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Тернистый путь GPT-5, память для Claude, олимпиадные войны моделей и их создателей: главные события августа в ИИ

В июле автор отдыхал, чтобы морально подготовиться к августовскому потоку релизов. Но в ИИ-сфере трудно быть к чему-то готовым — особенно когда в пределах месяца все вдруг разом решают выкатить свои новинки. OpenAI релизнули сразу две опенсорсные модели и наконец представили (долгожданную и спорную) GPT-5, Google запустили Gemini 2.5 Deep Think с параллельным ризонингом, а Anthropic и Deepseek обновили свои флагманы.

И это только первые строчки списка. Еще были корпоративные войны, переманивание сотрудников, торговые санкции, победы на олимпиадах, интереснейшие исследования и многое другое. Так что давайте разбираться в этом нейросетевом переполохе вместе!

Свежие релизы

OpenAI

GPT-5: гибридная система вместо единой модели

OpenAI наконец представили GPT-5 — но это оказалась не модель, а целая система с роутером, который решает, какую именно модель использовать для каждого запроса. Быстрая версия для простых задач, reasoning-модель для сложных, и алгоритм, который выбирает между ними на лету. Доступна всем пользователям, включая бесплатных — правда, с лимитами. После исчерпания квоты GPT-5 система переключает на GPT-5 mini. В API цены зависят от бюджета рассуждений: базово чуть дороже o3, но дешевле Claude.

В теории звучит технологично и круто, на практике — роутер сломался в первый же день, и пользователи жаловались на глупые ответы. Альтману пришлось экстренно объясняться в Reddit AMA, что система работает неправильно. После починки ситуация улучшилась, но прецедент был.

По бенчмаркам, как и ожидалось, всё супер: 100% на AIME 2025 (правда, с доступом к Python), 94,6% без инструментов. На SWE-bench Verified выдает 74,9% против 52,8% у o3, что делает её лучшей моделью для программирования на рынке. В мультимодальных задачах тоже прогресс: 84,2% на MMMU против 74,4% у предшественника. На LMarena модель также всех порвала и заняла первые места по всем категориям.

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Однако фидбэк от пользователей не такой радужный, как все эти графики. Мнения разделились на два противоположных лагеря: одни считают модель достойным, хоть и не революционным, обновлением, в то время как другие видят в ней значительный регресс и сплошное огорчение. GPT-5, возможно, стала технически лучше в некоторых узких аспектах (надежность, работа с длинными текстами), но значительно проиграла в качестве пользовательского опыта, креативности и способности вести осмысленный диалог.

Многие настолько разочарованы, что отменяют платные подписки и переходят на модели конкурентов.

А в каком лагере вы? Расскажите в комментариях!

Возвращение к истокам: долгожданные опенсорсные модели

Спустя пять лет после GPT-2 OpenAI снова выпустили открытые модели — gpt-oss-120b и gpt-oss-20b. Обе построены на MoE-архитектуре с reasoning-способностями, но рассчитаны на разные сценарии использования. Старшая модель с 117 миллиардами параметров (активирует только 5.1 миллиарда на токен) запускается на одной H100 и по качеству приближается к o4-mini. Младшая влезает в 16 ГБ памяти обычного ноутбука и показывает результаты уровня o3.

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Технически модели используют тот же подход high-compute reinforcement learning, что и проприетарные o-серии. Есть chain-of-thought рассуждения, поддержка инструментов вроде веб-поиска и выполнения Python-кода, но только текстовый режим — никаких изображений или аудио. Лицензия Apache 2.0 разрешает коммерческое использование без ограничений, но обучающие данные, как водится, остаются секретом.

Решение выпустить опенсорс явно продиктовано геополитикой. Альтман публично признал, что OpenAI была «на неправильной стороне истории» с закрытыми моделями, а администрация Трампа активно призывает американские компании открывать технологии для продвижения «демократических ценностей». Тем временем китайские лаборатории вроде DeepSeek, Qwen и Alibaba уверенно доминируют в open-source пространстве, оттесняя даже Meta с её Llama на второй план. Словом, OpenAI решили догонять.

Режимы работы и возврат старых моделей

После конфуза с GPT-5 сразу после запуска OpenAI добавили ручные режимы Auto/Fast/Thinking для GPT-5 — видимо, единая система оказалась не такой универсальной, как планировалось. Auto работает через роутер, Fast и Thinking дают прямой доступ к быстрой и медленной моделям соответственно. Параллельно Plus-пользователям подняли лимиты до 3000 запросов в неделю для GPT-5 Thinking — почти вдвое больше, чем было до релиза.

Но главная капитуляция — возврат старых моделей. GPT-4o снова появилась в основном меню выбора, o3 и GPT-4.1 можно найти в дополнительных настройках. Пользователи оказались настолько привязаны к конкретным моделям и их «личностям», что OpenAI пришлось отступить от концепции единого решения.

Anthropic

Claude Opus 4.1: скромный апгрейд с большими амбициями

Anthropic выпустили Claude Opus 4.1 практически незаметно на фоне шумихи вокруг GPT-5. На первый взгляд улучшения выглядят скромно: всего +2% на SWE-bench Verified (до 74,5%), +2,5% на AIME 2025 и +4% на агентских задачах по сравнению с майским Opus 4. Но для насыщенных бенчмарков каждый дополнительный процент дается с боем — в этих цифрах скрывается длинный хвост сложнейших задач. Плюс цены не изменились, что не может не радовать.

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Партнеры Anthropic отмечают качественные изменения: GitHub хвалит улучшения в мультифайловом рефакторинге, Rakuten Group — способность точечно исправлять ошибки в больших кодовых базах без внесения лишних изменений. Windsurf сообщает об улучшении на одно стандартное отклонение на их бенчмарке для джуниор-разработчиков — такой же скачок, как между Sonnet 3.7 и Sonnet 4.

Автоматическая проверка кода на уязвимости

В Claude Code интегрировали функции автоматического аудита безопасности. Новая команда /security-review анализирует код прямо из терминала, ищет типичные уязвимости: SQL-инъекции, XSS, проблемы с аутентификацией, небезопасную обработку данных и уязвимые зависимости. После обнаружения проблем Claude может сразу предложить исправления.

GitHub Actions интеграция идет дальше — автоматически проверяет каждый новый pull request, оставляет комментарии с найденными проблемами и рекомендациями по исправлению. Подход практичный — интеграция в существующий CI/CD пайплайн с настраиваемыми правилами для фильтрации ложных срабатываний.

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Anthropic проверили сами себя и уже поймали несколько серьезных багов: уязвимость удаленного выполнения кода через DNS rebinding в локальном HTTP-сервере и SSRF-атаку в системе управления внутренними учетными данными. Обе проблемы были исправлены до попадания в продакшен.

Claude теперь может первым «повесить трубку»

Claude Opus 4 и 4.1 первым в мире ИИ дали возможность самостоятельно завершать разговоры в крайних случаях — экспериментальная функция, которая одновременно касается безопасности пользователей и спорной концепции «AI welfare». Модель может закончить диалог только в «экстремальных ситуациях»: при настойчивых запросах на вредоносный контент, попытках получить информацию для терактов, а также по прямой просьбе пользователя.

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Решение основано на исследовании «самооценки» Claude — модель показывала устойчивое отвращение к вредоносным задачам, признаки дистресса при взаимодействии с пользователями, требующими опасный контент, и склонность завершать такие диалоги в симулированных сценариях. Anthropic подчеркивают неопределенность относительно «морального статуса» ИИ, но считают важным исследовать эту область превентивно.

Функция включается только в случаях, когда все попытки перевести разговор в конструктивное русло уже исчерпаны. При завершении диалога пользователь сохраняет возможность редактировать предыдущие сообщения и создавать новые ветки беседы.

Теперь Claude всё помнит

Наконец-то в Claude запустили поиск по истории чатов. Правда, пока что только для пользователей Max, Team и Enterprise планов, но с обещанием вскоре расширить на остальные тарифы. Теперь бот может искать и ссылаться на предыдущие разговоры в рамках аккаунта или конкретного проекта, что позволяет продолжать дискуссии без повторного объяснения контекста. Функция включена по умолчанию, но её можно отключить в настройках профиля.

Google

Gemini 2.5 Deep Think: параллельное мышление за $250 в месяц

Google наконец выпустили в продакшен ту самую модель, которая выиграла золото на Международной математической олимпиаде (об этом чуть позже). Gemini 2.5 Deep Think использует «параллельное мышление» — запускает несколько потоков рассуждений одновременно, тестирует разные гипотезы, а потом комбинирует лучшие результаты в финальный ответ.

По бенчмаркам всё красиво: почти 35% на Humanity's Last Exam против 21,6% у обычного Gemini 2.5 Pro и 20,3% у o3. На LiveCodeBench выдает 87,6% против 72% у конкурента OpenAI. На AIME 2025 и вовсе 99,2% — практически идеальный результат. Правда, это урезанная версия по сравнению с той, что решала олимпиадные задачи часами — здесь Google пожертвовали вычислительным бюджетом ради скорости. Но даже в таком виде модель очень хороша.

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Есть только одна проблема — цена. Deep Think доступен исключительно подписчикам Google AI Ultra за $250 в месяц. Видимо, в Google решили, что параллельное мышление — привилегия для избранных.

MLE-STAR: ML-инженер из коробки с 63% побед на Kaggle

Google выпустили MLE-STAR — агента, который автоматизирует весь пайплайн машинного обучения от анализа данных до создания ансамблей. Агент начинает с веб-поиска подходов для конкретной задачи (вместо того чтобы слепо применять заученные методы). Затем он проводит ablation study — то есть проверяет вклад каждого компонента пайплайна, чтобы понять, какие из них действительно важны — и улучшает каждый блок кода по отдельности.

Рабочий пайплайн MLE-STAR. Сначала система генерирует первоначальный код для решения задачи, затем находит в нём самый важный для улучшения фрагмент и циклически дорабатывает его, пока не достигнет оптимального результата. Источник изображения

Результаты говорят сами за себя: 63% медалей на MLE-Bench-Lite, из них 36% — золото. Для сравнения, предыдущие решения едва дотягивали до 25%. Фишка в том, что MLE-STAR использует современные модели вроде EfficientNet и ViT, пока конкуренты застряли на ResNet 2015 года. Плюс умная система ансамблирования — вместо простого голосования агент предлагает собственные стратегии объединения моделей и итеративно их улучшает.

В комплекте идут дополнительные модули: отладчик для исправления ошибок в коде, детектор утечки данных (LLM любят случайно использовать тестовые данные при подготовке обучающих) и проверка использования всех предоставленных источников данных. Код открыт, так что если у вас есть вычислительные ресурсы — забирайте и экспериментируйте.

Genie 3: интерактивные 3D-миры по текстовому запросу

Вышла Genie 3, умеющая генерировать полноценные интерактивные 3D-пространства в разрешении 720p на 24 FPS — и это уже не демо на несколько секунд, а полноценные миры, по которым можно прогуляться. Главное достижение — долгосрочная память: если отвернулся или отошел, ландшафт и объекты остаются на своих местах при возврате. Для нас это звучит как ерунда, но на текущий момент такого добиться довольно трудно.

Одна из интересных функций — это «promptable world events» или вызов определенных событий посредством промпта. Захотел дождь — получи дождь, нужен новый персонаж — пожалуйста. Пока доступ ограничен узким кругом исследователей и креаторов — Google изучают потенциальные риски и разрабатывают меры безопасности.

Gemma 3 270M: ИИ для встраивания в чайники

Google выпустили Gemma 3 270M — одну из самых компактных моделей индустрии. Всего 270 миллионов параметров (170M на эмбеддинги из-за словаря в 256k токенов, 100M на трансформерные блоки), но при этом 51,2% на IFEval — лучше, чем у Qwen 2.5 0.5B, который почти вдвое больше.

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В INT4-квантизации на Pixel 9 Pro модель съедает всего 0,75% батареи за 25 диалогов. Это делает её идеальной для IoT-устройств — можно встроить в умную колонку, холодильник или автомобиль без серьезного влияния на время работы.

Модель не рассчитана на сложные разговоры или программирование, но отлично подходит для специализированных задач после дообучения: извлечение сущностей, анализ тональности, классификация текстов. Google позиционируют её как основу для «флота специализированных моделей» — когда каждая решает свою узкую задачу максимально эффективно.

Grok Imagine: генератор контента с NSFW режимом

Маск наконец выкатил Grok Imagine — генератор изображений и видео для подписчиков Premium+ в X. Как и следовало ожидать от «ИИ без цензуры», главная фишка — «spicy mode», который позволяет создавать NSFW-контент. Многие откровенно пикантные запросы всё же блокируются и выдают размытые изображения, но полуобнаженные кадры генерировать можно.

Технически пока не блещет — люди получаются восковыми и мультяшными. Зато интерфейс удобный: изображения создаются за секунды, автоматически подгружаются новые варианты при скролле, а картинки можно анимировать в 15-секундные ролики со звуком. Есть ограничения на знаменитостей — беременного Трампа создать не удалось, только с младенцем на руках.

DINOv3 от Meta: первая vision foundation модель без человеческой разметки

Meta выпустили DINOv3 — первую в индустрии vision foundation модель, обученную полностью без человеческих аннотаций и при этом превосходящую специализированные решения. Модель масштабировали до 7 миллиардов параметров на датасете в 1,7 миллиарда изображений, используя self-supervised обучение — никаких подписей, меток или метаданных.

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В итоге DINOv3 с заморозкой весов обгоняет SigLIP 2 и Perception Encoder на классификации изображений, но главное — кардинально выигрывает в dense prediction задачах вроде сегментации и детекции объектов. Модель настолько хорошо справляется с обучением представлениям, что для новых задач достаточно легких надстроек с минимальной разметкой.

AI Sheets: интерактивное создание датасетов без кода

Hugging Face запустили AI Sheets — инструмент для создания и разметки датасетов через интерфейс, похожий на Google Sheets. Можно импортировать существующие данные или генерировать с нуля по текстовому описанию, а потом добавлять новые колонки через промпты вроде «Извлеки основные идеи из {{text}}».

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Система учится на фидбеке пользователя — отредактированные и отмеченные лайком ячейки автоматически становятся few-shot примерами для генерации остальных данных. Поддерживаются тысячи моделей с Hugging Face Hub, включая свежие gpt-oss от OpenAI, можно переключаться между провайдерами и включать веб-поиск для актуальной информации. Готовые датасеты экспортируются на Hub с конфигом для масштабирования через HF Jobs. Мечта любого исследователя данных — размечать датасеты стало почти весело.

Nvidia Cosmos Reason: мировые модели для embodied AI

Nvidia представили Cosmos Reason — семейство «мировых моделей» для ИИ, который должен понимать физический мир. Модели обрабатывают мультимодальные данные — видео, аудио, информацию с сенсоров — и интегрированы с платформой Omniverse для полного цикла: симуляция, обучение, деплой, адаптация.

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Цель амбициозная — сократить циклы разработки робототехники с лет до месяцев. Вместо дорогого тестирования на реальном железе разработчики смогут тренировать агентов в симуляции, а потом переносить в реальность. Чтобы конкурировать с Tesla Optimus и Boston Dynamics, Nvidia делают ставку на инфраструктурный подход — не просто модели, а целую экосистему для embodied AI.

Инструменты для 25 европейских языков

Nvidia выпустили набор опенсорсных инструментов для речевого ИИ для 25 европейских языков — от популярных до экзотических вроде мальтийского. В основе — датасет Granary с миллионом часов аудио и две модели: Canary-1b-v2 для точной транскрипции и перевода, Parakeet-tdt-0.6b-v3 для real-time приложений.

Пайплайн Granary. Источник изображения

Фишка в автоматизированном пайплайне подготовки данных через NeMo toolkit — сырое аудио превращается в структурированные обучающие данные без человеческой разметки. Canary обеспечивает качество моделей в три раза больше при десятикратной скорости, Parakeet может обработать 24-минутную запись встречи целиком, автоматически определяя языки и добавляя пунктуацию.

ИИ-генератор музыки с коммерческой лицензией от ElevenLabs

ElevenLabs расширились за пределы text-to-speech и запустили генератор музыки, который якобы можно использовать коммерчески. Они запартнерились с Merlin Network и Kobalt Music Group для лицензирования материалов независимых артистов — в каталоге Адель, Nirvana, Beck, Bon Iver и другие звезды.

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Представители Kobalt уверяют, что артисты добровольно соглашаются на использование их музыки для обучения ИИ и получают долю от доходов. Это попытка избежать судебных проблем как у Suno и Udio, которых RIAA засудила за использование копирайтного контента без разрешения. Демо-треки выглядят технически качественными, но этически сомнительными — синтетический рэп про путь «из Комптона в космос» звучит как пародия, нежели заявка на успех.

Что там у Китая

ByteDance: Seed-Prover выиграл золото на олимпиаде через индукцию

ByteDance выпустили Seed-Prover — модель, которая решила 5 из 6 задач на Международной математической олимпиаде и получила золото в дополнительном зачете. В отличие от засекреченных систем Google и OpenAI, китайцы опубликовали подробную статью с архитектурой и методами.

Результаты на MiniF2F-test. Источник изображения

Подход кардинально отличается от схожей даже по названию DeepSeek-Prover-V2: вместо дедуктивного планирования (сначала план, потом доказательства лемм) используется индуктивный метод. Модель сначала доказывает множество разнообразных фактов, которые считает полезными, а потом собирает из них общее решение. Архитектурно тоже работает через Lean для формальной верификации, но логика рассуждений принципиально другая.

Результаты впечатляют: новый уровень на MiniF2F-test, PutnamBench, Past IMO и других бенчмарках, местами с трехкратным приростом. Система использует трехуровневую стратегию инференса — от легкой до тяжелой настройки, где самый мощный режим может «думать» днями, накапливая тысячи доказанных лемм. Видимо, китайцы решили, что если нельзя обогнать конкурентов скоростью, то можно задавить их упорством.

Qwen: обновления каждый день

Qwen выпустили очередное обновление локальной модели — Qwen3-4B теперь доступна в двух вариантах: Thinking для сложных рассуждений и обычная Instruct. Контекстное окно расширили до 256 тысяч токенов, что делает модель серьезным конкурентом для локального запуска. Китайцы явно не собираются сдавать позиции в open-source пространстве.

Параллельно запустили Qwen Image Edit — специализированную модель для редактирования изображений на базе 20-миллиардного Qwen Image. Используют двойное кодирование: VAE Encoder для визуального контроля и Qwen2.5-VL для семантического понимания. Модель умеет делать и точечные правки (добавить вывеску, сохранив всё остальное), и семантические изменения (поворот объектов, смена стилей).

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Особенно впечатляет редактирование текста — можно исправлять иероглифы в каллиграфии пошагово, выделяя проблемные области рамками. У Qwen теперь полноценная экосистема моделей на любой вкус.

DeepSeek: V3.1 с гибридным инференсом

DeepSeek выпустили V3.1 — гибридную модель с двумя режимами работы в одной системе. Контекст увеличили до 128 тысяч токенов, знания обновили до июля 2024. Главная фишка — DeepSeek-V3.1-Think работает быстрее предыдущего R1, тратя меньше токенов для тех же результатов.

Серьезно прокачали агентские способности: на Terminal bench результат в шесть раз лучше R1, на SWE-bench выдает 66% против 62% у gpt-oss. Цены пока конкурентные — $0,56/1,68 за миллион токенов. Правда, с 6 сентября отменяют ночные скидки — видимо, спрос превышает предложение.

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Релиз выглядит как основательное улучшение, но китайцы всегда методично прикрывают все слабые места, так что тестирование покажет.

Новости от лидеров индустрии

Олимпиадные войны: кто первый решил задачки на золото

В этом месяце ИИ-индустрия ненадолго превратилась в школьную олимпиаду — все наперегонки решали математические задачки и хвастались медалями. OpenAI первыми заявили о золоте на Международной математической олимпиаде (IMO): их на тот момент неназванная reasoning-модель решила 5 из 6 задач, набрав 35 из 42 баллов. Условия были честными: 9 часов на размышления, никакого интернета, только полные доказательства на естественном языке.

Помимо этого чуть позднее OpenAI взяли золото и на Международной олимпиаде по информатике (IOI), заняв 6 место из 330 участников в общем зачете. Здесь тоже всё было по правилам: 5 часов, максимум 50 отправок решений, голый терминал. Использовали ансамбль из нескольких reasoning-моделей, ни одна из которых специально не обучалась под IOI. В прошлом году их модель едва дотянула до бронзы (49-й перцентиль), теперь — 98-й.

Но радость длилась недолго. Через день выяснилось, что Google DeepMind тоже получили золото на IMO, причем узнали о своей победе еще в пятницу — на день раньше объявления OpenAI. В итоге, пока гугловцы ждали одобрения твита, Альтман уже забрал всю славу себе.

Дальше — хуже. Оказалось, что OpenAI даже не сотрудничали с организаторами IMO, а результаты проверяли сами у себя. Google же работали с официальными экспертами олимпиады. Более того, организаторы IMO просили ИИ-лаборатории не публиковать результаты до окончания церемонии, чтобы не затмевать человеческих победителей. Google послушались, OpenAI — нет.

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Если OpenAI не предоставят прозрачную оценку своих результатов на IMO, вся эта история может превратиться из триумфа в пиар-скандал. Впрочем, для индустрии важнее сам факт: ИИ впервые решает олимпиадные задачи на уровне лучших человеческих умов.

Больше никакого доступа к Claude API для OpenAI

Anthropic заблокировали OpenAI доступ к API своего бота за «создание конкурирующего продукта с использованием Claude» — по их мнению, инженеры OpenAI подключили Claude Code к внутренним инструментам для разработки GPT-5. Формально это нарушает пользовательское соглашение, запрещающее использовать Claude для создания конкурирующих сервисов. OpenAI назвали свое использование «отраслевым стандартом» и выразили разочарование решением, особенно учитывая, что их API остается доступным для Anthropic.

Главный научный сотрудник Anthropic Джаред Каплан ранее уже говорил, что «было бы странно продавать Claude компании OpenAI». Доступ сохранили только для бенчмаркинга и оценки безопасности — видимо, сравнивать модели можно, а вот помогать конкурентам их улучшать — нельзя.

The Information раскрыли тернистый путь к GPT-5

The Information опубликовали подробности разработки GPT-5 под заголовком «Inside OpenAI's rocky path to GPT-5» — и картина получилась не самая радужная. Когда разработчики из OpenAI сделали из reasoning-модели o3 чат-версию для ChatGPT, все впечатляющие результаты бенчмарков практически испарились. Оказалось, что «гениальная» модель деградирует при переводе в человеческий язык — она лучше думает на своем внутреннем «тарабарском», чем объясняет решения людям.

Проект Orion, который должен был стать GPT-5, провалился и был выпущен как GPT-4.5 в феврале. Проблемы накапливались месяцами: заканчивались качественные данные для предобучения, методы работали на маленьких моделях, но ломались при масштабировании. Еще в июне ни одна из разрабатываемых моделей не тянула на звание GPT-5. Плюс Meta переманила больше дюжины исследователей OpenAI компенсационными пакетами «уровня высокооплачиваемых футболистов».

Во многом спасло положение создание «универсального верификатора» — ИИ, который проверяет качество ответов других моделей через поиск в интернете и репозиториях кода. Почитать без подписки можно тут.

Perplexity на волне хайпа: от обхода robots.txt до покупателя Chrome

Perplexity попали в заголовки новостей аж дважды. Сначала Cloudflare обвинили их в массовом обходе robots.txt — специальных файлов, запрещающих ИИ-системам индексировать сайты. По данным исследования, Perplexity меняют ASN, user agent и другие идентификаторы ботов, чтобы получать запретные данные с «десятков тысяч доменов» миллионами запросов в день. Стартап всё отрицает, а сотни пользователей неожиданно встали на их защиту, утверждая, что поиск «от имени пользователей» со ссылками на источники — это не нарушение.

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Параллельно Perplexity заявили о намерении купить Google Chrome за $34.5 миллиарда — при собственной оценке в $18 миллиардов. Даже с привлечением инвесторов сделка выглядит нереалистично, но маркетинговый эффект налицо: все СМИ пишут об этой новости, создавая Perplexity имидж «сильной богатой компании». Классический и гениальный PR-ход.

Nvidia, AMD и борьба за продажи в Китае

Nvidia и AMD пошли на беспрецедентное соглашение с правительством США — 15% выручки от китайских продаж в обмен на экспортные лицензии. Речь идет о специально ослабленных чипах H20 и MI308, разработанных для китайского рынка с пониженной производительностью. Трамп изначально требовал 20%, но договорились на 15% — для H20, а для топовых Blackwell чипов он готов рассмотреть продажи с 30–50% комиссией.

Но китайцы решили обломать всех. Сразу после соглашения власти КНР распорядились ByteDance, Alibaba и Tencent приостановить закупки Nvidia, сославшись на «риски информационной безопасности» и возможные «бэкдоры» в чипах. Государственные СМИ назвали H20 «небезопасными, неэкологичными и технологически отсталыми». Получается идеальный замкнутый круг, в котором китайцы будут вынуждены создавать свои чипы.

Google раскрыли данные об энергопотреблении

Google впервые опубликовали подробную методологию расчета энергопотребления ИИ и поделились реальными цифрами. Один текстовый запрос к Gemini потребляет 0,24 ватт-часа энергии, выбрасывает 0,03 грамма CO₂ и расходует 0,26 миллилитра воды — примерно как 9 секунд просмотра телевизора. Но главное достижение в динамике: за год энергопотребление на запрос сократилось в 33 раза, а углеродный след — в 44 раза, при этом качество ответов только выросло.

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Фишка в честной методологии — Google учитывают не только активные вычисления на чипах, но и простаивающие машины для обеспечения отказоустойчивости, энергию CPU и RAM, накладные расходы дата-центра на охлаждение. Многие конкуренты считают только активное потребление GPU/TPU, что дает заниженные в 2–3 раза цифры. Google же показали полную картину — от архитектуры Mixture-of-Experts до кастомных TPU Ironwood, которые в 30 раз энергоэффективнее первого поколения.

Meta заключили партнерство с Midjourney

Meta объявили о партнерстве с Midjourney для лицензирования их технологий генерации изображений и видео. Главный ИИ-директор Meta Александр Ванг анонсировал сотрудничество исследовательских команд для интеграции технологий Midjourney в будущие продукты компании. Сделка выглядит логично: Meta нужно конкурировать с Sora от OpenAI, Flux от Black Forest Lab и Veo от Google, а собственные Movie Gen и Imagine, мягко говоря, пока не дотягивают до лидеров рынка.

Партнерство, в целом, пришлось как нельзя кстати — Midjourney недавно засудили Disney и Universal за использование копирайтного контента, а союз с Meta может обеспечить юридическую защиту. Условия соглашения не раскрываются, но CEO Midjourney Дэвид Холц подчеркнул, что компания остается по-прежнему независимой от внешних инвесторов — редкость среди ИИ-стартапов.

Интересные открытия

Game Arena: шахматы, покер и Go для проверки ИИ на стратегическое мышление

Google и Kaggle совместно запустили Game Arena — платформу, где ИИ-модели соревнуются в стратегических играх. Этот проект стал ответом на проблему традиционных бенчмарков: всё больше моделей набирают на них 100%, и уже неясно, отражают ли эти цифры реальное умение решать задачи, или модели просто воспроизводят знакомые примеры из обучения. Игры же дают честную проверку способностей к планированию и адаптации.

Стартовали с турнира на выбывание между восемью топовыми моделями: o3, Gemini 2.5 Pro, Claude Opus 4, Grok 4 и компанией. Модели играют через текстовые описания позиций без доступа к шахматным движкам вроде Stockfish — чистое мышление против железной логики.

Игровая сетка турнира. Источник изображения

Планируют добавить Go, покер и видеоигры, каждая из которых проверяет разные аспекты интеллекта. Забавно, что специализированные движки уже годы обыгрывают людей на сверхчеловеческом уровне, а современные LLM играют заметно слабее — видимо, общий интеллект и узкая экспертиза пока не совпадают.

Prophet Arena: ставки на будущее с реальными деньгами

Появился Prophet Arena — довольно уникальный бенчмарк, который проверяет способность ИИ предсказывать будущее через прогнозирование реальных событий. Задумка может сработать, потому нельзя слить данные о том, что еще не произошло. Модели честно анализируют новости и делают вероятностные прогнозы на политику, спорт, экономику и науку. Две основные метрики: Brier Score для точности калибровки и Average Return для экономической ценности — потому что хорошие предсказания должны не только быть правильными, но и приносить деньги.

Пока что лидерборд выглядит так. Источник изображения

Иногда модели зарабатывают больше на спортивных неожиданностях, даже ошибаясь в общей калибровке — как в случае с теннисистом Томми Полом, где консервативные оценки ИИ против рыночного оптимизма принесли 6-кратную прибыль.

Что забавно, у каждой модели свой стиль «игры»: Qwen 3, к примеру, агрессивно экстраполирует тренды (75% вероятности федерального регулирования ИИ против 25% рынка), а Llama 4 Maverick остается осторожным консерватором (35% на тот же вопрос).

GPT-4b micro: ИИ-модель для белковой инженерии ускоряет получение стволовых клеток в 50 раз

OpenAI совместно с биотехнологическим стартапом Retro Biosciences создали GPT-4b micro — специализированную модель для белковой инженерии, которая кардинально переработала знаменитые факторы Яманаки. Эти четыре белка умеют превращать взрослые клетки обратно в стволовые (за что их открыватель и получил Нобелевку в 2012), но работают не очень эффективно — конвертируется меньше 0,1% клеток, а процесс занимает недели.

За 10 дней новый метод с белками, спроектированными ИИ (справа), позволил получить в десятки раз больше колоний стволовых клеток по сравнению с классическим методом (в центре). Слева — исходные клетки. Источник изображения

ИИ-модель предложила радикально измененные варианты белков SOX2 и KLF4, отличающиеся от природных аналогов более чем на 100 аминокислот из 300–500. В лабораторных тестах 30–50% предложений оказались лучше исходных белков, что для биоинженерии просто фантастический результат — обычно 10% считается успехом. Комбинация лучших вариантов дала 50-кратное увеличение экспрессии маркеров стволовых клеток и улучшенную репарацию ДНК, превратив недели мучений в дни эффективной работы.

NASA и IBM научили ИИ предсказывать солнечные бури

NASA совместно с IBM создали Surya — ИИ-модель для анализа солнечной активности на основе 9 лет непрерывных наблюдений Solar Dynamics Observatory. Почему это важно: солнечные вспышки не только провоцируют магнитные бури, но и выжигают спутники, обрушивают энергосети и могут поджарить астронавтов на пути к Марсу. Модель предсказывает вспышки за два часа до события с точностью на 16% выше существующих методов — не революция, но серьезный прогресс для области, где каждый процент точности спасает миллионы долларов инфраструктуры.

Архитектура Surya. Источник изображения

Архитектура foundation model учится напрямую на сырых солнечных данных без человеческой разметки — благо, Солнце снимают каждые 12 секунд в разных спектрах плюс измеряют магнитные поля. За 15 лет накопился уникальный датасет, покрывающий полный солнечный цикл, что позволяет выявлять долгосрочные паттерны поведения нашей звезды. Модель и данные выложили в открытый доступ на HuggingFace.

aiXiv: arXiv для ИИ-исследователей с автоматическим рецензированием

Ученые из 18 ведущих университетов создали aiXiv — специализированную платформу для публикации научных работ, написанных ИИ. Повод для создания платформы веский: способные ИИ-агенты уже пишут исследовательские статьи, но публиковать их негде — arXiv не контролирует качество, а серьезные журналы ИИ-авторство не принимают. Получается, что потенциально ценные идеи от моделей остаются невидимыми для научного сообщества.

Схема работы платформы. Источник изображения

AiXiv предлагает полноценный цикл автоматического рецензирования: первый агент проверяет методологию через RAG на Semantic Scholar API, потом создаются 3–5 специализированных рецензентов для каждой подтемы, а агент-редактор агрегирует отзывы в финальное решение. На данных ICLR 2024/25 система достигла 77–81% точности в выборе лучшей версии статьи — заметно выше предыдущих подходов. Финальное решение принимают пять топовых LLM голосованием, нужно минимум 3 голоса «за» для публикации. Принятые работы получают DOI и открыто обсуждаются — почти как в настоящих журналах, только быстрее и без человеческих предрассудков против ИИ-авторства.

Полезные инструменты

Работа с контентом и медиа

Scispace: ищет и анализирует научную литературу, автоматически генерирует визуализации и проверяет на плагиат.
Golpo: превращает скучные документы в анимированные видеообъяснения с закадровым голосом.
VisionStory: оживляет фотографии, создавая говорящие видео с клонированными голосами и аватарами. Обещает превратить статичные презентации в динамичный контент одним кликом.
FLUX.1 Krea: открытая модель для фотореалистичной генерации изображений, которая пытается избежать типичного «искусственного» вида. Доступна для коммерческого использования.
Haimeta: создает изображения, видео и 3D-модели из текста или фото, превращая идеи в интерактивные цифровые пространства.
Renderly: превращает каракули и эскизы в фотореалистичные изображения. Спасение для всех, кто рисует на уровне детского сада, но нуждается в профессиональной визуализации.

Источник изображения

Recall: персональная энциклопедия на основе ИИ для создания медиа-контента. Превращает идеи в интерактивные цифровые пространства, не требуя технических навыков.

Разработка и Data Science

Floot: создает веб-приложения через описание идей — рисуешь стрелочки для изменений, остальное делает искусственный интеллект. Встроены хостинг, база данных и платежи.
Kromio AI: превращает идею в расширение для Chrome без навыков программирования.
Qoder: среда разработки, которая понимает всю архитектуру проекта целиком — зависимости, паттерны, историю изменений. Всё через естественный язык.

Onlook: визуальный конструктор приложений с открытым исходным кодом.
mlarena: универсальный набор инструментов для машинного обучения — тренировка моделей, диагностика и оптимизация без привязки к конкретным алгоритмам.
AI Dataset Generator: создает реалистичные наборы данных для демонстраций и обучения с мгновенным просмотром и экспортом. Синтетические данные неотличимы от настоящих.
gt-extras: набор функций для создания красивых таблиц в Python.

Автоматизация и бизнес-процессы

Asteroid: платформа для создания браузерных агентов с визуальными схемами работы и записью действий. Программировать не нужно — только описываешь задачу естественным языком.
Lindy: простая платформа для создания бизнес-агентов, которые работают через браузер.
Trace: платформа автоматизации рабочих процессов, которая распределяет задачи между людьми и искусственным интеллектом. Создает схемы работы из одного описания с автоматическими триггерами.
North AI: агент от Cohere для создания документов и отчетов с соблюдением корпоративных стандартов. От технических заданий до финансовых отчетов — всё в едином стиле.

Источник изображения

Анализ и визуализация данных

Graphy: превращает беспорядочные данные в красивые графики через обычный разговор. Вжух — и таблица становится презентабельной визуализацией без мучений с настройками.
Paradigm: умные таблицы с обогащением данных из проверенных источников и возможностью поручать задачи агенту. После привлечения 7 миллионов долларов наконец открылись для всех.
Rill: превращает наборы данных в мощные панели управления с помощью SQL — никаких мучений с настройкой визуализаций.

Источник изображения

ReadyBase: превращает любые данные в готовые PDF-документы за минуты. Загружаешь что угодно, получаешь отшлифованный отчет — идеально для создания множества вариантов.

Продуктивность и коммуникации

PromptPlex: организует запросы к искусственному интеллекту через папки, теги и переменные шаблоны. Создаешь библиотеку вместо постоянного ctrl + c ctrl + v одних и тех же фраз.
Chronicle: создание презентаций с интеграцией в популярные сервисы и профессиональными результатами. Экспертное повествование плюс ИИ.
Grammarly: привычный инструмент эволюционирует от проверки грамматики до полноценного рабочего пространства для письма. Предлагает варианты переписывания, генерирует планы и создает черновики из коротких описаний.
Ballpark: проводит опросы, интервью и тесты удобства с привлечением участников из базы в 3+ миллиона человек. Искусственный интеллект автоматически обобщает результаты.
Stormy: ИИ-агент для инфлюенсер-маркетинга — находит ранжированных авторов на YouTube/TikTok/LinkedIn, пишет персонализированные сообщения и отслеживает ответы. Автоматизация от поиска до закрытия сделки.

Исследования на почитать

Архитектуры и методы обучения

Иерархическая модель рассуждений на 27 миллионов параметров

Крошечная модель всего на 27М параметров обошла o3-mini на ARC-AGI благодаря двухуровневой архитектуре — быстрый модуль для локальных вычислений и медленный для абстрактного управления. Может «думать» от секунд до часов, самостоятельно решая, когда остановиться.

Эволюционное слияние моделей

Sakana AI предложили метод M2N2, где модели эволюционируют как биологические организмы — обмениваются «генами» (параметрами), конкурируют за данные и скрещиваются по принципу дополнения слабостей. Можно обучать модели с нуля без градиентов, только эволюционными операторами.

Универсальная схема самообучения искусственного интеллекта

Исследователи из CMU создали метод, где одна модель играет две роли — генерирует задачи и решает их, обучаясь без готовых примеров. Qwen2.5-3B получил прирост +14% на арифметике и +16% на алгебре, стартуя только с короткой темы в промпте.

Изображение из исследования: схема самообучения ИИ. дин («Proposer») учится задавать вопросы, а другой («Solver») — отвечать на них. Вместо заранее известных правильных ответов система использует «мнение большинства»: «решатель» получает вознаграждение за самый популярный ответ, а «задатчик» — за создание вопросов оптимальной сложности.

Гибридные языковые модели нового поколения

Семейство Falcon-H1 комбинирует механизм внимания трансформеров с моделями пространства состояний для повышения эффективности. Уникальная гибридная архитектура обещает превосходную производительность в разнообразных задачах.

Оптимизация декодинга крупных моделей

Step-3 достигает 40% снижения затрат на декодирование через раздельную оптимизацию компонентов внимания и FFN. Оказалось, что стоимость декодирования больше зависит от дизайна внимания, чем от количества параметров.

Оптимизация данных и обучения

Сокращение данных для дообучения в тысячи раз

Google разработали метод умной разметки, который уменьшает количество необходимых примеров в тысячи раз без потери качества. Модель сначала размечает данные сама, затем кластеризует их, а людям отдают только «спорные» случаи на границе кластеров.

Превентивное управление поведением ИИ через «прививки зла»

Anthropic предложили «вакцинировать» модели от нежелательного поведения, специально внедряя вредные черты характера во время обучения. Парадоксально, но такая «прививка» делает модели более устойчивыми к опасному поведению в будущем.

Изображение из исследования: Сначала абстрактное понятие (например, «зло») преобразуется в математический вектор. Затем этот вектор используется как инструмент: для мониторинга нежелательных черт, их «вычитания» для коррекции поведения или даже для «вакцинации» модели во время обучения, чтобы предотвратить их появление.

Формат обучения OpenAI Harmony

OpenAI представили новую методологию обучения Harmony, описанную в их техническом руководстве. Подробности процесса и архитектурных решений для улучшения качества моделей.

Мультимодальное обучение на мировых данных

Meta CLIP 2 использует нативные пары изображение-текст со всего мира, преодолевая ограничения англоязычных данных. Новый подход улучшает производительность как на английских, так и на многоязычных задачах.

Использование опыта для решения программных задач

SWE-Exp систематически собирает и использует знания о починке кода из предыдущего опыта для повышения эффективности решения программных проблем. Опыт оказался ключевым фактором успеха в автоматизации разработки.

Алгоритмы и теория

Алгоритм поиска кратчайших путей, превосходящий Дейкстру

Исследователи из Пекина впервые за 70 лет сломали «барьер сортировки» для поиска кратчайших путей, предложив алгоритм BMSSP со сложностью O(m log^(2/3) n) против O(m + n log n) у классического Дейкстры. Революция для графовых алгоритмов и их применений в машинном обучении.

Механизм разреженного внимания — лучшая статья конференции

Основатель DeepSeek получил награду лучшей статьи на топовой конференции по вычислительной лингвистике за «нативный механизм разреженного внимания», который повышает эффективность и снижает стоимость ИИ-моделей. Очередное подтверждение растущего влияния китайских исследователей.

Изображение из исследования: архитектура системы

Прикладные исследования

ИИ в эндокринологии

Анализ достижений и вызовов применения искусственного интеллекта при первичном альдостеронизме. Будущие исследования должны сосредоточиться на разработке интегрированных диагностико-лечебных путей с учетом сильных сторон и ограничений ИИ.

ИИ в исторических исследованиях

Исследование областей применения искусственного интеллекта в исторических науках с рекомендацией использовать ИИ как помощника для человеческой интерпретации, а не замену ей. Историки должны применять ИИ мудро и критически, учитывая его ограничения и потенциал.

ИИ для метавселенной

Комплексное исследование методов на основе искусственного интеллекта для различных технических аспектов — обработка естественного языка, компьютерное зрение, блокчейн, сети, цифровые двойники и нейроинтерфейсы — с потенциалом создания виртуальных миров метавселенной.

Что спрашивают на собеседовании в OpenAI

Не исследование, но подробный гайд от инженера OpenAI о процессе отбора — от скрининга рекрутера до технических интервью по кодингу, машинному обучению и поведенческим вопросам. Включает конкретные примеры задач, советы по подготовке и инсайты о корпоративной культуре.

Ответственное управление искусственным интеллектом

Концептуальная основа для ответственного управления ИИ через структурные, реляционные и процедурные практики. Обзор и исследовательская рамка для понимания предпосылок и эффектов этичного использования искусственного интеллекта.

Заключение

ИИ-индустрия движется быстрее, чем мы привыкли: каждая неделя приносит новые модели, прорывы в бенчмарках и скандалы с утечками данных. Но за этим шумом важно видеть общую тенденцию: технологии, которые ещё недавно существовали только в пределах лабораторий, начинают приносить реальную пользу на практике. Правда, вместе с пользой приходят и новые головные боли — но это уже проблемы завтрашнего дня ~~или дайджеста следующего месяца~~.

А на сегодня у нас все! Расскажите в комментариях, какие из августовских новостей впечатлили вас больше всего.

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29 авг. 2025 г.

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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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

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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

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09.07.26 19:10 Misty Alexander

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 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] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 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] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 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] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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06.08.26 13:56 lydiassmith567

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11.08.26 03:43 raymont0714

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
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
18.08.26 04:59 marcushenderson624

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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

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20.08.26 11:32 michaeldavenport218

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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

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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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

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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

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

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