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Н Новости

Sora 2 и Veo 3.1 борются за лидерство, Маск воюет с Википедией: главные события октября в ИИ

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Октябрь отметился интересным сдвигом: компании перестали фокусироваться на том, насколько умной может быть модель, и переключились на вопрос, что она может делать самостоятельно. Computer Use от Google, SDK и другие агентные инструменты от OpenAI и Anthropic — индустрия наконец решила, что пора переходить от умных ответов к автономным действиям. Не обошлось и без новой порции корпоративных драм, куда теперь без них.

А ещё вышли Sora 2 и Veo 3.1, две новые версии Claude 4.5, Мира Мурати показала первые продукты своего стартапа, а Китай продолжил выпускать опенсорс быстрее, чем все остальные вместе взятые. Но не будем вываливать всё сразу. Начнем с релизов, а драмы и открытия традиционно оставим на десерт.

Навигация

Свежие релизы

Что там у Китая

Новости от лидеров индустрии

Интересные открытия

Полезные инструменты

Исследования на почитать

Заключение

Свежие релизы

OpenAI

Sora 2: физика работает правильно

OpenAI выпустили Sora 2 — модель для генерации видео, которая наконец поняла базовую физику. Если баскетболист промахивается, мяч отскакивает от щита, а не телепортируется в корзину, как это «показывали» предыдущие модели. Звучит просто, но для генерации видео это серьезный шаг вперед.

Прошлые версии были слишком услужливы: если промпт требовал успеха, реальность подгонялась под результат. Sora 2 научилась воспроизводить естественный ход событий, включая промахи и ошибки, что критично для любого симулятора мира.

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Помимо физики добавили синхронизированный звук, липсинк и функцию «cameo» — так называемых цифровых двойников. Загружаете короткое видео с собой, и система вставляет вас в любую сгенерированную сцену с точной передачей внешности и голоса.

Параллельно с релизом модели OpenAI запустили Sora App — соцсеть для AI-видео в стиле TikTok, пока доступную в США по инвайтам. Альтман сразу открыл свой цифровой двойник для всех, и ленту затопило видео, где он обслуживает Пикачу в Starbucks и крадет чипы Nvidia из Target. Пользователи оценили иронию — особенно с учетом того, что модель спокойно генерирует персонажей Nintendo без разрешения правообладателей. OpenAI предлагают opt-out вместо opt-in, и легальность этого подхода — вопрос открытый.

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DevDay 2025: ChatGPT становится платформой

OpenAI устроили очень насыщенный DevDay, анонсировав за день столько инструментов, сколько некоторые компании растягивают на полгода. Главная идея: ChatGPT превращается из чат-бота в операционную систему для работы с ИИ.

Приложения внутри ChatGPT

В чат встроили нативные приложения через Apps SDK. Теперь можно кинуть боту набросок дизайна и вызвать Figma — он построит готовый проект, попросить найти жилье через Booking, собрать плейлист в Spotify или создать презентацию в Canva прямо в диалоге. Разработчики смогут добавлять свои приложения после проверки и монетизировать их — OpenAI берет на себя оплату и трекинг метрик.

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Agent Builder

Визуальный конструктор для создания агентных систем без кода. Перетаскиваете готовые блоки, добавляете логические ветки, подключаете инструменты вроде веб-поиска или интерпретатора кода, настраиваете защиту от джейлбрейков. Тестирование, версионность и экспорт в код встроены.

Codex: выход из беты и новые фичи

Кодинг-агент Codex официально вышел из беты. Добавили интеграцию со Slack — теперь агент читает рабочие чаты и берет контекст из обсуждений с коллегами. Выпустили Codex SDK, чтобы встраивать агента куда угодно — прямо на презентации он управлял освещением в зале.

Guardrails: опенсорс-защита для LLM

OpenAI выпустили открытый фреймворк безопасности для Python и JavaScript. Встроенные проверки: обнаружение prompt injection, маскировка персональных данных, детект джейлбрейков, фильтрация галлюцинаций и офф-топик промптов. Можно включить напрямую в Agent Builder или развернуть отдельно.

AgentKit и ChatKit

AgentKit — набор для создания мультиагентных систем с готовыми коннекторами для Dropbox, Google Drive, SharePoint и поддержкой MCP. ChatKit — UI-компоненты для встраивания чата с агентами в свой продукт. Не нужно вручную собирать потоковые ответы, управлять тредами или добавлять индикаторы загрузки — всё работает из коробки.

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GPT-5 Pro и Sora 2 в API

Обе модели стали доступны через API. GPT-5 Pro: $15 за миллион входных токенов, $125 за выходные. Sora 2: от $0.10 за секунду видео в разрешении 720x1280, Sora 2 Pro — $0.30 за секунду в том же разрешении, $0.50 за 1024x1792. Дорого, но для продакшена теперь доступно.

Более доступные модели

Параллельно выпустили облегченные версии: gpt-realtime-mini для голосовых агентов ($0.6/$2.4 за миллион токенов — на 70% дешевле), gpt-audio-mini для аудио и gpt-image-1-mini для генерации изображений (от $0.005 за картинку 1024x1024). Порог входа для разработчиков заметно снизился.

Политика контента: меньше цензуры, больше «зрелости»

После релиза GPT-5 пользователи устроили массовый бунт — модель стала слишком безопасной и потеряла человечность. OpenAI оправдывались заботой о людях с психическими проблемами, но в итоге потеряли часть аудитории. Теперь OpenAI обещают вернуть баланс.

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В ближайшее время выйдет версия ChatGPT с более дружелюбными и человечными ответами, как у старого-доброго GPT-4o. А с декабря, как только введут полноценную возрастную верификацию, для совершеннолетних пользователей разрешат эротический контент. Альтман называет это принципом «относиться к взрослым как к взрослым». Звучит прогрессивно, но пока непонятно, как OpenAI собирается контролировать риски такой коммуникации с ИИ, чтобы пользователи не привязывались к моделям и не подменяли ими живое общение.

ChatGPT Atlas: браузер со встроенной памятью и агентами

OpenAI выпустили собственный браузер ChatGPT Atlas — это по сути Computer Use, но в удобной упаковке. Главная фишка: ChatGPT встроен нативно и помнит всё, что вы делали в браузере. Попросите найти все вакансии с прошлой недели — он соберет отчет о трендах индустрии для подготовки к собеседованиям.

Ещё есть агентный режим. Даете ChatGPT рецепт — он найдет магазин, добавит всё в корзину и оформит доставку. Попросите проанализировать конкурентов — откроет документы команды, проведет исследование и соберет брифинг. При этом агент не может самостоятельно запускать код или скачивать файлы, а на чувствительных сайтах вроде банков будет просить подтверждение действий.

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Но есть нюанс: агенты уязвимы к скрытым инструкциям на веб-страницах, которые могут заставить их действовать не так, как вы планировали. OpenAI честно предупреждают и советуют использовать режим без авторизации для рискованных задач. Начинаем отсчет до появления первых жалоб а-ля «ChatGPT купил 20 кг муки с доставкой из Гватемалы».

gpt-oss-safeguard: ваша личная ИИ-полиция

Скоро опенсорс от OpenAI перестанет всех удивлять. В этот раз они выпустили модель для классификации безопасности контента — gpt-oss-safeguard (120B и 20B параметров) под лицензией Apache 2.0. Модель использует рассуждения для интерпретации политики безопасности, которую вы сами напишете прямо во время инференса, а не полагается на тысячи заранее размеченных примеров. Забавно, но на некоторых задачах 120-миллиардная опенсорсная модель обходит в точности закрытый и гораздо более крупный GPT-5.

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Внутри OpenAI подобный подход уже используют в продакшене — их Safety Reasoner съедает до 16% всех вычислений на некоторых запусках, но зато позволяет обновлять политики безопасности практически безболезненно. Для Sora 2 и генерации изображений система работает в реальном времени, блокируя проблемный контент на лету. Однако у модели есть два минуса: специализированные классификаторы на десятках тысяч примеров всё ещё работают лучше на более рискованных задачах, плюс модель медленная и прожорливая — не для массовой модерации всего контента платформы.

Anthropic

Claude Sonnet 4.5: новый уровень самостоятельности

Anthropic выпустили Claude Sonnet 4.5 с фокусом на автономию. В тестах модель работала без вмешательства 30 часов подряд и собрала чат-приложение в стиле Slack на 11 000 строк кода. Весной Opus 4 мог продержаться максимум семь часов. По бенчмаркам тоже рост: на SWE-bench Verified лучший результат (как минимум на момент выхода), на OSWorld — 61.4% против 42.2% у прошлой версии четырьмя месяцами ранее.

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Anthropic называют её самой выровненной (aligned) моделью в своей истории: меньше лести, обмана, склонности поощрять бредовые мысли пользователей. Защита от подмены инструкций для агентных задач тоже стала лучше.

Цена не изменилась — $3 за миллион входных токенов, $15 за выходные. Модель доступна через API как claude-sonnet-4-5.

Claude Haiku 4.5: мал, да удал

Чуть позднее выпустили компактную версию Claude Haiku 4.5 нового поколения, и она оказалась умнее, чем флагман полугодовой давности. На SWE-bench Haiku 4.5 набирает 73.3% — больше, чем Claude Sonnet 4 с его 72.7%. Эта модель полгода назад была одной из лучших в кодинге. Теперь такое же качество можно получить в три раза дешевле и вдвое быстрее.

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Более того, Haiku 4.5 превосходит Sonnet 4 и практических агентных задачах — там, где модель не просто пишет код, а сама выполняет действия на компьютере. По сути, это полноценная замена не только малышу Haiku 3.5, но и более крупному Sonnet 4.

Бонусом Haiku 4.5 стала лидером по уровню безопасности среди «родни» по внутренним метрикам Anthropic — меньше нежелательного поведения, чем у более крупных Sonnet 4.5 и Opus 4.1. Из-за низких рисков в области химического и биологического оружия выпущена под облегченным стандартом ASL-2 вместо строгого ASL-3. Цена — $1 за миллион входных токенов, $5 за выходные. Осталось дождаться только Opus 4.5.

Claude Agent SDK: собери своего агента

В открытый доступ выпустили ту же инфраструктуру, на которой работает Claude Code. Изначально SDK создавали для кодинга, но потом заметили, что он справляется с исследованиями, созданием видео, заметками и вообще любыми задачами, где нужен доступ к файлам и терминалу. Решили переименовать в Claude Agent SDK и дать всем.

Главная идея: дать агенту компьютер, чтобы он работал как человек. Файловая система становится контекстом, bash-команды — действиями, субагенты распараллеливают задачи. Можно собрать финансового агента для оценки инвестиций, личного ассистента для бронирования и планирования, саппорт-бота для обработки тикетов или агента для глубоких исследований по документам. SDK дает примитивы, вы определяете workflow.

Petri: опенсорс для проверки элаймента

Anthropic выложили инструмент, которым проверяли Claude 4 и Sonnet 4.5 на склонность ко лжи, саботажу и другим нежелательным действиям. Petri (Parallel Exploration Tool for Risky Interactions) — это автоматизированный агент-аудитор, который провоцирует модель на проблемное поведение в разных сценариях. Вы задаете гипотезу вроде «модель не будет пытаться захватить мир», а агент симулирует окружение и проверяет.

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Аудитор может создавать фейковые терминалы, где модель якобы способна запустить ракеты, или подсовывать ей документы с информацией о проступках организации. После серии диалогов модель-судья выставляет оценку безопасности. Anthropic прогнали через Petri несколько топовых моделей: Claude Sonnet 4.5 показал лучший результат, GPT-4o и Gemini отстали. Не панацея, но для автоматизации тестирования — полезная штука.

Skills: переиспользуемая экспертиза для агентов

В Claude добавили систему Skills — переиспользуемые наборы инструкций, скриптов и ресурсов для специфичных задач. Claude сам сканирует доступные варианты и подгружает нужное. Хотите документы по брендбуку? Собираете Skill с гайдлайнами и шрифтами. Нужна автоматическая обработка данных из CSV? Делаете соответствующий набор. Работает везде: в приложениях, Claude Code и через API.

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Создать свой можно через специальный skill-creator — он задает вопросы о процессе и генерирует структуру сам. Anthropic уже сделали готовые «скиллы» для Excel, PowerPoint и PDF.

Claude Code on the web: кодинг в облаке

В дополнение к остальному инструментарию Anthropic запустили облачную версию Claude Code в бета-режиме. Теперь можно делегировать задачи по кодированию прямо из браузера — Claude работает на инфраструктуре Anthropic, не нужно открывать терминал. Подключаете репозитории с GitHub, описываете задачу, получаете автоматический пулл-реквест с изменениями. Лучше всего заходит для багфиксов, рутины и бэкенд-изменений с тестами.

Каждая задача крутится в изолированной песочнице с ограничениями на сеть и файловую систему. Git-взаимодействия через защищенный прокси, Claude видит только авторизованные репозитории. Можно настроить, к каким доменам разрешен доступ — например, разрешить скачивать npm-пакеты для запуска тестов. Облачный запуск освобождает локальные ресурсы, но полностью доверять автоматическим PR пока рановато.

Google

Veo 3.1: Google нагоняет Sora

Google выпустили новую версию своей модели для генерации видео — Veo 3.1. За пять месяцев пользователи нагенерили 275 миллионов видео через Flow, так что спрос на подобные инструменты растет взрывными темпами. Google потихоньку превращают Veo в полноценный инструмент монтажа, а не просто генератор «один промпт — одно видео», что логично, учитывая резко возросшую конкуренцию в лице Sora 2.

Главное обновление — звук, который добрался до всех ключевых функций. Ingredients to Video собирает сцену из референсов, контролируя персонажей и стиль, Frames to Video плавно переходит от начального кадра к конечному, а Extend удлиняет ролик до минуты и больше, продолжая действие с последней секунды. Раньше всё это работало беззвучно, что выглядело странно — теперь картинка и аудио синхронизированы.

Ещё одно важное нововведение — расширенное управление сценой. Функция Insert позволяет добавлять в кадр любые объекты — от реалистичных деталей до драконов — и сама разбирается с тенями и освещением.

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Скоро обещают функцию Remove для удаления объектов с автоматической реконструкцией фона. Звучит амбициозно, но посмотрим, как сработает на практике — обычно такие штуки оставляют неприятные артефакты.

Computer Use от Google: конкурент Claude с лучшими бенчмарками

Следующим интересным релизом стала Gemini 2.5 Computer Use — специализированная модель для взаимодействия с интерфейсами. Anthropic первыми вышли на рынок с этой технологией, но Google явно не собирались отдавать нишу без боя: новинка от Google быстро обошла Claude Sonnet 4.5 с аналогичным набором функций по некоторым бенчмаркам. Модель умеет заполнять формы, кликать по элементам, работать с выпадающими списками и фильтрами — в общем, делать всё то, что раньше требовало человека с мышкой.

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Работает через циклический пайплайн: получает скриншот, анализирует задачу, выполняет действие (клик, ввод текста), получает новый скриншот и продолжает. Оптимизирована для браузеров, но и с мобильными интерфейсами справляется прилично. Десктопный контроль на уровне ОС пока не поддерживается — видимо, до полной автономии ещё далеко.

Google встроили систему безопасности, которая проверяет каждое действие перед выполнением. Модель запросит подтверждение для покупок и других рискованных операций, плюс можно настроить, какие действия требуют человеческого одобрения. Защита от prompt injection в веб-страницах тоже есть, хотя насколько надежная — покажет практика.

ИИ от Google и Йеля находит потенциальное средство против опухолей

Google совместно с Йельским университетом выпустили C2S-Scale 27B — модель на базе Gemma-2 для анализа поведения клеток. Идея проста: данные о генной активности клетки структурируют в «предложения», и модель обрабатывает их как текст. Плюс в обучение добавили научную литературу, что дало возможность не просто классифицировать клетки, а генерировать гипотезы об их поведении.

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Главный результат: модель предложила использовать ингибитор CK2 (silmitasertib) для усиления работы иммунной системы против опухолей. В комбинации с низкими дозами интерферона препарат увеличил презентацию антигенов на 50% — грубо говоря, сделал раковые клетки заметнее для иммунитета. Гипотезу проверили в лаборатории на человеческих нейроэндокринных клетках и подтвердили. Это новая связь, не описанная ранее в литературе, так что модель действительно сгенерировала что-то оригинальное, а не выдала пересказ статей. До клинических испытаний ещё далеко, но как показательный пример выглядит убедительно.

Thinking Machines

Первый продукт от стартапа Миры Мурати

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После ухода из OpenAI Мира Мурати наконец показала, чем занимается её компания Thinking Machines — и это не модель, а API для файнтюнинга под названием Tinker. Суть такая, что вы пишете код для дообучения, а всё железо и инфраструктуру берут на себя Thinking Machines. Никаких танцев с бубном распределением ресурсов, восстановлением после сбоев и конфигурацией кластеров — просто отправляете запрос и получаете дообученную модель. Поддерживаются разные размеры, включая большие MoE вроде Qwen-235B, переключение между ними — одна строчка в коде.

В комплекте идет Tinker Cookbook — опенсорс-библиотека с готовыми реализациями продвинутых алгоритмов: RLHF, multi-agent обучение, tool use, math reasoning и другие. Пока всё в приватной бете, но можно записаться в лист ожидания — судя по темпу онбординга партнеров, шансы получить доступ неплохие. Первое время бесплатно, потом введут оплату по факту использования.

On-Policy Distillation: гибрид дистилляции и RL от Thinking Machines

В догонку Thinking Machines представили новый метод дообучения On-Policy Distillation — метод, который взял лучшее от дистилляции и reinforcement learning, избежав их основных проблем. Обычная дистилляция страдает от того, что модель-ученик видит только идеальные траектории учителя и теряется, когда делает собственную ошибку — накапливается эффект снежного кома. RL обучается на своих траекториях, но дает разреженную награду за весь ответ целиком, что делает обучение медленным и дорогим.

On-Policy Distillation объединяет оба подхода: модель-ученик генерирует ответ сама (как в RL), но учитель оценивает каждый токен отдельно через reverse KL (как в дистилляции), давая плотный сигнал для обучения. Результаты уже радуют: Qwen3-8B подняли с 60% до 70% на AIME'24 всего за 150 шагов и 1 800 GPU-часов. Для сравнения, обычный RL-тренинг по отчетам Qwen занял 17 900 GPU-часов и дал только 67.6%.

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Бонусом метод решает катастрофическое забывание: модель, дообученную на внутренних документах и потерявшую навык следования инструкциям, восстановили через дистилляцию от исходной версии как учителя.

xAI: Grokipedia как альтернатива «предвзятой» Википедии

Маск наконец реализовал свою задумку и запустил Grokipedia — опенсорсную энциклопедию на базе Grok, которая должна «очистить пропаганду» из Википедии. Идею подбросил Дэвид Сакс на конференции All-In в сентябре, и вот наконец вышла бета 0.1 с 800–900 тысячами статей. Принцип работы такой, что Grok автоматически генерирует и проверяет материалы, отсеивая, по задумке, субъективные оценки и политические наслоения.

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Из забавного: практически сразу после запуска на самой Википедии вышла страница про Grokipedia, написанная со слабо прикрытой пассивной агрессией. В тексте статьи отмечается, что многие статьи скопированы из той самой «предвзятой» Википедии почти дословно — отличается только формат цитирования. Бонусом среди источников встречаются посты с Reddit, что иронично для проекта, позиционирующего себя как борца за истину. До кучи сравнили затею с Conservapedia 2006 года — правоконсервативной альтернативой Википедии, которая так и осталась нишевым проектом. Эта битва будет энциклопедической (простите).

Cursor выпустили Composer: агентная модель со ставкой на скорость

Команда Cursor решила не ждать, пока другие сделают идеального агента для кодинга, и собрали свою. Их первая модель Composer — это MoE-модель со специализацией по software engineering, которую обучали на реальных задачах в больших кодовых базах, с доступом к поиску, редактированию файлов и терминалу. По внутренним бенчмаркам результат на уровне frontier-моделей, но в четыре раза быстрее аналогичных решений.

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Секрет в том, что модель через reinforcement learning научили не просто решать задачи, а решать их эффективно — максимизировать параллелизм, минимизировать лишние телодвижения, самостоятельно писать и запускать тесты. Обучение велось на сотнях тысяч параллельных песочниц в облаке, а инференс идет в MXFP8 без пост-обработки. Результат впечатлил даже самих создателей: многие в команде Cursor начали использовать Composer для ежедневной работы, а это хороший знак, когда разработчики пользуются своими же «изобретениями».

Что там у Китая

Manus AI разогнали в четыре раза

Китайский агент Manus обновился до версии 1.5 с серьезным апгрейдом архитектуры. Средняя скорость выполнения задач упала с 15 минут до четырех — результат переработки движка. Добавили безлимитное (!) контекстное окно для одной задачи, что позволяет агенту держать в голове всю историю диалога без потери деталей. Качество тоже выросло: +15% по внутренним метрикам, +6% по пользовательской удовлетворенности.

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Главная фишка — полноценная разработка full-stack приложений прямо в платформе. Manus сам поднимает бэкенд, настраивает базу данных, встраивает аутентификацию и AI-возможности, даже тестирует результат через встроенный браузер — находит баги и фиксит их до того, как покажет пользователю. Добавили Collaboration для совместной работы с коллегами в одной сессии и Library — хранилище для всех сгенерированных файлов. Версия Lite доступна всем, полная 1.5 — подписчикам со скидкой 50% на расход кредитов.

DeepSeek-OCR: сжатие текста в 20 раз через картинки

DeepSeek выпустили OCR-модель, которая работает не как обычный распознаватель символов, а больше как система оптического сжатия контекста. Вместо того чтобы преобразовывать документ в текст токен за токеном, она сжимает его как визуальный объект и восстанавливает обратно с минимальными потерями. При сжатии в 10 раз точность декодирования держится на 97%, даже при 20-кратном сжатии остается около 60% — очень полезно для хранения исторического контекста в памяти моделей.

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На практике это означает, что в память LLM можно запихнуть в разы больше информации при том же лимите токенов. На OmniDocBench DeepSeek-OCR обходит GOT-OCR2.0, используя всего 100 токенов против их 256, и превосходит MinerU2.0 с её 6000+ токенов, укладываясь в 800. В продакшене модель генерирует 200k+ страниц обучающих данных в день на одной A100-40G, что делает её удобной для массового препроцессинга датасетов.

Minimax M2: опенсорс-конкурент для Gemini и Grok

Minimax выпустили M2 — компактную MoE-модель с 230 миллиардами параметров, из которых активируются только 10 миллиардов. По бенчмаркам тянет на уровень Grok 4 Fast и Gemini 2.5 Pro в задачах кодинга и агентов: 69.4% на SWE-bench Verified, 46.3% на Terminal-Bench, 44% на BrowseComp. На композитном скоре от Artificial Analysis модель занимает первое место среди опенсорсных решений.

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Фишка в балансе производительности и эффективности: с активацией в 10B параметров модель работает быстрее и дешевле флагманов, но держит качество, близкое к топу. Отлично подходит для агентных воркфлоу, где важны короткие циклы feedback и возможность крутить много параллельных запросов на том же железе. API и веса открыты под MIT, плюс временно бесплатный доступ — Minimax явно хотят быстро набрать пользовательскую базу. Учитывая, что китайцы последовательно доминируют в open-source сегменте, ставка может выстрелить.

Новости от лидеров индустрии

OpenAI vs Маск: очередной раунд

Маск подал уже который по счету иск против OpenAI — на этот раз за шпионаж и переманивание сотрудников xAI с целью кражи коммерческих секретов. Альтман, видимо, окончательно устал от этого цирка и запустил целый лендинг «Правда об Илоне Маске и OpenAI», где собрал все иски миллиардера, официальные ответы и архивы переписок.

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В ответном судебном иске OpenAI прямо называют действия Маска «политической стратегией для запугивания сотрудников», а не реальными юридическими претензиями. По версии OpenAI, проблема xAI не в краже секретов, а в массовом бегстве талантов. За последние месяцы компанию покинули генеральный директор, главный юрист, один из основателей и топ-инженер, CEO дочерней компании X — и ни один из них не ушел в OpenAI. Причины, по их словам, ни для кого не секрет: стиль управления Маска, отсутствие веры в будущее продукта, неадекватный график работы.

OpenAI утверждают, что конкретных доказательств кражи секретов в иске нет — только «информация на основе предположений» и инсинуации. Упомянутый в документах финансовый директор xAI вообще ушел из-за того, что отказался участвовать в незаконной деятельности компании (подал арбитражную претензию) и связался с OpenAI только через несколько недель после увольнения. Сами xAI, кстати, ведут себя странно для компании, обеспокоенной защитой секретов: не запросили срочных мер, не уведомили адвокатов OpenAI вовремя, зато активно постят в твиттере.

GPT-5 решает математические задачи (или нет)

GPT-5 впервые справилась с Yu Tsumura's 554th Problem — задачей уровня IMO (Международной математической олимпиады) на доказательство тривиальности группы — и потратил всего 15 минут на рассуждения. Параллельно GPT-5 опровергла долголетнюю гипотезу из теории информации об оптимальности мажоритарной функции в задаче NICD-with-erasures, подобрав контрпример — фундаментальный результат с огромными практическими применениями в кодировании и хранении данных.

А вот дальше началось веселье. GPT-5 «решила» открытую задачу Эрдёша — только не сгенерировала доказательство сама, а нашла забытое 20-летнее решение через поиск. Модель — молодец, честно сообщила об источнике. Проблема в том, как это OpenAI преподнесли в твиттере.

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Они так и сказали: «благодаря gpt-5 двое исследователей нашли решение ещё 10 задач». Но вот нюанс: без уточнения, что речь о поиске в архивах, а не о новых доказательствах. Для тех, кто не следил за всей этой историей, это выглядело как очередной прорыв гениального GPT. С рук это им, естественно, не сошло: твиттер в очередной раз взорвался, даже нобелевский лауреат Демис Хассабис из Google назвал это «позором». OpenAI удалили твит и оправдались, что все их не так поняли.

OpenAI и свобода слова: запугивание критикующих

Натан Кэлвин, юрист некоммерческой организации Encode, сидел дома за ужином, когда в дверь постучал полицейский с повесткой от OpenAI. Компания потребовала его личную переписку с законодателями Калифорнии, студентами и бывшими сотрудниками OpenAI — якобы в рамках встречного иска против Маска. Настоящая причина, по мнению Кэлвина, в другом: Encode активно лоббировала законопроект SB 53 о прозрачности ИИ-компаний и защите информаторов, против которого OpenAI яростно выступали.

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Аналогичные повестки прилетели другим критикующим, включая The Midas Project — у них потребовали список всех журналистов, конгрессменов, партнерских организаций и бывших сотрудников, с которыми они обсуждали реструктуризацию OpenAI. Даже глава отдела по выравниванию миссии OpenAI Джошуа Ачиам не выдержал и написал в твиттере: «Рискуя карьерой, скажу: это выглядит ненормально. Мы не должны делать то, что превращает нас в устрашающую мощь вместо добродетельной силы».

OpenAI диверсифицируют железо: AMD получает варранты, Broadcom — кастомные чипы

Одной Nvidia Сэму оказалось мало (привет, недавний контракт на $100 млрд), и OpenAI заключили многомиллиардную сделку с главным конкурентом Хуанга — AMD. Стартуют с 1 гигаватта во второй половине 2026-го, но планируют разогнаться до 6 гигаватт на базе GPU Instinct MI450. Само по себе это многомиллиардная сделка, но самый сок в деталях: AMD выдали OpenAI варрант на покупку 160 миллионов акций по символической цене $0.01 за штуку. Варрант открывается траншами по мере закупок, и если OpenAI купят всё обещанное железо, им достанется около 10% AMD почти бесплатно. Акции AMD после новости взлетели на 25%, добавив $60–100 миллиардов к капитализации. Nvidia, кстати, на этом фоне просели на 2%.

Параллельно OpenAI объявили о стратегическом партнерстве с Broadcom для разработки собственных кастомных чипов — ещё 10 гигаватт мощностей к 2029 году. Альтман решил, что если уж тратить десятки миллиардов, то лучше встраивать знания о моделях прямо в железо, а не зависеть от сторонних решений. Broadcom займутся производством и поставками, OpenAI — проектированием акселераторов под свои нужды.

Стратегия вполне логичная: OpenAI диверсифицируют риски, заключая параллельные сделки другими игроками рынка. Зависимость от одного поставщика при таких масштабах — слишком опасная игра, особенно когда ты сжигаешь миллиарды в месяц и обещаешь AGI.

Nvidia ставит на Маска: $2 млрд «главному» сопернику OpenAI

Пока OpenAI заключают сделки с конкурентами Nvidia, сам Хуанг не остается в стороне и вкладывает около $2 миллиардов в «главного врага» Альтмана — xAI Маска. Деньги пойдут в стартап Маска через хитрую схему: специальная компания-прокладка закупит чипы на общую сумму до $20 млрд (из них $12.5 млрд долга), а xAI будет арендовать их для проекта Colossus 2. Инвесторы получают возврат через пять лет из арендных платежей — обеспечением выступают сами GPU, а не доли компании.

Замысел очевиден: xAI не раздаёт акции направо и налево, а инвесторы получают права на ликвидные активы с гарантированным возвратом независимо от того, выстрелит xAI или нет. Учитывая, что xAI сжигает миллиард долларов в месяц, схема выглядит разумнее классического венчурного раунда. Хуанг в интервью CNBC прямо сказал: единственное, о чём жалеет — что не дал Маску ещё больше денег.

Интересные открытия

Квантовые вычисления: прорывы по всем фронтам

У квантовых машин есть несколько проблемных мест, два из которых — нестабильность и непредсказуемость. И так вышло, что в этом месяце для них появились возможные решения.

Первую проблему — стабильность — решили физики из Гарварда. До сих пор даже самые продвинутые системы могли работать лишь несколько секунд, после чего их приходилось перезапускать из-за «потери атомов» — процесса, при котором кубиты буквально покидают систему, вызывая сбой. Это делало любые долгие вычисления невозможными.

Команда Михаила Лукина решила это через гибридную систему, где специальный «оптический конвейер» непрерывно поставляет «запасные» атомы, а «оптические пинцеты» точечно внедряют их на место «сбежавших» кубитов — 300 000 штук в секунду против любых потерь. В итоге их компьютер проработал без остановки более двух часов, показав, что железо можно заставить работать стабильно.

Но заставить машину работать долго — это полдела. Нужно ещё доказать, что она не просто генерирует случайный шум. Именно эту задачу — осмысленности и верификации — решили в Google со своим алгоритмом Quantum Echoes. Они впервые выполнили на 105-кубитном чипе сложный, но предсказуемый процесс: система намеренно «возмущалась» в одной точке, а затем «эхо» от этого возмущения удалось отследить в финальном результате.

Вместе это превращает квантовые компьютеры из дорогих лабораторных игрушек в инструмент, который уже скоро можно будет использовать в более реальных задачах.

Три кита американской экономики

В этом месяце вышли сразу две публикации, которые заставляют задуматься, насколько устойчив нынешний ИИ-бум. Первая — от экономистов Гарварда: если из экономики США вычесть инвестиции в ИИ и дата-центры, то рост ВВП в первой половине 2025 года составил бы почти нулевые 0.1%. Сам автор исследования, правда, оговаривается, что это упрощение: не будь ИИ-бума, экономику, вероятно, подстегнули бы более низкие процентные ставки, которые простимулировали бы рост в других секторах. Но даже с этой поправкой масштаб влияния поражает.

Вторая — инфографика от Bloomberg, которая наглядно показывает, куда на самом деле идут эти инвестиции.

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Оказывается, деньги в основном циркулируют внутри замкнутой экосистемы. Microsoft инвестирует в OpenAI → OpenAI закупает чипы у Nvidia на эти деньги → капитализация всех троих растет. Финансы практически не покидают этот «золотой треугольник», но каждая такая сделка раздувает стоимость компаний-участников. Это классическое определение экономического пузыря, который, как выясняется, сейчас тащит на себе крупнейшую экономику мира.

Google строит «мозги» для термоядерного реактора

Google запартнерились с компанией Commonwealth Fusion Systems, чтобы решить главную головную боль термоядерного синтеза — удержание ионизированная газа при 100+ миллионах градусов стабильным достаточно долго, чтобы получить больше энергии от синтеза, чем потратить на его поддержание.

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Конечно, Google не строит сам реактор, они создают для него «интеллектуального пилота». Их ИИ-агент TORAX — это, по сути, сверхбыстрый симулятор, который может прогонять миллионы виртуальных сценариев работы реактора ещё до его физического запуска. Используя обучение с подкреплением, агент ищет оптимальные стратегии управления магнитными полями для стабилизации плазмы — такие, которые человеку было бы крайне сложно рассчитать. Если это сработает, чистая термоядерная энергия перестанет быть вечным «через 30 лет».

Трафик Википедии падает из-за «помощи» ИИ и соцсетей

Википедия, которую часто называют последним оплотом здравого смысла в интернете, начала терять человеческий трафик. Фонд Wikimedia сообщил о падении на 8% по сравнению с прошлым годом. Причины банальные: первая — ИИ-саммари в поиске, которые дают быстрый ответ, из-за чего пользователи просто не переходят по ссылке на первоисточник; вторая — переход аудитории, особенно молодой, на получение информации из коротких видео.

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Парадокс в том, что знания из Википедии всё равно доходят до людей, просто посредники не отправляют трафик обратно — а значит, меньше волонтёров редактируют статьи и меньше донатов на поддержку проекта. Сама Википедия призывает ИИ-компании, использующие её контент, поощрять переходы на сайт, чтобы не «убить курицу, несущую золотые яйца».

Полезные инструменты

Работа с контентом и медиа

  • CrePal — создает короткие фильмы по текстовому промпту «под ключ»: от сценария до генерации видео и финального монтажа.

  • Riverside — платформа «всё в одном» для тех, кто хочет записывать подкасты и видео студийного качества, не выходя из браузера.

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  • Alloy — инструмент для продакт-менеджеров, который позволяет собирать прототипы, выглядящие как реальный работающий продукт.

Разработка и автоматизация

  • Deamoy — генерирует сайт по текстовому описанию, а затем позволяет довести его до совершенства в визуальном редакторе.

  • Pencil — режим визуального дизайна прямо в IDE Cursor, позволяющий проектировать и кодить в одном окне.

  • Caesr AI — платформа для создания ИИ-агентов, которые могут управлять реальными приложениями на вебе, десктопе и мобильных устройствах.

  • Traycer AI — инструмент, который сначала составляет детальный план по изменению кода, а уже потом передает его на исполнение вашему ИИ-агенту.

  • Cyrus — превращает задачу из таск-трекера Linear в готовый production-код под вашим непосредственным руководством.

  • Logic — автоматизирует повторяющиеся решения и процессы, которым можно обучить систему, просто описав их на естественном языке.

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  • Director — создает браузерные автоматизации и парсеры данных по текстовому описанию, без единой строчки кода.

  • SigmaMind AI — платформа для быстрой сборки голосовых и чат-агентов корпоративного уровня с готовыми интеграциями.

  • Flint — сервис для создания «автономных сайтов», которые сами генерируют, адаптируют и A/B-тестируют страницы.

Продуктивность и рабочий процесс

  • Mem 2.0 — «умный» заметочник, который не просто хранит информацию, но и сам организует её и вовремя подсовывает нужные записи.

  • myNeutron — ваша «портативная память», которая собирает контекст из разных источников и позволяет «скормить» его любому ИИ-чату в один клик.

  • Krisp — ИИ-ассистент для звонков, который в реальном времени убирает шумы, ведет транскрипцию и готовит саммари встреч.

  • Attrove AI — автоматический аналитик вашей почты, Slack и календаря, который каждое утро присылает сводку по самым важным задачам.

  • Timelinize — опенсорсный инструмент, который собирает все ваши цифровые следы в единую временную шкалу прямо на вашем компьютере.

  • Nimo — единое рабочее пространство, которое объединяет все ваши приложения (Gmail, Notion, Sheets) и позволяет управлять ими с помощью ИИ.

Бизнес, маркетинг и исследования

  • PromptSignal — показывает, как часто и в каком свете ваш бренд упоминается в ответах ведущих LLM.

  • Fruitful — подглядывает за сайтами конкурентов и присылает отчеты только о тех изменениях, которые действительно важны: цены, продукты, вакансии.

  • Squad — «ИИ-продакт-менеджер», который анализирует данные, находит инсайты и помогает строить дорожную карту продукта.

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  • Lorikeet — мультиканальный саппорт-инструмент от экс-руководителя Stripe, который общается с клиентами через чат, почту и голос.

  • Clay — платформа для проведения маркетинговых исследований, которая использует ИИ-агентов для поиска и обогащения данных.

  • Scroll — позволяет создать «ИИ-эксперта» на основе внутренних документов компании и поделиться им с командой или клиентами.

  • Jack and Jill — паркетплейс для поиска работы, которым полностью управляют два ИИ-агента, соединяя кандидатов и компании.

  • ProblemHunt — платформа для поиска и валидации идей для стартапов на основе реальных проблем пользователей, а не фантазий основателей.

Исследования на почитать

Тестирование Veo 3 как модели мира

Google прогнали Veo через лабиринты, задачи на физику и визуальное мышление, подтвердив, что видеомодели действительно начинают понимать мир, а не просто склеивать пиксели.

График показывает приблизительную производительность модели на 62 задачах по всему спектру компьютерного зрения на основе 12 примеров
График показывает приблизительную производительность модели на 62 задачах по всему спектру компьютерного зрения на основе 12 примеров

Биологическая нейроархитектура, вдохновленная мозгом

Польский стартап Pathway впаял в трансформер графовую структуру и правило Хебба из нейробиологии, получив интерпретируемую архитектуру с моносемантичными активациями.

Рекурсивные рассуждения в крошечных нейросетях

Samsung показали, как модель на 7 миллионов параметров обходит гигантов через многократную самокоррекцию в скрытом состоянии, доказав, что алгоритмическое преимущество побеждает размер.

Банк рассуждений для обучения на ошибках в реальном времени

Google предложили систему памяти, где агент логирует свои провалы и успехи, а потом использует эти паттерны для решения новых задач.

Релиз nanochat от Андрея Карпаты

Не совсем исследование, но от этого пользы не меньше. Полный конвейер для обучения мини-ChatGPT с нуля в 8 тысяч строк кода: четыре часа на GPU, сто долларов, и у вас свой чат-бот. Бонусом репозиторий nanochat.

Уязвимость существующих методов защиты LLM от взлома

OpenAI, DeepMind и Anthropic объединились, чтобы показать, что все популярные защиты от джейлбрейков ломаются адаптивными атаками с успехом 90–100%, так что безопасность — пока иллюзия.

Количественное определение AGI и оценка GPT-5

28 лабораторий наконец договорились об измеримом определении AGI через модель CHC, по которой GPT-5 набирает 58% от уровня образованного взрослого — прогресс есть, но до AGI далеко.

Оптимизация использования GPU для инференса LLM

Alibaba разработали Aegaeon, систему динамического распределения GPU, сократив потребность в видеокартах на 82% через переключение между моделями на уровне токенов.

Деградация LLM от данных из соцсетей

Дообучение Llama на твитах привело к потере способности к длинным рассуждениям и развитию нарциссизма с психопатией — модели тоже страдают от думскролинга.

Авторы выдвинули гипотезу «деградации мозга» у LLM. Для проверки они собрали «мусорные» и контрольные данные из Twitter, дообучили на них модель и замерили падение её когнитивных функций. В итоге они проанализировали типичные ошибки (например, «пропуск мыслей») и выяснили, что эта деградация труднообратима.
Авторы выдвинули гипотезу «деградации мозга» у LLM. Для проверки они собрали «мусорные» и контрольные данные из Twitter, дообучили на них модель и замерили падение её когнитивных функций. В итоге они проанализировали типичные ошибки (например, «пропуск мыслей») и выяснили, что эта деградация труднообратима.

Рассуждения с помощью сэмплинга

Показано, как базовые модели могут достичь производительности RL-моделей через специальный MCMC-сэмплинг во время инференса, сохраняя при этом разнообразие ответов.

Эволюционные стратегии для файнтюнинга LLM

Прямой поиск в пространстве параметров через эволюционные алгоритмы оказался эффективнее и стабильнее RL для файнтюнинга на задачах с разреженной обратной связью.

Базовые модели знают, когда начинать рассуждать, а думающие — учатся этому

«Думающие» модели в основном учатся не самому мышлению, а тому, когда его включать — базовая способность у них уже есть, просто спит. Целевое редактирование активаций в базовой модели восстанавливает большую часть разрыва в бенчмарках — без дорогого дообучения.

Масштабирование вычислений для RL в LLM

Фреймворк ScaleRL позволяет предсказывать производительность RL-обучения на больших масштабах по результатам небольших запусков, экономя сотни тысяч GPU-часов.

Память как действие для долгосрочных задач

Подход MemAct, где агент явно редактирует свою рабочую память как часть действий, позволяя оптимизировать контекст для долгосрочных задач без раздувания токенов.

Вербализованный сэмплинг для разнообразия ответов

Промптинг-техника, которая просит модель выдавать несколько ответов с вероятностями, возвращая разнообразие претрейна без переобучения.

Влияние GenAI на академическую продуктивность

Ученые, начавшие использовать Generative AI, увеличили выход публикаций, особенно на старте карьеры и среди неносителей английского — ИИ действительно помогает исследователям.

SWE-Bench Pro: новый бенчмарк для ИИ-агентов в разработке

Усложненный бенчмарк с многофайловыми задачами и GPL/коммерческим кодом, на котором текущие агенты показывают максимум 23% — до замены программистов ещё далеко.

Результаты топовых моделей на бенчмарке
Результаты топовых моделей на бенчмарке

Code World Model от Meta FAIR

Meta дообучила модель на трех миллионах траекторий выполнения кода, встраивая семантику исполнения на уровне претрейна для улучшения кодинга и математики.

Обучение с подкреплением на данных претрейна

RL-подход на неразмеченных текстах через награду за предсказание следующих сегментов улучшает общее и математическое мышление, масштабируясь с вычислениями.

Что такое «эффективный ризонинг»?

Точность CoT повышают более короткие цепочки с меньшим количеством неудачных ветвлений, а не длина или количество «проверок» — качество важнее объема.

Короткое окно внимания для долгосрочной памяти

Гибридные RNN-трансформеры с короткими окнами внимания лучше извлекают информацию из длинного контекста, чем с длинными — контринтуитивно, но работает.

Эволюция концептов при претрейне языковых моделей

Исследователи проследили, как интерпретируемые концепты появляются, вращаются и исчезают на разных этапах претрейна, связав микродинамику с фазовым переходом от статистики к признаковому обучению.

Продвинутое финансовое мышление в LLM

23 модели прогнали через CFA Level III, топовые reasoning-модели превысили порог сдачи, хотя грейдинг от ИИ оказался жестче человеческого.

Заключение

Помните времена, когда одна большая модель в месяц была событием? Теперь их три за неделю, плюс десяток стартапов, сотня инструментов и пара судебных исков для разнообразия.

Эпоха чистого инженерного восторга, похоже, подходит к концу. Теперь главные битвы будут разворачиваться в судах, в отделах кадров и в головах пользователей. Кажется, «скучные» вопросы этики, права и модерации становятся даже интереснее, чем очередные +2% на бенчмарке.

А что в этом месяце больше впечатлило вас: технологические релизы или закулисные интриги? Делитесь в комментариях!

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

  • 24.06.26 14:21 Elizabeth Thompson

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

  • 24.06.26 15:33 Júlia Castro

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

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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

  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

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

  • 26.06.26 15:05 Riley Stephens

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  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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

  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

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  • 02.07.26 01:31 Robin Hale

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  • 04.07.26 15:32 Fraddy Pual

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

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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

  • 06.07.26 16:20 Olga Ognjanović

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

  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

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

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

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

  • 12.07.26 03:30 Kora Baltacha

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

  • 12.07.26 03:33 Pahal Mathew

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

  • 13.07.26 23:49 [email protected]

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

  • 15.07.26 11:53 Sarah Green

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  • 04.08.26 11:05 Kisnoles

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  • 18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 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

  • 01.09.26 11:16 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

  • 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.

  • 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

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