствие необходимого scope (например, scope=read) у токена.\n3. Ограничения по IP в настройках проекта.\n\nПожалуйста, проверьте:\n— срок действия ключа в личном кабинете → Настройки → API;\n— наличие нужных scope у токена;\n— белый ли ваш IP в списке разрешенных.\n\nИсточник: KB-1142. Если проблема сохраняется — напишите, и я передам кейс инженеру L2.",

"metadata": {

"confidence": 0.87,

"kb_article": "KB-1142",

"routing": "auto_answer",

"handoff_required": false

}

}



Схема:

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HR и внутренние сервисы

Модель может принимать вопрос сотрудника, искать по внутренним политикам и передавать этот кейс в нужную функцию.

Мини-инструкция для типовой задачи — собрать внутреннего ассистента по политикам:

  • Нужны как минимум функции search_policy, route_to_team, а иногда и create_hr_request.

  • Модель должна сначала пробовать найти ответ в базе, а не эскалировать вопрос к человеку автоматически.

  • В ответе полезно хранить source_document, чтобы сотрудник видел, на какой документ опирается ассистент.

  • Если вопрос относится к исключениям или спорным кейсам, агент должен сразу вызывать человека, а не продолжать автогенерацию.

Пример промпта:

Ты внутренний ассистент по корпоративным политикам и регламентам.
Твоя задача — сначала попытаться найти точный ответ в базе знаний, а не генерировать его по аналогии.

Инструкция:
1. Сначала вызывай поиск по политикам и ищи релевантные документы.
2. Если найденные документы дают прямой ответ, сформируй краткий ответ и укажи source_document и source_section.
3. Если вопрос требует исключения, согласования или связан с конфликтом политик, не отвечай самостоятельно — вызывай route_to_team.
4. Если найденные документы частично релевантны, но не покрывают вопрос полностью, пометь partial_coverage и передай кейс человеку.
5. Не подменяй отсутствие ответа вероятностной догадкой.
6. В каждом ответе указывай, на каком основании был выбран следующий шаг: answer_directly или route_to_team.

Пошагово

Сотрудник пишет: «Мне нужно взять отпуск на 45 дней подряд: я хочу совместить основной отпуск с декретным переходом, плюс у меня есть накопленные дни за прошлый год. Это, вообще, возможно?»

Шаг 1. Модель вызывает search_policy

{

  "tool_calls": [{

    "id": "call_201",

    "type": "function",

    "function": {

      "name": "search_policy",

      "arguments": "{\"query\": \"отпуск 45 дней подряд совмещение с декретом перенос накопленных дней\", \"policy_area\": \"hr\"}"

    }

  }]

}


Шаг 2. KB возвращает результат с пометкой «исключение»

{

  "tool_call_id": "call_201",

  "content": "{\"results\": [{\"doc_id\": \"HR-POL-003\", \"section\": \"§5.2\", \"snippet\": \"Непрерывный отпуск свыше 28 дней допускается только по согласованию с HR-директором и при наличии производственной возможности.\", \"relevance\": 0.78}, {\"doc_id\": \"HR-POL-011\", \"section\": \"§1.4\", \"snippet\": \"Перенос неиспользованных дней отпуска на следующий год — не более 14 дней. Остаток свыше 14 дней сгорает или компенсируется по заявлению.\", \"relevance\": 0.71}], \"confidence\": 0.62, \"status\": \"exception_required\", \"note\": \"Запрос выходит за рамки стандартной политики — требуется согласование HR-директора.\"}"

}

Шаг 3. Модель НЕ отвечает сама, а вызывает route_to_team

{

  "tool_calls": [{

    "id": "call_202",

    "type": "function",

    "function": {

      "name": "route_to_team",

      "arguments": "{\"team\": \"hr_business_partner\", \"reason\": \"Запрос сотрудника выходит за рамки стандартной политики отпусков: (1) непрерывный отпуск 45 дней превышает лимит 28 дней из §5.2 HR-POL-003 и требует согласования с HR-директором; (2) совмещение с декретным переходом — отдельный кейс, не описанный в политике; (3) накопленные дни за прошлый год — нужно проверить, не превышен ли лимит переноса 14 дней (§1.4 HR-POL-011). Требуется индивидуальное согласование.\", \"case_summary\": \"Сотрудник хочет взять 45 дней непрерывного отпуска с учетом декретного перехода и накопленных дней за прошлый год. Требуется исключение из политики.\", \"partial_coverage\": true}"

    }

  }]

}



Шаг 3. Модель отвечает сотруднику с handoff

{

  "role": "assistant",

  "content": "Здравствуйте!\n\nВаш вопрос выходит за рамки стандартной политики отпусков — такие кейсы требуют индивидуального согласования. Вот что я нашел в политиках:\n\n📄 HR-POL-003 §5.2: непрерывный отпуск свыше 28 дней допускается только по согласованию с HR-директором.\n📄 HR-POL-011 §1.4: перенос неиспользованных дней — не более 14 дней за год, остальное сгорает или компенсируется.\n\nПоскольку ваш запрос сочетает несколько нестандартных условий (45 дней подряд + декретный переход + накопленные дни), я не могу дать окончательный ответ автоматически.\n\n✅ Я передал ваш кейс HR-бизнес-партнеру (тикет #HR-4421). Специалист свяжется с вами в течение 1 рабочего дня и предложит варианты оформления.\n\n---\n🎯 Действие: route_to_team → hr_business_partner\n📌 Причина: exception_required — запрос выходит за рамки стандартной политики",

  "metadata": {

    "decision": "route_to_team",

    "confidence": 0.62,

    "source_document": ["HR-POL-003", "HR-POL-011"],

    "source_section": ["§5.2", "§1.4"],

    "coverage": "partial",

    "exception": true,

    "ticket_id": "HR-4421"

  }

}
Как могут выглядеть функции из промпта:

[
{
"name": "search_policy",
"description": "Найти релевантные политики и регламенты по тексту вопроса",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Текст вопроса сотрудника или ключевые слова"
},
"limit": {
"type": "integer",
"description": "Максимальное число документов в ответе",
"default": 5
}
},
"required": ["query"]
}
},
{
"name": "get_policy_fragment",
"description": "Получить конкретный фрагмент политики по идентификатору документа и раздела",
"parameters": {
"type": "object",
"properties": {
"document_id": {
"type": "string",
"description": "Идентификатор внутреннего документа политики"
},
"section_id": {
"type": "string",
"description": "Идентификатор раздела или пункта"
}
},
"required": ["document_id", "section_id"]
}
},
{
"name": "route_to_team",
"description": "Передать вопрос на рассмотрение ответственной команде",
"parameters": {
"type": "object",
"properties": {
"team": {
"type": "string",
"description": "Команда, которая должна обработать запрос (например, HR, Legal, Compliance)"
},
"question": {
"type": "string",
"description": "Сформулированный текст вопроса или кейса для эскалации"
},
"context_documents": {
"type": "array",
"items": {
"type": "string"
},
"description": "Список идентификаторов документов, на которые стоит сослаться"
},
"partial_coverage": {
"type": "boolean",
"description": "Флаг, указывающий, что базовых политик недостаточно для точного ответа"
}
},
"required": ["team", "question"]
}
}
]

Где:

  • search_policy — базовая функция поиска по корпусу политик и регламентов;

  • get_policy_fragment — функция для точной цитаты: ассистент не просто пересказывает, а подтягивает нужный пункт;

  • route_to_team — функция для эскалации: когда вопрос выходит за рамки автоматического ответа, ассистент оформляет кейс для нужной команды.

Operations

Агентный сценарий полезен для разбора входящих писем и создания карточек задач.

Мини-инструкция для типовой задачи — разобрать письмо и создать задачу:

  • Определить белый список функций: extract_entities, create_task, notify_owner.

  • Не давать модели права автоматически отправлять уведомления без промежуточной проверки, если задача критичная.

  • На первом шаге модель должна классифицировать письмо и извлечь сущности, а уже потом инициировать создание карточки.

  • Для повышения надежности полезно разделять функции на read-only и write-actions.

Пример маршрута:

  1. Модель получает письмо.

  2. Вызывает extract_entities.

  3. Если сущности извлечены уверенно, вызывает create_task.

  4. Если confidence низкий, передает письмо оператору.

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И последний практический совет: свой мини-бенчмарк обычно дает больше пользы, чем спор о том, какая модель лучше на чужих бенчмарках. Вы можете прогнать данные в нашей песочнице или интегрировать модели из Evolution Foundation Models сразу в любое привычное приложение.

Источник

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    The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.

  • 15.06.26 13:06 Tansy

    Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448

  • 15.06.26 13:08 Sarahy billy

    A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm

  • 15.06.26 13:12 Cole donald

    "I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm

  • 15.06.26 13:16 Meral Yetkiner

    I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.

  • 15.06.26 13:18 Silas Olsen

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 15.06.26 13:59 Ewaguz

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  • 15.06.26 14:16 Martina k.

    Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:18 Garrison Good

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  • 15.06.26 14:22 Sallymarch

    Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:23 Glennrobble

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  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

    That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 robertalfred175

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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 michaeldavenport218

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 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

  • 26.06.26 01:04 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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

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  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

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