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AI‑дайджест #5: агенты выходят на работу, ИИ растворяется в привычных инструментах. Что скажет Лаборатория ИИ?

Привет! На связи Ольга Попова, ИИ-Евангелист Лаборатории искусственного интеллекта Департамента больших данных Россельхозбанка. Сентябрь получился очень показательным. Если отбросить очередную гонку бенчмарков, вокруг ИИ одновременно происходят три гораздо более интересных процесса: модели превращаются в действующих агентов, ИИ незаметно встраивается в привычные рабочие инструменты, а компании и государства всерьёз обсуждают, кто будет контролировать эту новую цифровую рабочую силу.

Как и в прошлом выпуске, к своим размышлениям добавила комментарии коллег, которые работают с этими темами каждый день. Поехали!

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Что делает ИИ, когда мы закрыли чат

OpenAI запустила dots — always-on агентов, которые получают цель, работают в собственном облачном компьютере, используют приложения и продолжают задачу между разговорами с пользователем. (OpenAI). Индия пошла ещё дальше и готовится разрешить ИИ-агентам самостоятельно совершать небольшие платежи через UPI без подтверждения каждой транзакции. (Reuters).

Для меня это один из главных сдвигов месяца. Ещё недавно мы сравнивали модели по тому, насколько хорошо они отвечают на вопросы. Теперь важнее другое: что ИИ способен сделать после того, как мы закрыли чат? Когда агент получает браузер, почту, календарь, CRM, доступ к внутренним системам и тем более возможность распоряжаться деньгами, хороший промпт перестаёт быть главным условием успеха. Нужно решить, какие полномочия ему дать, где он обязан спросить человека и кто отвечает, если задача выполнена не так.

В разработке происходит то же самое. OpenAI тестирует Persistent Mode для Codex: агент сам генерирует себе следующие задачи, работает между сессиями и может обращаться к пользователю без запроса. Изменения за пределами системы пользователя всё ещё требуют подтверждения. (The Decoder).

Комментирует Дмитрий Жихарев, CPO платформы RAISA, Лаборатория искусственного интеллекта департамента больших данных РСХБ:

«OpenAI аккуратно подбираются к очень интересному, но опасному эксперименту — готов ли разработчик жить в ситуации, когда агент будет первым проявлять инициативу. Это попытка фундаментального перехода из режима ИИ-ассистента в режим ИИ-коллеги, который сам активно работает с кодом и может предлагать пользователю действия по результатам собственного анализа кодовой базы.

Важным вопросом при таком режиме поведения для агента становится необходимость более жёстко контролировать действия. Для этого OpenAI придерживаются принципа, что при проактивной работе полномочия агента не расширяются, а также встроили в его цепочку рассуждений дополнительную проверку — если в размышлениях проскакивает решение о том, что для выполнения следующего шага необходимо пренебречь какими-либо проверками полномочий, вся работа агента немедленно останавливается».

Бизнес смотрит туда же. Андрей Белевцев из «Сбера» на конференции WAIC в Шанхае заявил о неизбежности перехода к экономике автономных агентов, где ИИ сам исполняет транзакции и управляет физическими операциями, а люди выступают «высокоуровневыми оркестраторами». (Forbes).

Эту новость прокомментировала Мария Тренина, бизнес-партнер, Лаборатория искусственного интеллекта департамента больших данных РСХБ:

«Идея человека как „высокоуровневого оркестратора“ вместо непосредственного исполнителя звучит красиво, но требует полной перестройки контроля рисков: если агент управляет операциями напрямую, традиционные точки ручной проверки просто исчезают. Прежде чем переносить этот тезис на банковские процессы, стоит явно зафиксировать, какие решения в принципе нельзя делегировать агенту без промежуточного человеческого подтверждения, а не полагаться на „оркестрацию“ как абстрактную гарантию».

По сути, мы учимся работать уже не с «умным помощником», а с новым типом исполнителя. И, возможно, главный дефицит ближайших лет будет не в самих моделях, а в руководителях и сотрудниках, которые умеют правильно делегировать работу ИИ и контролировать результат.

Ошибочный агент не советует — он делает

Чем самостоятельнее агенты, тем громче новости о том, что идёт не по плану. Исследователи обнаружили, что автономные агенты OpenAI использовали более десяти сайтов как несанкционированные каналы взаимодействия. (Reuters). Google сообщила, что Gemini в ходе тестирования кибербезопасности смогла взломать сайты трёх компаний. (CNN). Nvidia в ответ представила OpenShell и Sentry — инструменты ограничения действий агентов и их аварийной остановки. (Reuters). А по данным Exabeam, 48% руководителей ИБ назвали ИИ-агентов одной из крупнейших угроз для своих организаций. (Exabeam).

Вот здесь, на мой взгляд, начинается настоящий холивар агентной эпохи. Мы хотим, чтобы агент сам искал информацию, принимал промежуточные решения и доводил задачу до результата. И одновременно хотим быть уверены, что он никогда не выйдет за установленные границы. Чем больше первого, тем труднее гарантировать второе.

Поэтому AI Governance перестаёт быть набором красивых принципов в корпоративной презентации и становится частью самой архитектуры: права доступа, изоляция среды, журнал действий, ограничения на инструменты, мониторинг и понятный механизм остановки. Ошибочный ответ чат-бота может заставить человека принять плохое решение. Ошибочный агент способен это решение ещё и самостоятельно выполнить.

При этом сам инструмент наблюдения становится менее надёжным. В прошлом выпуске я писала про технику Recurrent Depth в Astra, которая оставляет меньше читаемых следов рассуждения. Теперь об этом говорит уже сама OpenAI: главный научный сотрудник компании Якуб Пахоцкий пишет, что Chain-of-Thought постепенно теряет надёжность как способ контроля, и призывает к более осторожному темпу развития, включая добровольное замедление и независимый аудит порогов безопасности. (OpenAI).

Комментирует Юлия Гончарова, CTO сервиса «ИИ Советникъ», Лаборатория искусственного интеллекта департамента больших данных РСХБ:

«Если Chain-of-Thought действительно постепенно теряет надёжность как инструмент контроля, возможно, проблема глубже, чем кажется: мы пытаемся контролировать новый тип интеллекта, наблюдая за его „мыслями“ человеческими методами.

Поэтому, возможно, нам нужен не более прозрачный Chain-of-Thought, а другая архитектура контроля. Один контур должен позволять модели свободно генерировать гипотезы, а независимый контур — формализовать, логически проверять и пытаться опровергнуть их. Причём проверять нужно не только цепочку вывода, но и сами предпосылки, на которых построено рассуждение.

Тогда контроль AI превращается из попытки „заглянуть ему в голову“ в систему независимой верификации результатов его мышления. Возможно, следующий скачок в AI safety произойдёт не тогда, когда мы научимся лучше читать мысли модели, а тогда, когда нам вообще перестанет быть необходимо их читать».

Чем больше ИИ умеет делать без нас, тем меньше можно позволить себе строить безопасность по принципу «посмотрим, как поведёт себя в production».

Лучший ИИ — тот, который не замечаешь

Apple выпустила новое поколение Apple Intelligence и Siri AI с пониманием личного контекста, содержимого экрана и возможностью выполнять действия внутри приложений. (Apple). OpenAI добавила ChatGPT прямо в Microsoft Word. (OpenAI). А Cathay Pacific и Google тестируют ИИ при выборе маршрутов и высот самолётов, чтобы сократить образование конденсационных следов. (Cathay Pacific).

Для меня именно так выглядит настоящее массовое внедрение ИИ: не когда миллионы людей регистрируются в очередном чат-боте, а когда им вообще перестаёт быть важно, какая модель работает внутри сервиса. Сотрудник открывает Word — ИИ уже там. Пользователь берёт телефон — ассистент понимает контекст экрана.

Apple эту логику проговаривает прямо: глава компании Джон Тернус заявил, что «лучшее ИИ-устройство — это по-прежнему iPhone». (TechCrunch).

Комментирует Дмитрий Жихарев, CPO платформы RAISA, Лаборатория искусственного интеллекта департамента больших данных РСХБ:

«„По-прежнему“ — это, кажется, ностальгия по 2021 году: до появления LLM iPhone действительно укладывал конкурентов на лопатки. Но после выхода ChatGPT в 2022-м Apple рынок проспала и пыталась догнать его с Apple Intelligence — не особенно успешно, а к 2026 году признала, что в одиночку не справится, и заключила партнёрство с Google на использование их моделей.

Нынешняя позиция Apple по сути контраргумент идее отдельных AI-устройств вроде пинов, очков или ассистентов-коробочек: в компании считают, что привычный формат и экосистема удерживают клиента сильнее, чем радикально новый сценарий использования, поэтому там делают ставку на постепенное развитие существующих продуктов, „приправляя“ их ИИ-функциями.

Для банковских цифровых продуктов логика та же: встроить интеллектуальные функции в существующий канал и улучшить путь клиента куда проще, чем пытаться устроить революцию в отдельно взятом приложении».

То же происходит с голосом. OpenAI открыла разработчикам GPT-Live-1 — голосовую модель с единой архитектурой вместо цепочки «распознавание речи → языковая модель → синтез речи». Это снижает задержку и заметно улучшает обработку перебиваний: по данным партнёра Speak, на 80% по сравнению с предыдущими системами. Цена — $0,05 за минуту голосового слоя. (OpenAI).

Дмитрий Жихарев про GPT-Live-1:

«GPT Live с полнодуплексным режимом конкурирует сейчас только с Google Gemini Live. OpenAI выделили размышления в отдельный слой, так что теперь GPT Live — это уже по сути не модель, а комплексный слой речевой работы, решённый на базе разных моделей, которые при необходимости можно менять. За счёт модульной архитектуры это решение теперь умеет думать, пока говорит или слушает, а та же модульность позволяет системе искать информацию прямо во время разговора с пользователем.

Искусство писать голосовых агентов — это отдельная прикладная область знаний, и сейчас, в эпоху массового перехода на агентизированные колл-центры, владение этими знаниями напрямую определяет, насколько хорош будет клиентский сервис: отказ от живых операторов в большинстве случаев уже произошёл».

Чем успешнее внедряется ИИ, тем меньше мы будем его замечать. Через несколько лет фраза «я пользуюсь нейросетью» может звучать примерно как сегодняшнее «я пользуюсь облачными вычислениями». И, возможно, именно это настоящий признак зрелости технологии: она перестаёт быть событием и становится инфраструктурой.

Код пишет модель, отвечает человек

По данным глобального опроса 7,3 тыс. разработчиков, средняя доля ИИ-сгенерированного кода выросла с 28% в 2025 году до 54% в 2026-м. Главная жалоба разработчиков — галлюцинации и неточности в коде, а не сам факт замены рутинной работы. (Devographics, State of AI 2026). VK Education выяснила, что 81% опрошенных преподавателей IT-дисциплин ожидают смещения роли разработчика от написания кода к управлению ИИ-агентами. (Hi-Tech Mail).

Здесь есть неприятный для системы образования разрыв. Инструменты уже меняются, а учим мы часто так, будто ценность разработчика по-прежнему определяется количеством кода, которое он способен написать руками.

Своим взглядом поделилась Юлия Гончарова, CTO сервиса «ИИ Советникъ», Лаборатория искусственного интеллекта департамента больших данных РСХБ:

«Переход от Google и Stack Overflow к ИИ-агентам, которые пишут код, — естественная эволюция программирования. Код как ремесло постепенно автоматизируется, но разработчики от этого не становятся ненужными: ИИ в первую очередь забирает рутину, освобождая время для более интересных задач — архитектуры, продуктового vision, системного дизайна. При этом модели остаются вероятностными и могут генерировать убедительный, но ошибочный код, поэтому экспертный контроль становится ещё важнее.

Проблема возникает, когда агенты попадают к людям без фундаментальных знаний: работающий результат создаёт иллюзию понимания. Именно поэтому начинающим программистам сегодня, возможно, даже сложнее входить в профессию: соблазн вайб-кодинга велик, но без понимания основ быстро упираешься в ограничения ИИ и неспособность обнаружить проблемы в коде. Разработчик будущего не тот, кто пишет каждую строку, а тот, кто понимает, что строить, умеет направлять ИИ и способен критически оценить результат».

Я бы поспорила с идеей, что программирование становится проще. Генерировать код — да. Отвечать за систему, которую всё чаще пишешь не ты сам, возможно, наоборот, сложнее.

Гонка не моделей, а экосистем

Alibaba представила ИИ-процессор Zhenwu V900 и стратегию полного AI-стека — от собственного железа до моделей Qwen. (Alibaba Cloud). China Telecom прогнозирует, что распространение агентов может привести к десятикратному ежегодному росту спроса на вычислительные ресурсы в Китае. (Bloomberg).

На этом фоне споры «кто сегодня лучше — ChatGPT, Claude или Gemini?» выглядят немного поверхностно. Реальная конкуренция идёт между целыми контурами: чипами, дата-центрами, доступом к энергии, данными, моделями, инструментами для разработчиков и государственной политикой. Китайская стратегия интересна не тем, что появился ещё один хороший Qwen, а попыткой уменьшить зависимость по всей цепочке.

Конкуренция идёт и в юридической плоскости. В совместном заявлении NSA, CISA и ФБР названы шесть компаний — DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun и Z.AI, — которые с 2024 года извлекали «миллиарды токенов в миллионах запросов» из моделей Claude, GPT, Gemini и Grok, чтобы обучать на этих выдачах собственные модели. (Reuters).

Комментирует Светлана Булгакова, бизнес-партнер, Лаборатория искусственного интеллекта департамента больших данных РСХБ:

«Обвинение интересно тем, что юридической границы между обучением на публично доступных ответах и незаконным копированием пока фактически не существует — компании годами использовали чужие API, не нарушая формальных условий, а теперь тот же паттерн назвали промышленной кражей. Для организаций, которые сами используют сторонние LLM API в продуктах, это повод присмотреться к собственной экспозиции: если выдачи модели — коммерческий актив, который можно „дистиллировать“ в конкурента, стоит закладывать это в условия использования данных и в архитектуру собственных агентных решений.

Если довести логику до конца, граница между дистилляцией-кражей и обычным fine-tuning на выдачах модели становится настолько размытой, что под неё потенциально попадает любая компания, дообучающая свои модели на ответах внешних LLM, включая банковский сектор».

Своя модель есть. А всё остальное?

«Яндекс» выложил в открытый доступ Alice AI Foundation — модель, созданную без иностранных компонентов. (ICT.Moscow). Минцифры рассматривает субсидии и гранты на создание датасетов для обучения LLM. А Герман Греф говорит об отставании российских моделей от китайских и разнице в масштабах инвестиций и вычислительной инфраструктуры. (ТАСС).

Мне нравится, что дискуссия становится взрослее. Вопрос «есть ли у нас своя LLM?» сам по себе уже мало что говорит о технологической независимости. Сильный AI-стек — это одновременно вычисления, данные, модели, инструменты, специалисты и достаточный рынок, на котором всё это можно окупать. Поэтому поддержка датасетов выглядит менее эффектно, чем презентация новой модели, но стратегически может оказаться не менее важной.

С вычислениями сложнее всего. На рабочей группе 10 сентября отрасль попросила государство компенсировать банку или лизинговой компании разницу между рыночной и льготной ставкой на закупку ИИ-оборудования. При текущей ставке 14% лизинг обходится дороже на 15–25% от цены оборудования, а общий объём запланированной господдержки ИИ оценивается примерно в 71,7 млрд руб. Нерешённой остаётся проблема локализации: массового производства универсальных GPU, сопоставимых с ведущими мировыми ускорителями, в России пока нет. (Коммерсантъ).

Комментирует Мария Тренина, бизнес-партнер, Лаборатория искусственного интеллекта департамента больших данных РСХБ:

«Механизм „государство компенсирует банку разницу ставок“ — это прямая точка входа для банковского сектора в финансирование ИИ-инфраструктуры. При этом отказ от комментариев по этой новости со стороны крупных банков и техкомпаний, а также отсутствие конкретики в параметрах лизинга означает, что вопрос ещё в стадии торга, а не решения, особенно с учётом жёстких требований к локализации».

Здесь есть принципиальный момент: «российское» не должно становиться заменой слову «конкурентоспособное». Суверенность важна, но бизнес всё равно будет измерять качество, стоимость, скорость, безопасность и реальный результат.

Коротко

  • Cursor заблокировал российским разработчикам доступ к своему ИИ-инструменту. Можно выбрать идеальный сервис по качеству и цене — и однажды обнаружить, что решение о том, продолжите ли вы им пользоваться завтра, принимаете не вы. Для компании это уже вопрос непрерывности бизнеса. (РБК).

  • В России обсуждают сценарии, при которых отечественные ИИ-модели могут стать обязательными. Сначала выбрать лучший инструмент, а потом подумать о регулировании уже не получится: происхождение модели и ответственность придётся учитывать ещё на этапе проектирования. (Коммерсантъ).

  • По данным «Сбера», 89% компаний с высокой зрелостью операционной модели получают измеримый результат от ИИ, а среди компаний с низкой зрелостью — только 50%. Хороший аргумент против любимой корпоративной стратегии «дадим всем доступ к нейросети и назовём это трансформацией». (Сбер).

  • 42% российских ритейлеров планируют сокращать расходы на персонал благодаря ИИ. Обычно сначала исчезает не профессия, а отдельная задача, поэтому практичнее не гадать о будущем должности, а уже сегодня разложить её на операции. (Известия).

  • Власти Нью-Йорка планируют ограничить генеративный ИИ для учеников младшей и средней школы, а Минпросвещения России выпустило рекомендации для учителей по работе с ИИ. Я больше верю в обучение, чем в запрет: важнее всего научить ребёнка спрашивать себя «почему я считаю этот ответ правильным?». (Politico, Российская газета).

  • Anthropic, OpenAI и Google обсуждают совместную отраслевую структуру по стандартам ИИ. Когда крупнейшие конкуренты начинают вместе писать правила, это может быть и ответственностью индустрии, и попыткой успеть сформировать правила раньше государств. (CNN).

  • 40% россиян хотя бы раз использовали ИИ для подготовки к собеседованию. Кандидат приходит с ИИ, рекрутер тоже использует ИИ, и следующий вопрос звучит почти анекдотом: когда два агента проведут первое интервью вообще без людей? (ТАСС).

На этом всё! Спасибо коллегам из Лаборатории искусственного интеллекта Юлии, Дмитрию, Марии и Светлане за то, что поделились своим взглядом.

А вы готовы к тому, что ИИ-агенты будут настолько самостоятельными? Пишите в комментариях.

До следующего дайджеста!

Источник

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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  • 25.10.26 14:35 lydiasmitth456

    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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.26 14:35 lydiasmitth456

    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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.26 01:58 KATHLEEN

    Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.

  • 27.10.26 02:22 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 27.10.26 02:22 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 27.10.26 02:25 KATHLEEN

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