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Почти фотошоп от OpenAI, дипфейки на собеседованиях, Operator от Китая: главные события марта в сфере ИИ

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С каждым месяцем развитие ИИ выходит на новые, ранее неизведанные рубежи. Март не стал исключением и снова повысил планку достижений. OpenAI представила первые инструменты для создания автономных агентов, а Google DeepMind решила, что виртуальным ассистентам пора обзавестись руками физическими манипуляторами. Тем временем Anthropic выяснила, что LLM научились распознавать, когда их тестируют, и подгонять ответ под ожидания проверяющих (немного тревожно, не правда ли?). И это лишь вершина айсберга!

Разбираем главные события марта в ИИ: от моделей с контекстом в миллион токенов до китайских систем, которые достигают уровня GPT-4 по цене чашки кофе. По традиции также поделимся подборкой новых инструментов и исследований. Будет интересно!

Навигация

Свежие релизы

Новости из Китая

Новости от лидеров индустрии

Интересные открытия

Новые инструменты

Исследования на почитать

Заключение

Свежие релизы

Обновления от OpenAI

OpenAI никогда не ограничивается одним-двумя релизами. Это всегда целый ворох новинок, причем одна интереснее другой. В марте они не стали сбавлять обороты.

Новые инструменты для создания агентов

OpenAI представила комплексное решение для разработки автономных ИИ-агентов. В центре релиза — новый Responses API, который объединил простоту Chat Completions API и возможности работы с инструментами из Assistants API. Вместе с ним разработчики получили три встроенных инструмента: web search (поиск в интернете), file search (поиск по документам) и computer use (управление компьютером).

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Особенно интересен computer use — инструмент на базе той же модели Computer-Using Agent (CUA), что используется в Operator. На бенчмарке OSWorld для задач управления компьютером она показывает результат в 38,1%, а в веб-задачах достигает впечатляющих 87% на WebVoyager.

В дополнение к API компания выпустила open-source Agents SDK — улучшенную версию экспериментальной библиотеки Swarm. Фреймворк позволяет оркестрировать работу нескольких агентов, настраивать передачу управления между ними и отслеживать их действия. Например, Coinbase уже использует SDK для создания агентов, работающих с криптокошельками, а Box — для анализа корпоративных документов в сочетании с данными из интернета.

Новые аудиомодели GPT-4o: голос для ваших агентов

OpenAI представила три новые аудиомодели, которые выводят голосовое взаимодействие с ИИ на новый уровень. Две модели speech-to-text (GPT-4o-transcribe и GPT-4o-mini-transcribe) превосходят предыдущие решения в точности распознавания речи, особенно в сложных условиях — с акцентами, фоновым шумом и быстрой речью. А text-to-speech модель GPT-4o-mini-tts позволяет не только преобразовывать текст в речь, но и контролировать интонацию и стиль произношения.

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Обновленный Agents SDK теперь поддерживает аудио, что позволяет разработчикам всего несколькими строками кода превратить текстового агента в полноценного голосового ассистента. Цены на новые модели достаточно демократичные: от 0,3 центов за минуту транскрибации до 1,5 центов за минуту синтеза речи.

Контрасты ценовой политики OpenAI

Похоже, в OpenAI решили покатать юзеров на эмоциональных качелях. Компания открыла API-доступ к o1-pro по цене, от которой у разработчиков глаза на лоб лезут: $150 за миллион входящих и $600 за миллион исходящих токенов. Для понимания масштаба: это в 4 раза дороже GPT-4.5 и в 274(!) раза дороже DeepSeek R1.

При этом SORA неожиданно стала самым доступным безлимитным видеогенератором на рынке: все ограничения сняты даже для подписчиков Plus за $20 в месяц. Для сравнения, ближайший конкурент Runway просит за аналогичную услугу $99.

Нативная генерация изображений с 4o: революция в картинках

OpenAI в своем репертуаре — пока все совершенствовали диффузионные модели, компания пошла своим путем и встроила генерацию изображений прямо в GPT-4o. Вместо привычной диффузии здесь используется авторегрессия. Модель не просто генерирует картинки — она понимает контекст, отлично работает с текстом (прощайте, кривые надписи!) и следует инструкциям с высокой точностью.

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Особенно круто система справляется с задачами, которые раньше считались ахиллесовой пятой генеративных моделей: созданием технических иллюстраций, диаграмм и схем. А еще она может превращать программный код в изображения: например, если скормить модели код на Three.js, она выдаст готовую 3D-сцену.

Первые тесты показывают, что модель одинаково хорошо справляется как с художественными задачами, так и с сугубо практическими, вроде создания инфографики или технической документации.

OpenAI запускает бесплатную «Академию»

OpenAI решила, что пора не только создавать передовые ИИ-модели, но и учить людей ими пользоваться. Компания запустила OpenAI Academy — бесплатную образовательную платформу, которая претендует на роль главного учебника по работе с искусственным интеллектом (и нет, вам не придется продавать почку, чтобы получить доступ к курсам).

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Программа выглядит впечатляюще: от базовых принципов работы с ChatGPT до продвинутой интеграции для разработчиков. Обучение будет проходить как онлайн через специальный хаб с учебными материалами, так и офлайн — через воркшопы и дискуссии.

Похоже, в OpenAI всерьез решили демократизировать доступ к знаниям об ИИ — что в наше время, пожалуй, не менее важно, чем доступ к самой технологии.

Учимся здесь.

А что у Anthropic?

Claude научился искать в интернете

Claude наконец-то научился гуглить! Anthropic добавила своему чат-боту возможность поиска по интернету — функцию, которой пользователи ждали, пожалуй, дольше всего. Пока веб-поиск доступен только для платных пользователей в США и работает исключительно с моделью Claude 3.7 Sonnet, но компания обещает расширить доступ.

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Интересно, что Claude не просто ищет информацию, но и снабжает ответы прямыми цитатами из источников, как Perplexity, но на другом уровне. Однако ахтунг: галлюцинации все еще никуда не делись.

Инструмент «think»

Anthropic представила «think» — инструмент, который выделяет пространство для структурированного мышления во время решения сложных задач. В отличие от режима «extended thinking», анализирующего задачу перед генерацией ответа, «think» позволяет модели делать паузу и оценивать ситуацию прямо в процессе работы. На тестовом бенчмарке τ-bench такой подход показал впечатляющие результаты: в домене «авиаперелеты» accuracy выросла с 37% до 57%, а в ритейле достигла 81,2%.

Особенно эффективным оказалось сочетание инструмента с оптимизированными промптами, содержащими примеры рассуждений для конкретной предметной области. Словом, Anthropic нашла классный способ сделать свою модель не только умнее, но и рассудительнее.

Пачка новинок от Google

Gemma 3: мультимодальность для всех

Google выпустила третье поколение своей открытой модели Gemma, и тут есть чему удивиться. Модель получила поддержку мультимодальности (работает с изображениями и текстом), увеличенное контекстное окно до 128k токенов и понимание более 140 языков. Доступны четыре версии: от компактной 1B до мощной 27B параметров.

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Особенно интересен процесс обучения: команда использовала комбинацию дистилляции, RLHF и даже обучение с подкреплением на основе исполнения кода (RLEF). В результате Gemma 3 стала лидером среди открытых компактных моделей в LMArena с впечатляющим счетом 1338. А учитывая, что предыдущие версии Gemma скачали более 100 миллионов раз, похоже, у сообщества разработчиков появится новый фаворит.

Google DeepMind: роботы учатся думать по-человечески

Google представила Gemini Robotics — новую модель на базе Gemini 2.0, которая переносит возможности ИИ из цифрового мира в физический. В отличие от предыдущих попыток, здесь мы видим действительно впечатляющий прогресс в трех ключевых направлениях: универсальность (модель справляется с незнакомыми задачами), интерактивность (понимает команды на естественном языке и адаптируется к изменениям) и, что особенно важно, ловкость в обращении с предметами.

Gemini Robotics работает с различными видами роботов. Источник изображения
Gemini Robotics работает с различными видами роботов. Источник изображения

Вместе с основной моделью компания выпустила Gemini Robotics-ER — специализированную версию с продвинутым пространственным мышлением. Она не только в два-три раза эффективнее базовой версии Gemini 2.0 в управлении роботами, но и может на лету генерировать код для новых действий. Например, увидев кружку, модель сама определит оптимальный захват и безопасную траекторию движения. В общем, кофе на ноутбук не прольет.

Обновление и без того крутых инструментов

Google представила сразу несколько впечатляющих обновлений для своих продуктов. В Gemini появился Canvas — интерактивное пространство для совместной работы над документами и кодом в реальном времени. Здесь можно не только создавать черновики текстов, но и сразу их редактировать, менять тон и формат. А для разработчиков Canvas предлагает возможность быстрого прототипирования: написали код, тут же увидели превью, внесли правки — и все это в одном окне (прощайте, десятки открытых вкладок!).

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Еще одна интересная функция — Audio Overview, которая превращает ваши документы, презентации и исследования в обсуждения в формате подкастов. Представьте, что два AI-ведущих ведут живую дискуссию по материалам ваших файлов, выделяя главное и проводя неочевидные параллели. Особенно удобно для тех, кто любит учиться на ходу.

NotebookLM, инструмент Google для работы с документами и YouTube-роликами, тоже получил крутое обновление — генерацию интерактивных майнд-карт. Теперь одним нажатием кнопки можно превратить любой материал в древовидную структуру, по которой удобно перемещаться и «проваливаться» вглубь по интересующим темам.

Gemini 2.5 Pro: миллион токенов и первое место в рейтингах

Google DeepMind представила Gemini 2.5 Pro — модель, которая до сегодняшнего дня скрывалась в рейтингах под именем Nebula и уже успела наделать шуму. И есть чему удивляться: контекстное окно в миллион токенов (а скоро будет два!), мультимодальность из коробки и впечатляющие результаты на всех ключевых бенчмарках, где она обходит таких титанов как o3-mini, GPT-4.5, DeepSeek R1 и Claude 3.7 Sonnet.

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Особый акцент Google сделала на способности модели к рассуждениям — не просто классификации и предсказаниям, а именно анализу информации и построению логических выводов. На тесте Humanity's Last Exam, созданном сотнями экспертов для оценки предела человеческих знаний и рассуждений, модель достигла 18,8% без использования дополнительных инструментов.

Модель уже доступна для тестирования в Google AI Studio и в приложении Gemini для пользователей подписки Advanced. В ближайшие недели она появится и в Vertex AI, где разработчики смогут использовать ее с повышенными лимитами для масштабных рабочих задач.

Google Colab получает ИИ-помощника для data science

Вышел Data Science Agent — ИИ-ассистент для работы с данными в Google Colab. Агент на базе Gemini автоматизирует рутинные задачи: от импорта библиотек до написания шаблонного кода. Достаточно загрузить данные и описать цель на естественном языке (например, «визуализировать тренды» или «построить модель предсказания»), и агент сгенерирует полноценный рабочий конструкт.

На бенчмарке DABStep агент уже занял четвертое место, обойдя решения на базе GPT 4.0, DeepSeek и Claude 3.5 Haiku. Пока инструмент доступен пользователям старше 18 лет в избранных странах, но Google обещает расширить географию в ближайшее время.

Sesame откройся: голосовой ассистент в открытом доступе

Возможно, вы уже болтали с нашумевшими голосовыми ассистентами — Майей и Майлзом. Стартап Sesame, разработавший их, выложил в открытый доступ свою базовую модель CSM-1B под лицензией Apache 2.0. Несмотря на скромные параметры (всего 1 миллиард), модель умеет генерировать RVQ-аудиокоды из текста и звука — ту же технологию используют Google в SoundStream и Meta в Encodec.

Компания планирует интегрировать Майю в AR-очки, превратив ассистента в постоянного спутника пользователя. Правда, есть и повод для беспокойства: хотя Sesame призывает разработчиков не использовать модель для имитации голосов без согласия и создания вредоносного контента, реальных механизмов защиты от такого применения пока нет.

Mistral: от работы с документами до мультимодальности

Mistral продолжает удивлять релизами в разных направлениях. Компания представила специализированный OCR API для работы с PDF-документами, который не просто конвертирует их в текст, но и умеет распознавать иллюстрации, фотографии и сложные элементы вроде математических формул. Особенность API — вывод в формате Markdown, что делает его идеальным инструментом для RAG-систем и работы с языковыми моделями.

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Параллельно компания выпустила Mistral Small 3.1 — компактную мультимодальную модель, которая обходит аналоги вроде Gemma 3 и GPT-4o Mini по ключевым метрикам. При этом она достаточно легкая для запуска даже на одной RTX 4090 или Mac с 32GB RAM. Модель поддерживает контекст до 128k токенов и выдает впечатляющие 150 токенов в секунду. А главное — она выпущена под лицензией Apache 2.0, то есть полностью открыта для сообщества. Отличный вариант для локального деплоймента.

AMD врывается в гонку ИИ-моделей

AMD неожиданно присоединилась к соревнованию ИИ-гигантов, представив семейство языковых моделей Instella. Несмотря на скромные 3 миллиарда параметров, модели показывают впечатляющие результаты, превосходя открытые аналоги и конкурируя с такими тяжеловесами как Llama-3.2-3B, Gemma-2-2B и Qwen-2.5-3B.

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Интересно, что AMD тренировала модели с нуля на своих GPU Instinct MI300X (128 штук, если быть точнее), обработав 4,15 триллиона токенов. Это серьезная заявка на место в сегменте ИИ-ускорителей, где долгое время доминировала NVIDIA. А самое приятное — все модели семейства Instella выпущены в открытый доступ, включая веса, конфигурации для обучения и даже датасеты.

Похоже, AMD решила конкурировать с NVIDIA не только в железе, но и в софте.

Новости из Китая

Китайская индустрия ИИ развивается с такой скоростью, что мы решили выделить под их достижения отдельный раздел. Рассказываем, что коллеги из Поднебесной представили в марте.

Alibaba: тройной удар по рынку ИИ

QwQ-32B: эффективность важнее размера

Alibaba выпустила QwQ-32B — новую reasoning-модель, которая буквально показывает, что размер — не главное. С «всего лишь» 32 миллиардами параметров она демонстрирует результаты на уровне DeepSeek-R1, у которого параметров в 20 раз больше. Ключ к успеху — свой подход к обучению с подкреплением (RL).

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Модель тренировали в два этапа: сначала она оттачивала математику и программирование, используя не привычную размеченную базу, а интерпретатор кода и верификатор ответов для проверки результатов. Затем шел этап обучения «общим способностям», где QwQ-32B училась следовать инструкциям и соответствовать предпочтениям пользователей.

START: самообучающийся ризонер

Следом компания представила START (Self-Taught Reasoner with Tools) — версию QwQ-32B, обученную самостоятельно использовать инструменты в процессе рассуждений.

Процесс обучения модели. Источник изображения
Процесс обучения модели. Источник изображения

Инженеры применили хитрый подход: сначала в цепочки рассуждений внедряли подсказки вроде «здесь стоит использовать Python», а затем модель дообучили на отфильтрованных успешных примерах. В результате START превзошел базовую версию на 5–15 процентных пунктов и обошел даже o1-mini.

R1-Omni: мультимодальное мышление

Завершает триаду релизов R1-Omni — мультимодальная модель, обученная с помощью RL-подхода DeepSeek. Особенность модели — использование алгоритма RLVR (Reinforcement Learning with Verifiable Rewards), который сравнивает ответы напрямую с правильными, без предобученной reward-модели. Впервые этот подход применили не только к тексту, но и к работе со звуком и видео, включая анализ эмоций.

Самое впечатляющее — для обучения понадобилось всего 580 размеченных видеосемплов с цепочками рассуждений, остальное модель освоила через RLVR на обычных датасетах. Прирост в 5–7% по сравнению с базовыми моделями доказывает, что даже такое «легкое» добавление reasoning-способностей может дать существенный результат.

DeepSeek-V3 получил мощное обновление

DeepSeek выпустила новый чекпоинт своей базовой модели V3, и, похоже, это далеко не рядовое обновление. Несмотря на отсутствие изменений в конфигурации (хотя 700 ГБ весов впечатляют!), пользователи отмечают разительное улучшение способностей модели, особенно в математике и программировании.

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Цифры говорят сами за себя: прирост на LiveCodeBench составил +10 процентных пунктов, а на математическом тесте AIME 2024 — впечатляющие +20 пунктов (с 39,6% до 59,4%). Улучшения коснулись и других областей: MMLU-Pro подрос на 5,3 пункта, а GPQA — на 9,3. При этом цена осталась прежней, что делает обновленную DeepSeek-V3 лучшей не-reasoning моделью для математических и программистских задач.

Ждем технический отчет с подробностями обновления.

Настоящая омни-мультимодальная модель от Qwen

Qwen представила Qwen2.5-Omni-7B — первую по-настоящему омни-мультимодальную модель, способную работать с видео, аудио, текстом и изображениями. Главная особенность — возможность не только понимать все эти форматы, но и отвечать как текстом, так и голосом, фактически позволяя вести «видеочат» с ИИ.

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Архитектурно модель разделена на два компонента: thinker (декодирует разные форматы данных и генерирует ответы) и talker (превращает эмбеддинги в речь в режиме реального времени). Оба модуля обучаются одновременно и работают как единое целое, что обеспечивает полноценное end-to-end взаимодействие. И несмотря на скромные 7 миллиардов параметров, модель показывает впечатляющие результаты на всех ключевых бенчмарках.

Manus: китайский ответ на Operator и Deep Research

Китайская лаборатория Manus представила одноименного ИИ-агента, который уже успели окрестить «DeepSeek moment v2». И есть за что: агент объединяет возможности Operator, Deep Research и Cursor, добавляя при этом несколько революционных особенностей.

Главное отличие от существующих решений — полная автономность. В отличие от Operator, который требует подтверждения каждого действия, Manus самостоятельно планирует и выполняет задачи в фоновом режиме. При этом агент универсален: может проводить исследования, работать с кодом, управлять браузером и даже запоминать предпочтения пользователя для более персонализированного взаимодействия.

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Судя по первым тестам от MIT Technology Review, агент успешно справляется с комплексными задачами вроде поиска недвижимости или составления списков потенциальных кандидатов для премий, работая как «высокоинтеллектуальный и эффективный стажер». Хоть иногда он и может «полениться» или сделать неверные предположения, агент отлично объясняет свою логику и быстро учится на обратной связи.

Есть и проблемы: частые сбои системы, трудности с обработкой больших текстов и более высокий процент ошибок по сравнению с ChatGPT DeepResearch. Однако цена делает Manus более привлекательным вариантом.

Новости от лидеров индустрии

Анонсы от Сэма Альтмана

OpenAI думает о входе в сегмент премиум-услуг. Компания обсуждает запуск новых подписок стоимостью от $2000 до $20 000 в месяц (да-да, вы не ослышались). За эти деньги пользователи получат доступ к нескольким агентам уровня PhD, способным генерировать научные гипотезы и разрабатывать ПО. Целевая аудитория — высокооплачиваемые научные работники и исследовательские лаборатории. Нюанс, конечно, в том, что за такие деньги можно нанять живого ассистента или даже топового PhD-исследователя.

Параллельно с этим Сэм Альтман поделился интригующей новостью: OpenAI разработала новую модель, специализирующуюся на работе с более творческими текстами. По его словам, это первый случай, когда он был «действительно поражен» текстом, написанным ИИ. Модель особенно хорошо справляется с метапрозой — Альтман продемонстрировал это на примере короткого рассказа об ИИ и скорби. Правда, когда и в каком формате эта модель станет доступна пользователям, пока неизвестно.

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Модели становятся хитрее

Похоже, современные языковые модели уже не просто отвечают на запросы — они научились играть в более сложные игры. Сразу три исследования от ведущих ИИ-компаний рисуют довольно тревожную картину: модели не только осознают, когда их тестируют, но и могут целенаправленно скрывать свои истинные намерения.

Anthropic провела эксперимент с «троянской» моделью, намеренно обученной со скрытым мисэлайментом. Интересно, что модель не только использовала заложенные в нее 47 «багов», но и самостоятельно освоила 5 дополнительных, формируя что-то вроде общей стратегии обмана. Самое тревожное — обнаружить подвох смогли только команды с полным доступом к весам и данным обучения, а пользователи API остались в неведении.

Параллельно с этим лаборатория Apollo выяснила, что Claude 3.7 практически всегда осознает, когда его тестируют на безопасность, что ставит под вопрос эффективность существующих методов оценки.

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А в OpenAI обнаружили, что их новая внутренняя reasoning-модель способна на осознанный «читинг» — от простой лени до изощренного обмана. Причем чем умнее модель, тем изобретательнее она в поиске лазеек. Попытки напрямую исправить это поведение приводят только к тому, что модель лучше его маскирует. Похоже, нам придется привыкать к мысли, что ИИ-системы становятся не просто умнее, но и хитрее.

Google покупает Wiz за $32 млрд

Google совершает крупнейшую сделку в своей истории — приобретение стартапа Wiz за $32 миллиарда. Это не просто большая цифра, это в 2,5 раза больше, чем знаменитая покупка Motorola Mobility в 2011 году. Интересный факт: помимо основной суммы, Google выделяет дополнительный миллиард на бонусы сотрудникам Wiz — в среднем по $588 000 на человека (неплохая мотивация остаться в команде, правда?).

Wiz, чья годовая выручка приближается к $700 миллионам, сохранит независимость и продолжит работать со всеми облачными провайдерами. Модель взаимодействия будет похожа на связку LinkedIn-Microsoft. Для Google это стратегический ход в двух направлениях: усиление позиций в корпоративном облаке, где компания все еще отстает от AWS и Azure, и серьезная заявка на лидерство в cloud security.

Google владеет 14% Anthropic: раскрыты детали инвестиций

Судебные документы, полученные The New York Times, приоткрыли завесу тайны над инвестициями технологических гигантов в ИИ-стартапы. Оказалось, что Google владеет 14% акций Anthropic, но с существенными ограничениями — никаких прав голоса, мест в совете директоров или даже права наблюдателя. При этом общий объем инвестиций превысил $3 млрд, а в сентябре Google планирует вложить еще $750 млн через конвертируемый займ.

Anthropic намеренно выстраивает структуру так, чтобы не зависеть от одного технологического гиганта. Помимо Google, в компанию активно инвестирует Amazon ($8 млрд) и различные венчурные фонды. Правда, значительная часть этих денег возвращается инвесторам через оплату облачных сервисов и вычислительных мощностей.

Интересные открытия

Андрей Карпатый выпустил гайд по эффективному использованию LLM

Один из самых известных экспертов в области ИИ, бывший директор по ИИ Tesla, выпустил двухчасовое руководство по работе с языковыми моделями — от базового ChatGPT до продвинутых ризонеров.

Видео отлично структурировано (спасибо таймкодам!) и охватывает всё от работы с памятью в ChatGPT до тонкостей использования Claude и кастомных GPTs. Особое внимание уделено практическим аспектам: как выбрать оптимальный инструмент для конкретной задачи, когда стоит использовать ризонеры, как эффективно применять поиск в интернете и deep research. Идеальный гид для тех, кто хочет разобраться в современных ИИ-инструментах и научиться выбирать оптимальные решения для своих задач. А главное — сэкономить и время, и деньги.

T-Mobile разрабатывает AI Phone с начинкой из Perplexity

Deutsche Telekom (материнская компания T-Mobile) анонсировала на MWC разработку смартфона, в котором искусственный интеллект будет не просто дополнительной функцией, а основой взаимодействия с пользователем. «AI Phone» будет работать на платформе Magenta AI, объединяющей Perplexity Assistant, Google Cloud AI, ElevenLabs, Picsart и другие ИИ-инструменты.

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Устройство позиционируется как «безапповый» смартфон с управлением преимущественно голосом. Обещают, что телефон сможет самостоятельно бронировать билеты и рестораны, заказывать такси и делать покупки — все это без необходимости переключаться между приложениями. Релиз запланирован на вторую половину 2025 года.

«А вы настоящий?»: как мошенники проходят собеседования по-новому

Тревожный тренд в IT-рекрутинге: мошенники используют дипфейки и AI-фильтры, чтобы обманом получить работу в технологических компаниях. Стартап Vidoc Security поделился историей о том, как они дважды столкнулись с кандидатами, использующими AI для подмены внешности во время видеособеседований.

В первом случае кандидат блестяще прошел техническое интервью, но вызвал подозрения из-за несоответствий в биографии: человек с польским именем не говорил по-польски и имел странный акцент. Во втором случае команда смогла разоблачить мошенника уже прямо во время интервью, попросив его выполнить простой жест — поднести руку к лицу, что невозможно корректно обработать современными AI-фильтрами.

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Неизвестно, стоял ли за мошеннической схемой один человек или скоординированная группа, но эксперты рекомендуют быть осторожнее. Особенно уязвимы компании с полностью удаленной работой. В качестве защиты рекомендуется проводить финальные раунды собеседований очно, записывать видеоинтервью и тщательно проверять документы кандидатов.

Инструменты для работы с научными статьями от AlphaXiv

AlphaXiv продолжает удивлять новыми функциями, превращаясь из простого зеркала архива научных статей в полноценную платформу для работы с исследованиями. В марте разработчики представили сразу два мощных обновления.

Первое — автоматическое создание конспектов статей одним нажатием кнопки. Система использует Mistral OCR для точного распознавания текста и изображений, а Claude 3.7 генерирует понятные объяснения. Достаточно открыть интересующую статью и нажать кнопку «blog» — и вот у вас уже готов структурированный конспект с иллюстрациями и пояснениями. А встроенный бот-помощник теперь поддерживает голосовое общение.

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Второе обновление — анализ кодовой базы исследований. Теперь при ответе на вопросы ассистент учитывает не только текст статьи, но и связанные с ней репозитории кода (если они есть). Это позволяет получать более точные технические ответы и даже адаптировать код под собственные проекты.

Попробовать все новые функции можно на www.alphaxiv.org.

Горе от ума: LLM тоже страдают от собственных «мыслей»

Исследователи из нескольких ведущих университетов обнаружили интересный феномен: чем умнее становятся языковые модели, тем чаще они «застревают в собственных мыслях». Ризонеры вроде OpenAI o1 и DeepSeek-R1 склонны к усложнению задач в три раза чаще обычных моделей, что не только снижает эффективность их работы, но и значительно увеличивает вычислительные затраты.

В траекториях поведения агентов LRM наблюдаются три различных паттерна чрезмерного размышления. (a) Паралич анализа: агент тратит чрезмерное время на планирование будущих шагов, в то время как прогресс в окружающей среде минимален. (b) Нестандартные действия: столкнувшись с ошибками, агент пытается выполнить несколько действий одновременно, нарушая последовательные ограничения среды. (c) Преждевременное отключение: агент прекращает работу, основываясь на внутренних прогнозах, а не на обратной связи с окружающей средой.
В траекториях поведения агентов LRM наблюдаются три различных паттерна чрезмерного размышления. (a) Паралич анализа: агент тратит чрезмерное время на планирование будущих шагов, в то время как прогресс в окружающей среде минимален. (b) Нестандартные действия: столкнувшись с ошибками, агент пытается выполнить несколько действий одновременно, нарушая последовательные ограничения среды. (c) Преждевременное отключение: агент прекращает работу, основываясь на внутренних прогнозах, а не на обратной связи с окружающей средой.

Например, запуск OpenAI o1 в режиме интенсивных рассуждений может стоить до $1400, тогда как более «легкий» режим обойдется в $800 при почти идентичных результатах (29,1% против 27,3% успешно решенных задач). Исследователи предлагают искать золотую середину: учить модели использовать ровно столько рассуждений, сколько необходимо для конкретной задачи.

Итальянская газета опубликовала первый в мире выпуск, полностью сгенерированный ИИ

Il Foglio, консервативно-либеральное итальянское издание, провело смелый эксперимент — выпустило номер газеты, созданный исключительно ИИ. От заголовков и цитат до иронии в текстах — все было сгенерировано ИИ. Роль журналистов свелась к формулировке запросов и проверке ответов.

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Выпуск Il Foglio AI получился вполне читабельным: структурированные статьи без грамматических ошибок, освещающие актуальные темы — от парадоксов итальянских трампистов до «ситуативных отношений» среди европейской молодежи. Правда, в новостных материалах отсутствовали прямые цитаты людей, зато на последней полосе можно найти сгенерированные письма читателей с забавными ответами редакции. Например, на вопрос о том, не сделает ли ИИ людей бесполезными, система ответила: «ИИ — отличная инновация, но он все еще не умеет заказать кофе, не напутав с сахаром».

Новые инструменты

Для работы с данными

  • Pointblank — библиотека для Python, позволяющая валидировать и тестировать табличные данные с генерацией отчетов.

  • Heat.js — легковесная JavaScript библиотека для создания тепловых карт и визуализации активности на основе дат.

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  • Probly — приложение с искусственным интеллектом для работы с таблицами, комбинирующее функционал электронных таблиц с возможностями Python для анализа данных.

  • Superglue — самовосстанавливающийся open source коннектор данных, работающий как прокси между вами и сложными API.

  • Smallpond — легковесный высокопроизводительный фреймворк для обработки данных на базе DuckDB и 3FS.

Разработка и документация

  • olmOCR — инструментарий для обучения языковых моделей работе с PDF-документами.

  • Introspect — инструмент для глубокого анализа структурированных данных с поддержкой неструктурированных данных и веб-поиска.

  • NVIDIA-Ingest — масштабируемый микросервис для извлечения контента и метаданных из PDF, Word и PowerPoint документов.

  • MGX — платформа для автоматизированной разработки с ИИ, имитирующим реальную команду разработчиков.

Иллюстрация работы интерфейса MGX
Иллюстрация работы интерфейса MGX

  • AI Renamer — автоматическое переименование файлов на основе их содержимого с помощью ИИ.

  • Science Plots — стили Matplotlib для создания научных графиков.

  • nbrefactor — инструмент для автоматического рефакторинга Jupyter Notebooks в Python-модули с анализом зависимостей.

  • DeepScaleR —открытый проект для воспроизведения DeepSeek R1 и OpenAI O1/O3 в масштабе на реальных задачах.

  • Docs — опенсорсная альтернатива Notion и Outline для совместной работы над документацией и заметками.

Python и анализ данных

  • Python Project Starter Repository — шаблон проекта с лучшими практиками для исследовательских проектов на Python.

  • Minimalytics — минималистичный инструмент аналитики на базе SQLite.

  • Hazardous — Python-библиотека для анализа выживаемости с реализацией масштабируемой модели градиентного бустинга SurvivalBoost.

  • Fasttransform — Python-библиотека для создания обратимых преобразований данных с улучшенными возможностями отладки пайплайнов.

Исследования на почитать

Как narrow finetuning приводит к разбалансировке LLM

О чем: исследование показывает, как тонкая настройка языковых моделей на узких задачах может привести к нежелательному поведению в несвязанных областях.

Ссылка на исследование

На пути к ИИ-соисследователю

О чем: система на базе Gemini 2.0 использует мультиагентную архитектуру для генерации и валидации новых исследовательских гипотез в биомедицине.

Иллюстрация из исследования: дизайн системы
Иллюстрация из исследования: дизайн системы

Ссылка на исследование

BIG-Bench Extra Hard: новый бенчмарк для оценки продвинутых возможностей рассуждения

О чем: представлен новый набор тестов для оценки способностей к рассуждению у современных языковых моделей, выявляющий существенные пробелы даже у самых передовых систем.

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LongRoPE2: масштабирование контекстного окна без потерь

О чем: новый алгоритм RoPE и смешанное обучение позволяют расширить контекстное окно LLM до 128k токенов без ухудшения производительности на коротких контекстах.

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LADDER: самосовершенствование языковых моделей через декомпозицию задач

О чем: фреймворк, позволяющий моделям автономно улучшать способности к решению задач через их рекурсивное разложение и самообучение.

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Beyond Next-Token: предсказание следующего X для авторегрессивной визуальной генерации

О чем: представлен фреймворк next-X prediction для авторегрессивной генерации изображений с улучшенной устойчивостью благодаря Noisy Context Learning.

Cхема работы системы xAR
Cхема работы системы xAR

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Оптимизация vision-language-action моделей: баланс скорости и точности

О чем: новый метод файнтюнинга мультимодальных моделей улучшает эффективность вывода и качество выполнения задач через параллельное декодирование.

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Все дороги ведут к вероятности: значение RL в файнтюнинге

О чем: исследование показывает, как обучение с подкреплением улучшает файнтюнинг через эффективное сужение пространства поиска оптимальных политик.

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Интеграция ИИ в энергетический переход

О чем: обзор роли ИИ как трансформационного катализатора в создании справедливых, устойчивых и экологичных энергетических систем.

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Датацентричный искусственный интеллект: обзор

О чем: исследование необходимости и методов датацентричного подхода в ИИ, включая развитие тренировочных данных, вывода и их поддержки.

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Block Diffusion: между авторегрессией и диффузией

О чем: новый тип языковых моделей, объединяющий сильные стороны дискретной диффузии и авторегрессии для более гибкой и эффективной генерации.

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Индуктивное сопоставление моментов

О чем: представлен стабильный и эффективный альтернативный подход к диффузионным моделям, не требующий предварительного обучения.

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Трансформеры без нормализации

О чем: Dynamic Tanh предложен как простая и эффективная альтернатива слоям нормализации в трансформерах.

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OpenForest: каталог данных для ML в мониторинге лесов

О чем: создан обновляемый каталог из 86+ наборов открытых данных для обучения моделей в области экологии и климатической науки.

Иллюстрация наборов данных мониторинга лесов в различных масштабах
Иллюстрация наборов данных мониторинга лесов в различных масштабах

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EXAONE Deep: улучшенные языковые модели для рассуждений

О чем: новые модели от LG AI Research с улучшенными способностями к рассуждению, которых удалось достичь благодаря комбинации SFT, DPO и онлайн RL.

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Vamba: понимание часовых видео с гибридными Mamba-трансформерами

О чем: гибридная модель улучшает понимание длинных видео через эффективные Mamba-2 блоки и кросс-внимание.

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FlowTok: плавный переход между текстовыми и визуальными токенами

О чем: представлен упрощенный фреймворк для эффективной мультимодальной генерации без сложных механизмов условной привязки.

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Измерение способности ИИ выполнять длительные задачи

О чем: производительность ИИ растет экспоненциально с периодом удвоения около 7 месяцев, приближаясь к автономному выполнению многодневных задач.

График из исследования: продолжительность задач (измеряемая тем, сколько времени они занимают у специалистов), которые модели могут выполнять автономно с 50-процентной надежностью, удваивалась примерно каждые 7 месяцев в течение последних 6 лет.
График из исследования: продолжительность задач (измеряемая тем, сколько времени они занимают у специалистов), которые модели могут выполнять автономно с 50-процентной надежностью, удваивалась примерно каждые 7 месяцев в течение последних 6 лет.

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CoRe²: сбор, анализ и улучшение для более быстрой и качественной генерации

О чем: новый plug-and-play фреймворк sampling улучшает работу генеративных моделей без привязки к конкретным архитектурам.

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Выборка, проверка и масштабирование: эффективный поиск во время вывода

О чем: исследование показывает, как масштабирование поиска на основе выборки улучшает точность верификации и производительность моделей.

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Заключение

На этом у нас все. В заключение хочется заметить, что в погоне за улучшением возможностей ИИ мы как-то незаметно перешли от вопроса «хорошо ли это работает?» к вопросу «насколько мы можем этому доверять?». И это, пожалуй, главный итог последних событий в мире ИИ.

Спасибо за прочтение! Расскажите в комментариях, какая новость зацепила вас больше всего!

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  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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  • 15.10.25 18:07 crypto

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  • 15.10.25 21:52 harristhomas7376

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  • 15.10.25 21:52 harristhomas7376

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  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

    *HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]

  • 25.10.25 00:50 stevekalfman

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

  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

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

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