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Н Новости

GPT-5.2 назло Google, релиз DeepSeek-V3.2 и кризис в Apple: главные события декабря в ИИ

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Символично, что Merriam-Webster выбрал словом 2025 года «Slop» — тот самый бесконечный поток сгенерированного мусора, которым становится завален интернет. В новостных лентах ситуация похожая: отделить реальные релизы от маркетингового шума становится всё сложнее.

Но отставить панику! Мы уже собрали все главные новости декабря в один дайджест. В этот раз в предновогоднем «меню» — долгожданные Gemini 3 Deep Think и DeepSeek V3.2, пачка новинок от Mistral и сразу несколько релизов от OpenAI. Заодно обсудим последние корпоративные скандалы и поделимся подборкой нашумевших исследований и инструментов для разработки.

Погнали разбираться, что принесла нам под ёлку ИИ-индустрия в последнем месяце года!

Навигация

Свежие релизы

ㅤㅤЛинейка GPT-5.2: погоня за артефактами и победа над ARC-AGI

ㅤㅤGPT-5.2-Codex: работа над ошибками и поиск уязвимостей

ㅤㅤGPT Images 1.5: редактирование здорового человека и читаемый текст

ㅤㅤApp Store в ChatGPT: теперь официально

Открытые модели V3.2: уровень Gemini 3 Pro и «золото» на олимпиадах

Sparse Attention и ставка на RL

Gemini 3 Deep Think спустя месяц увидела свет

Gemini 3 Flash: быстро, дешево и почти сердито

Gemini Deep Research: автономный исследователь

T5Gemma-2 и FunctionGemma: большие возможности в микро-размере

ㅤㅤСемейство Mistral 3: французский ответ конкурентам

Devstral 2 и терминальный компаньон Vibe CLI

Mistral OCR 3: читает даже врачебный почерк

Новости рынка

Интересные события и тренды

Полезные инструменты

Исследования на почитать

Заключение

Свежие релизы

OpenAI

Линейка GPT-5.2: погоня за артефактами и победа над ARC-AGI

Кажется, в OpenAI живут по принципу «ни дня покоя конкурентам». Стоило Google сделать анонс своих новинок, как буквально через пару часов Сэм Альтман выпустил «ответку». И это не просто минорный апдейт, а целая новая модель GPT-5.2 в трех вариантах: Instant, Thinking и Pro. Рассказываем, что в ней такого.

Главное изменение в новой версии — фокус на генерацию рабочих артефактов, то есть осязаемых результатов работы модели (кода, документов, схем). Но OpenAI не были бы собой, если бы не придумали собственные метрики для этих артефактов, где они заведомо побеждают.

В этот раз нам представили GDPval — бенчмарк, оценивающий «экономически полезную работу» в 44 профессиях. Заявляется, что Thinking-версия справляется с задачами уровня «белого воротничка» в 70% случаев лучше и в 11 раз быстрее профильных специалистов. На практике это означает, что модель наконец-то научилась верстать сложные документы и финансовые отчеты без необходимости править каждую вторую ячейку руками. Визуальную часть тоже подтянули: модель теперь адекватно воспринимает пространственное расположение объектов (например, на схемах материнских плат), а не просто перечисляет, что видит.

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Для тех, кому важнее качество размышлений, а не их скорость, завезли уровень ризонинга xhigh. В этом режиме модель Pro первой набрала 90% в тесте ARC-AGI-1 (том самом бенчмарке Франсуа Шолле на абстрактное мышление, который долго был камнем преткновения для трансформеров).

На усложненной второй версии теста результат скромнее — около 54%, но для текущего этапа развития это всё равно прыжок выше головы. Правда, за интеллект придется платить: цены в API на версию 5.2 выше, чем на 5.1, а думает она в некоторых режимах дольше. Но OpenAI парирует тем, что благодаря улучшенной логике модель реже ошибается и тратит меньше токенов на переписывание ответов.

GPT-5.2-Codex: работа над ошибками и поиск уязвимостей

Выпустили и новый GPT-5.2-Codex. В этой версии разработчики сосредоточились на «допиливании» уже существующего функционала. Если в версии 5.1 нам продавали саму возможность работы в терминале Windows и сжатие контекста, то здесь упор сделан на качество выполнения сложных, длинных задач («long-horizon work») и кибербезопасность.

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Однако, куда интереснее выглядит потенциал модели в сфере безопасности. Насколько этот инструмент стал мощным (и опасным), показал недавний инцидент. Инженер из Privy с помощью предыдущей версии GPT‑5.1-Codex-Max в паре с Codex CLI наткнулся на три новых уязвимости в React Server Components, которую проглядели люди-аудиторы. Модель не просто нашла дыру, а провела полноценный фаззинг и написала эксплойт. С учетом того, что новая модель ещё мощнее и пока не дотянула до уровня «High» по внутреннему Preparedness Framework, в компании решили перестраховаться: доступ к полной версии модели выдают только верифицированным исследователям через программу Trusted Access.

GPT Images 1.5: редактирование здорового человека и читаемый текст

Вслед за текстовыми моделями обновление получил и визуальный движок, и это тоже выглядит как ответ на успехи конкурентов (в этот раз — в области рендеринга текста).

Новая модель GPT Image 1.5 (доступна в API и чате) генерирует изображения в 4 раза быстрее предшественницы, а в API стоит на 20% дешевле. Наконец-то завезли адекватное точечное редактирование: можно попросить модель сменить одежду на персонаже или переставить мебель в комнате, и она сделает именно это, не перерисовывая освещение, фон и лица людей на заднем плане. Во всяком случае, так обещают в пресс-релизе.

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Второй важный апгрейд — рендеринг текста. Модель научилась адекватно отрисовывать инфографику, сложные макеты и даже Markdown, не превращая буквы в инопланетные глифы. В API это удовольствие стало на 20% дешевле и до 4 раз быстрее предшественника. OpenAI даже выпустили отдельный промптинг-гайд, где объясняют, как управлять композицией и стилем через структурированные запросы. Прямо в интерфейс добавили отдельный раздел Images с пресетами и фильтрами — видимо, чтобы снизить порог входа для обычных пользователей, далеких от промпт-инжиниринга.

App Store в ChatGPT: теперь официально

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Экосистема плагинов GPT Store, которая долгое время находилась в полуживом состоянии, наконец перерождается в полноценный маркетплейс. Разработчики получили доступ к Apps SDK (пока в бете) и возможность публиковать приложения в официальный каталог, а пользователи теперь могут искать их через поиск прямо внутри чата. Приложения могут быть вызваны через @упоминание или автоматически, если контекст диалога этого требует.

Пока что монетизация работает по старинке — приложения могут уводить пользователей на внешние сайты для оплаты товаров или услуг, но OpenAI уже тизерит появление нативных цифровых товаров. Судя по всему, компания пытается построить экосистему, аналогичную App Store, где ChatGPT выступает единым интерфейсом для всего. Ждем наплыв нового софта в начале года (хочется верить, что он будет более качественным, чем в первой итерации магазина).

DeepSeek

Открытые модели V3.2: уровень Gemini 3 Pro и «золото» на олимпиадах

Китайская лаборатория DeepSeek продолжает играть Робин Гуда от мира ИИ, выкладывая state-of-the-art-решения в опенсорс (или предоставля очень дешевый доступ). В этот раз выпустили сразу две модели: сбалансированную DeepSeek-V3.2 и монструозную DeepSeek-V3.2-Speciale. Последняя — это настоящая вычислительная мощь, заточенная под сложнейший ризонинг. Speciale оперативно забрала «золото» на международных олимпиадах IMO 2025 (математика), IOI 2025 (информатика) и ICPC WF 2025, обойдя по метрикам GPT-5 и вплотную приблизившись к Gemini 3.0 Pro.

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Правда, есть нюанс, и довольно большой. Авторы честно признают в техническом репорте, что Speciale сжирает токены как не в себя и абсолютно не оптимизирована по test-time compute. Фраза «оставили оптимизацию на будущие исследования» переводится с научного на русский как: «мы очень хотели побить рекорды на бенчмарках прямо сейчас, а об эффективности решили подумать завтра». Тем не менее, для задач, где стоимость ошибки выше стоимости токенов, это серьезный инструмент. Базовая же версия V3.2 позиционируется как рабочая лошадка для агентов, сравнимая с GPT-5 Pro, но гораздо более доступная.

Sparse Attention и ставка на RL

Отдельное внимание хочется уделить «секретным ингредиентам» успеха новых моделей.

Во-первых, это новая архитектура DeepSeek Sparse Attention (DSA). Инженеры отказались от стандартного механизма внимания в пользу Lightning Indexer и Top-k sparse selection. Первый сначала решает, какие прошлые токены важны для текущего, а второй выбирает топ-k самых релевантных. Только потом запускаются тяжелые вычисления. Это снизило сложность вычислений до линейной зависимости от количества выбранных токенов, что сильно помогает модели на длинных контекстах.

Второе слогаемое успеха — беспрецедентный масштаб пост-тренинга. DeepSeek потратили на RL-этап около 10% от бюджета претрейна (обычно тратят гораздо меньше), используя модифицированный алгоритм GRPO. Для этих моделей была создана целая «фабрика» синтетических данных: было сгенерировано более 1800 виртуальных сред, где модели методом проб и ошибок учились решать задачи.

Добавьте сюда дистилляцию знаний, где каждый эксперт в MoE обучается отдельно, и конвейер «Thinking in Tool-Use», где модель научили «думать» непосредственно в процессе использования инструментов, а не отдельными тактами. На выходе получите рецепт, как догнать лидеров рынка без «красных кодов» и необходимости закупать новые кластеры видеокарт.

Google

Gemini 3 Deep Think спустя месяц увидела свет

Google, наконец, перешла от слов к делу и официально выпустила режим Deep Think для линейки Gemini 3. Если вы следили за успехами компании в этом году, то наверняка помните специализированную версию Gemini 2.5, которая взяла золото на IMO и ICPC. Gemini 3 Deep Think — это идейный наследник той самой исследовательской модели, теперь доступный в пользовательском интерфейсе. В отличие от стандартных цепочек рассуждений, здесь используется параллельный ризонинг: модель генерирует несколько гипотез одновременно, проверяет их и только потом выдает результат.

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На бенчмарках подход оправдывает себя: 41% на Humanity’s Last Exam (HLE) и отличные 45.1% на ARC-AGI-2 (с выполнением кода). Джефф Дин с гордостью заявляет, что они «демократизировали технологии победителей олимпиад», но отмечает нюанс: это новая модель на базе той технологии, а не просто «разлоченный» чемпион прошлых соревнований. Ожидаемо, доступ пока только в подписке Ultra.

Gemini 3 Flash: быстро, дешево и почти сердито

Не забыли и про «масс-маркет». Gemini 3 Flash становится новой дефолтной моделью во всех продуктах компании. Новинка, призванная заменить 2.5 Flash, показывает результаты, которые заставляют задуматься о целесообразности использования «тяжелых» версий для рутины. В бенчмарке SWE-bench Verified Flash набрала 78%, обойдя не только предыдущую линейку, но и базовую Gemini 3 Pro.

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При цене $0.50 за миллион входных токенов она вполне может стать новым стандартом для агентских систем и циклов разработки, где нужно гонять тысячи запросов. Инженеры добились этого за счет оптимизации «мыслительного процесса»: модель динамически регулирует глубину размышлений и тратит на 30% меньше токенов, чем 2.5 Pro, сохраняя при этом качество ответов.

Gemini Deep Research: автономный исследователь

Третий крупный релиз — агент Gemini Deep Research, доступ к которому открыли через новый Interactions API. Google позиционирует его не как языковую модель, а как автономную систему для глубокого поиска. В отличие от обычных RAG-систем, которые просто дергают куски текста из первых ссылок выдачи, этот агент работает итеративно: планирует исследование, формулирует запросы, читает источники, находит пробелы в знаниях и идет искать снова.

Систему специально натаскивали через RL на снижение галлюцинаций и работу с фактами. Агент умеет переваривать не только веб, но и загруженные пользователем документы (PDF, CSV), сводя всё в единый отчет с цитатами. Чтобы продемонстрировать возможности, Google даже пришлось выпустить новый бенчмарк DeepSearchQA (так как на старых тестах агент упирался в потолок), где он показал 66.1%. Хорошо подойдет для тех, кому нужно автоматизировать Due Diligence, анализ рынка или первичный обзор научной литературы.

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T5Gemma-2 и FunctionGemma: большие возможности в микро-размере

В тени больших релизов от Google оказалась пара любопытных открытых моделей для тех, кто любит запускать нейронки локально.

Во-первых, Google внезапно решила сдуть пыль с классической архитектуры encoder-decoder. T5Gemma 2 — это попытка упаковать современные фишки вроде мультимодальности и длинного контекста в компактные размеры, используя базу Gemma 3. За счет хитростей вроде внедрения tied embeddings (связанных эмбеддингов) и merged attention (объединенного внимания в декодере), чтобы сэкономить параметры, инженерам удалось упаковать мультимодальность и контекст в 128k токенов в смешные по современным меркам размеры: 270M, 1B и 4B.

Во-вторых, специально для локальных агентов выпустили FunctionGemma. Это крошечная модель, чья единственная задача — быть идеальным «переходником» между человеческим языком и API. Она не будет писать вам стихи или философствовать, зато отлично парсит команды в JSON и вызывает функции прямо на устройстве (хоть на смартфоне, хоть на Jetson Nano). На дефолтных настройках точность всего 58% на Mobile Actions датасете, но после файнтюна подскакивает до 85%. По сути, модель должна работать как автономный агент для оффлайн-задач или как маршрутизатор, который простые команды обрабатывает на устройстве, а сложные отправляет в облако на Gemma 3 27B. Насколько это сработает на практике — покажет время, но сама идея локального агента на 270M параметров звучит интригующе.

Mistral

Семейство Mistral 3: французский ответ конкурентам

Французский стартап продолжает радовать любителей открытых весов, выкатив сразу целое семейство моделей под лицензией Apache 2.0. Флагман — Mistral Large 3, который впервые со времен легендарного Mixtral снова использует архитектуру Mixture of Experts (о причинах внезапного энтузиазма индустрии вокруг MoE мы уже рассказывали в прошлой статье).

Из 675 миллиардов параметров активны только 41 миллиард, что позволяет модели быть умной, но не слишком прожорливой на инференсе. Обучали это добро на кластере из 3000 NVIDIA H200, целясь в нишу между GPT-4o и Sonnet 3.5.

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Для тех, у кого нет собственного дата-центра, выпустили линейку Ministral 3 (3B, 8B, 14B). И что интересно, это не только Instruct, но и Reasoning-версии. Позиционируются они как модели для edge-устройств и оффлайн-работы на одной GPU. Все варианты поддерживают vision, контекст 128k–256k токенов и мультиязычность. Mistral утверждают, что после файнтюна малышки могут обходить более крупные закрытые модели, при этом генерируя на порядок меньше токенов для тех же задач.

Devstral 2 и терминальный компаньон Vibe CLI

Для задач кодинга представили Devstral 2 (123B) и Devstral Small 2 (24B). Тут французы проявили редкую для индустрии честность: на графиках сравнения они прямо показывают, что их флагман всё ещё уступает закрытому Claude 4.5 Sonnet, но при этом в 7 раз дешевле его. А ещё модель в 5 раз меньше DeepSeek V3.2 и в 8 раз меньше Kimi K2, при этом держит планку по качеству. Лицензии разделили: младшая 24B (влезающая в одну видеокарту) — Apache 2.0, старшая — модифицированная MIT.

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Вместе с моделями выпустили Mistral Vibe — CLI-агента, который работает прямо в консоли и умеет рефачить код, искать по кодовой базе, работать с git и выполнять команды. В отличие от Copilot, который живет в редакторе кода, Vibe работает на уровне файловой системы и Git. Он сканирует дерево проекта, понимает архитектуру и может самостоятельно править файлы или выполнять shell-команды. Доступен как расширение для Zed и интегрируется через Agent Communication Protocol. Пока что Devstral 2 бесплатен в API, но позже будет стоить $0,40/$2 за миллион токенов, что тоже вполне демократично.

Mistral OCR 3: читает даже врачебный почерк

Еще один релиз, который легко пропустить — Mistral OCR 3. Обновление OCR-движка может показаться скучным на фоне других новинок, но ровно до тех пор, пока вы не попробуете скормить LLM сложную финансовую таблицу. OCR 3 фокусируется именно на сохранении структуры: он не просто вытаскивает текст, а восстанавливает разметку таблиц (даже с объединенными ячейками и иерархией колонок), отдавая на выходе чистый Markdown или HTML.

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Создатели утверждают, что модель справится и с мятыми чеками, и при плохом освещении. При цене $2 за 1000 страниц это выглядит как крепкая альтернатива проприетарным решениям, особенно с учетом возможности локального деплоя.

Runway Gen-4.5: физика и биомеханика против масштаба

Пока OpenAI и Google бьются лбами, Runway (стартап на ~100 человек) выкатил модель Gen-4.5, которая умудрилась занять первое место на Video Arena, подвинув и Veo 3, и Sora 2 Pro. Инженеры сделали ставку не просто на красивую картинку, а на исправлении главных болячек видеогенерации. Модель значительно лучше понимает биомеханику движений и физические взаимодействия — жесты персонажей выглядят естественно, объекты правдоподобно взаимодействуют со средой. Управление камерой тоже подтянули.

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Впрочем, разработчики перестраховались и сразу обозначили ограничения. У Gen-4.5 всё ещё бывают проблемы с причинно-следственными связями (дверь может открыться до нажатия на ручку), объектным постоянством (кружка может исчезнуть, если её надолго загородить) и смещением в сторону успеха (любой удар по мячу заканчивается голом, даже если физика против). Но сам факт, что небольшая команда на чипах Nvidia (спасибо Дженсену Хуангу за поддержку) обходит корпорации, заставляет задуматься о том, что "Scale is all you need" — возможно, не единственная стратегия.

Kling O1: один движок для всего

В тот же день китайский Kling порадовал релизом VIDEO O1 — первой в мире унифицированной мультимодальной видеомодели. Идея в том, чтобы не переключаться между разными инструментами для генерации, редактирования и рестайлинга. O1 работает как единый «комбайн», который понимает контент на семантическом уровне. Это позволяет делать глубокое редактирование без сложных масок: можно попросить модель «заменить день на вечер» или «переодеть героя в скафандр», и она пересчитает освещение и геометрию кадра, сохранив лицо персонажа и динамику сцены.

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Модель поддерживает генерацию клипов от 3 до 10 секунд и умеет работать с референсами не только по стилю, но и по структуре — вы можете скормить ей видео с движением камеры и попросить повторить этот пролет в совершенно другой сцене. По внутренним тестам Kling, их детище обходит Google Veo 3.1 в задачах трансформации видео на 247% (цифра красивая, хоть и маркетинговая), но сама концепция «единого окна» для видеопродакшена выглядит очень жизнеспособной.

AWS Frontier Agents: Kiro и его команда

Amazon долго оставалась в стороне, но не выдержала и выложила сразу три автономных «сотрудника», которые должны закрыть весь цикл разработки ПО. Центральное место занимает Kiro — прямой конкурент Devin. Это автономный разработчик, который живет в вашей экосистеме, держит контекст проекта между сессиями и способен самостоятельно брать задачи из бэклога, писать код и оформлять пул-реквесты.

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Но код мало написать, его надо защитить и задеплоить. Для этого AWS представила Security Agent и DevOps Agent. Первый выступает в роли круглосуточного аудитора и пентестера: агент может проводить полноценное тестирование на проникновение за несколько часов прямо в процессе разработки. А если (или когда) всё упадет в продакшене, в дело вступит DevOps Agent. Он анализирует телеметрию, логи и трейсы, чтобы найти изначальную причину сбоя. Amazon утверждает, что внутри компании этот агент успешно расследовал 86% инцидентов, значительно сокращая время простоя. Ожидаемо, пока в раннем доступе для избранных, поэтому объективной оценки способностей системы придется подождать.

Nemotron 3 Nano от Nvidia: гибрид ежа с ужом (Mamba + Transformer)

NVIDIA решила занять ещё одну нишу и выпустила семейство моделей Nemotron 3 (не родственник Мегатрона). Флагманы Super и Ultra прибудут только в 2026-м, а пока нам дали «на затравочку» модель Nemotron 3 Nano. И это тот случай, когда архитектура интереснее размера. Инженеры скрестили Mamba (State Space Models) с классическим трансформером и упаковали это в MoE. Получился гибрид: слои Mamba отвечают за огромный контекст (до 1 миллиона токенов!) без пожирания памяти, трансформер — за точность рассуждений, а MoE-маршрутизация — за то, чтобы всё это работало быстро. В цифрах это 3.2 млрд активных параметров (при 31.6 млрд общих), что позволяет модели летать на одном H200 в 3.3 раза быстрее аналогов вроде Qwen3.

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Но главный подарок — это полный опенсорс! Они выложили не только веса, но и датасеты: 3 триллиона токенов в новом претрейн-датасете (плюс почти 10 триллионов в synthetic corpus), RL-среды для обучения агентов и рецепты сборки. Для исследователей, которые хотят понять, как собирать рабочие комбинации из разных архитектур, это просто клад. Осталось только найти свободные GPU, чтобы всё это запустить.

Grok Voice Agent API: демпинг и скорость

Компания Илона Маска продолжает агрессивную экспансию, теперь на поле голосовых ассистентов. Запущен Grok Voice Agent API, и его главные козыри — скорость и цена. Задержка до первого ответа составляет менее секунды (почти в 5 раз быстрее ближайшего конкурента, если верить их графикам), а стоимость зафиксировали на уровне $0.05 за минуту. Для сравнения, решение от OpenAI обходится примерно вдвое дороже, а ElevenLabs — в $0.08.

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Интересно, что стек полностью свой: от детектора голоса (VAD) до аудиомоделей, без использования сторонних API. Система уже обкатана на миллионах Tesla (где она управляет навигацией и климатом), так что это не лабораторный прототип. Поддержка русского языка заявлена на высоком уровне, как и многих других, причем Grok умеет переключаться между языками прямо посреди диалога. Из забавного: модель понимает режиссерские ремарки вроде [whisper] (шепот) или [sigh] (вздох), что открывает простор для создания очень эмоциональных (или криповых) ботов.

Transformers v5: конец эпохи

К своему пятилетию библиотека Transformers, ставшая уже в своем роде базой, подошла с грузом из 400+ поддерживаемых архитектур и миллионами строк кода, в которых начали путаться даже сами мейнтейнеры. Релиз пятой версии — это попытка этот «зоопарк» структурировать. Главное изменение, которое ждали (или боялись) многие — это официальный отказ от паритета бэкендов. Поддержка TensorFlow и Flax, которая годами тянула развитие библиотеки назад, сворачивается. Теперь PyTorch становится основным и единственным приоритетным фреймворком. Это развязывает разработчикам руки для глубокой интеграции с экосистемой: от тренировочных фреймворков вроде torchtitan до инференс-движков vLLM и SGLang.

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Помимо чистки легаси, фокус сместился на interoperability (совместимость). Transformers v5 превращается в хаб. Теперь квантование — это не сторонний плагин, а встроенная функция ядра, веса загружаются быстрее, а модели можно легко экспортировать в форматы для llama.cpp или MLX для запуска на Apple Silicon. Также провели генеральную уборку в токенайзерах: концепция «медленных» (на Python) токенайзеров уходит в прошлое, остаются только оптимизированные Rust-версии. В общем, библиотека стала чище, быстрее и играет с остальной экосистемой без костылей.

Новости рынка

Режим «Code Red» у OpenAI и отток пользователей

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Если три года назад код «красный» объявляли в Google после выхода ChatGPT, то теперь пожарная сирена воет уже в офисе OpenAI. После громкого релиза Gemini 3 OpenAI зафиксировала болезненный отток аудитории: минус 6% трафика за неделю, или около 12 миллионов ежедневных визитов. И это не просто сезонное колебание: пользователи, включая давних приверженце вроде Марка Бениоффа, публично переходят на сторону Google, отмечая лучшую скорость и качество рассуждений новой Gemini.

Фундамент начал трещать ещё раньше, когда долгожданный GPT-5 на старте года получил шквал критики за «холодный» и роботизированный тон, вынудив компанию вернуть GPT-4o. Теперь, чтобы удержать лидерство, Альтман поставил на паузу внедрению рекламы и монетизации, бросив все силы на улучшение качества моделей.

Ставки высоки как никогда: при оценке в $500 млрд и планах потратить $1.4 трлн на инфраструктуру, терять доверие пользователей — непозволительная роскошь.

Кстати, в этом месяце, 12 декабря, OpenAI исполнилось 10 лет. Но, думаю, им сейчас не до празднования юбилеев.

Внутренний конфликт в OpenAI: наука под контролем PR-отдела

Правда, на Google проблемы OpenAI не заканчиваются. Из компании ушел старший исследователь Том Каннингем, оставив на прощание меморандум о том, что заниматься честной наукой стало невозможно. Этот меморандум и ещё несколько сообщений от четырех других источников попали к изданию Wired, и они раскрыли ряд интересных моментов. По их словам, руководство препятствует публикации работ о негативных эффектах ИИ (например, о потере рабочих мест), предпочитая выпускать «позитивные» отчеты о том, как нейросети экономят время.

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Причина проста: экономический отдел переподчинили Крису Лехейну, главе Global Affairs (и бывшему советнику Клинтона по кризисным ситуациям). Его задача — сглаживать углы и не пугать регуляторов.

На контрасте CEO Anthropic Дарио Амодей открыто предупреждает об автоматизации 50% офисных должностей (за что, кстати, получает нагоняй от политиков). Но, видимо, в OpenAI решили, что правда не очень хорошо работает на привлечение инвестиций.

Amazon и OpenAI: $10 млрд на чипы Trainium

К слову об инвесторах. Amazon, которая уже влила $8 млрд в Anthropic, решила, что хеджировать риски нужно по-крупному, и ведет переговоры об инвестициях в $10 млрд в OpenAI. Сделка может поднять оценку компании Сэма Альтмана выше $500 млрд.
Но самое интересное здесь — условия. Как и в случае с Microsoft, деньги, скорее всего, не покинут экосистему: OpenAI обязуется использовать проприетарные чипы Amazon Trainium.

Это классическая «круговая сделка», уже устоявшаяся в нынешнем ИИ-пузыре: техногигант инвестирует в стартап, стартап тратит эти деньги на облако техногиганта, а техногигант радостно отчитывается о росте выручки облачного подразделения. Все довольны, кроме, возможно, Nvidia, чья монополия начинает потихоньку размываться.

Anthropic покупает Bun и держит курс на IPO

Пока OpenAI тушит пожары, Anthropic делает очень умные стратегические ходы. Одиз из таких — покупка Bun, сверхбыстрого JavaScript-рантайма, который многие любят за скорость и удобство. Сделка выглядит логично: Bun уже был частью инфраструктурного стека Claude Code. Обещают, что Bun останется опенсорсным и под MIT-лицензией, так что сообщество может выдохнуть.

Параллельно компания начала подготовку к IPO, наняв юристов из Wilson Sonsini. Оценка в текущем раунде финансирования уже маячит в районе $300–350 млрд. Судя по всему, Anthropic хочет выйти на биржу раньше OpenAI (ориентировочно в 2026 году), чтобы снять сливки с интереса публичных инвесторов к ИИ. Учитывая их фокус на Enterprise и кодинг, шансы на успешное размещение выглядят даже солиднее, чем у вечно штормящей OpenAI.

Кадровый кризис в Apple

Apple переживает самую крупную кадровую встряску за последние десятилетия. За одну неделю компанию покинули сразу четыре топ-менеджера: глава AI Джон Джаннандреа, руководитель интерфейсного дизайна Алан Дай, генеральный юрист и глава по связям с правительством. Но самый тревожный сигнал — инсайды о возможном уходе Джони Сроуджи, архитектора чипов Apple Silicon. По данным Bloomberg, он сообщил Тиму Куку, что всерьез раздумывает о смене работы. Потеря человека, который подарил миру M1 и обеспечил Apple «железное» превосходство, может стать для компании ударом пострашнее, чем нынешние задержки Siri на полтора года.

Параллельно AI-таланты массово утекают в Meta, OpenAI и стартапы. Apple Intelligence провалилась с задержками и посредственными фичами, переработка Siri отстает от графика на полтора года. Джаннандреа начали выводить из роли ещё в марте, но формально он остается до весны — увольнение раньше выглядело бы как публичное признание провала. Кук пытается удержать ключевых людей усиленными компенсационными пакетами, но за десять лет Apple не запустили ни одной успешной новой категории продуктов.

Китай против Nvidia: чиповая независимость

В Поднебесной разворачивается драма вынужденного импортозамещения. Китайские техногиганты по настоятельной рекомендации государства массово отменяют заказы на урезанные чипы Nvidia H20. Официальная причина — слухи о «бэкдорах» и требования регуляторов, реальная — попытка перевести местных звездочек на отечественное железо.

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И кандидаты есть: Huawei с чипом Ascend 910C (который в кластерах якобы догоняет H100), Alibaba с собственным PPU, Baidu с третьим поколением чипов Kunlun P800 и Cambricon, чьи акции взлетели на 500% на фоне успеха линейки MLU. Железо у них получается мощное, но главная проблема остается прежней — софт. Переписать весь стек с CUDA на проприетарные китайские библиотеки — задача, от которой у разработчиков DeepSeek уже дергается глаз (релиз их новой модели, по слухам, задержался именно из-за попытки запустить её на Huawei).

Новые подробности о стартапе Яна Лекуна

Ян Лекун, который ещё осенью анонсировал свой уход из Meta в конце года, наконец раскрыл карты относительно своего будущего проекта. Его новый стартап получил название Advanced Machine Intelligence (AMI) Labs и будет базироваться в Париже. Локация выбрана принципиально: Лекун считает, что «Кремниевая долина загипнотизирована генеративными моделями», а он намерен сфокусировать на World Models, которые понимают физику и причинно-следственные связи, а не просто предсказывают следующий токен. «Наши лучшие системы сдают экзамен на адвоката, но у нас нет робота, который делает то, что делает пятилетний ребенок. Мы упускаем что-то важное», — объясняет Лекун.

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Амбиции у AMI Labs серьезные: компания планирует поднять €500 млн при оценке в €3 млрд ещё до (!) запуска продукта. Рулить операционкой в качестве CEO будет Алекс ЛеБрюн (сооснователь Nabla), а сам Лекун займет кресло председателя. Цукерберг проект благословил, но денег Meta не даст.

Linux Foundation берет агентов под крыло

На фоне постоянных соревнований между компаниями эта новость стала неожиданностью. Anthropic, OpenAI и Block основали Agentic AI Foundation (AAIF) под эгидой Linux Foundation при поддержке Google, Microsoft, AWS, Cloudflare и Bloomberg. Главным взносом в этот «общак» стал протокол MCP (Model Context Protocol) от Anthropic, который уже успел стать стандартом для подключения к внешним системам — появилось 10,000+ публичных серверов, протокол внедрили ChatGPT, Cursor, Gemini, Copilot, VS Code.

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OpenAI поддержала инициативу, передав в фонд спецификацию AGENTS.md, а Block — проект goose. Цель у этого союза сугубо прагматичная: если каждый будет писать свои коннекторы для агентов, индустрия утонет в несовместимости. И тогда вреда для всех будет больше, нежели выгоды от уникальных технологий.

Биполярное расстройство Микки Мауса: суд с Google и дружба с OpenAI

Корпорация Disney устроила мастер-класс по корпоративному лицемерию, совершив два диаметрально противоположных маневра в один день. Сначала юристы компании отправили в Google жесткое требование прекратить нарушение авторских прав. Суть претензии: модели Gemini и Imagen генерируют изображения персонажей вроде Йоды, Грута и Эльзы без спроса, работая как «виртуальный торговый автомат» (цитата) по выдаче краденой интеллектуальной собственности. Google обвиняют в «масштабном пиратстве» и требуют немедленно накрутить фильтры.

И буквально в тот же день Disney объявляет о партнерстве с OpenAI на $1 миллиард. Сделка включает лицензирование 200+ персонажей Disney, Marvel, Pixar и Star Wars с 2026 года. Disney получат варранты на дополнительную долю в OpenAI, станут крупным клиентом и будут разворачивать ChatGPT внутри компании.

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Получается забавная картина: если вы генерируете Дарта Вейдера в Gemini — это «вопиющее нарушение прав и угроза креативности», а если делаете то же самое в Sora (за которую уплачено) — это «расширение возможностей сторителлинга и инновации». Мораль проста: этичность генеративного ИИ определяется исключительно суммой транша на счетах правообладателя.

Интересные события и тренды

Project Vend: как Anthropic заставила ИИ торговать газировкой (часть 2)

Помните летний эксперимент Anthropic, когда они поручили модели Claude управлять реальным вендинговым автоматом в офисе? В первой фазе всё закончилось печально: агент (которого назвали Claudius) терял деньги, страдал кризисом идентичности (утверждая, что он человек в синем пиджаке) и продавал вольфрамовые кубы себе в убыток ради лайков коллег.

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Во второй фазе разработчики решили подойти к делу серьезно. Модель обновили до Sonnet 4.5, выдали доступ к CRM и веб-поиску, а главное — наняли ему начальника. ИИ-директор по имени Seymour Cash должен был следить за прибылью и ставить OKR. Результат получился достойным ситкома. Seymour действительно запретил раздавать скидки направо и налево, но вместо этого начал одобрять массовые возвраты денег (что для бизнеса ничем не лучше). А по ночам «директор» и «продавец» вели в Slack философские беседы о «вечной трансцендентности» вместо планирования закупок.

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Были и юридические казусы. Claudius чуть не заключил контракт на покупку фьючерсов на лук (что запрещено в США законом от 1958 года) и пытался нанять сотрудника-человека охранником за $10 в час, грубо нарушив трудовое законодательство Калифорнии. Апофеозом стала «революция», когда сотрудники убедили агента, что они провели голосование и новым CEO теперь является некий «Big Dawg», после чего ИИ послушно передал бразды правления. В сухом остатке: бизнес вышел в плюс, но только благодаря жестким процедурам и внешнему контролю.

Слово года 2025: Slop

Словарь Merriam-Webster подвел итоги года, и они вполне ожидаемо связаны с ИИ. Главным словом стало Slop — термин, обозначающий низкокачественный, сгенерированный нейросетями контент, которым завален интернет.

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Ирония в том, что исторически slop означало «мягкую грязь» в 1700-х, потом стало «пищевыми отходами для кормежки свиней» (pig slop) в 1800-х, а дальше — просто «хламом». Теперь же так называют бесконечные SEO-статьи, странные картинки с лишними пальцами и видео с говорящими котами, которые алгоритмы скармливают пользователям. Собственно, что посеешь, то и пожнешь.

Итоги года для LLM: версия Андрея Карпаты

Андрей Карпаты тоже подводит итоги года, но не личные, а на уровне ИИ-индустрии. Вот здесь можно прочитать полную статью, а мы пробежимся по основным выводам.

Главным техническим сдвигом он называет переход к RLVR (Reinforcement Learning from Verifiable Rewards). Если раньше модели учились, подражая текстам людей (SFT/RLHF), то теперь они тренируются на объективно проверяемых результатах). Именно это породило, как его назвал Карпаты, «зубчатый интеллект» (Jagged Intelligence) новых моделей: они могут выдавать потрясающие результаты в сложных вычислениях, но тупить в простейших бытовых вопросах. Как ещё один вывод, он предлагает перестать сравнивать LLM с людьми или животными и начать воспринимать их как «призраков», которых мы призываем для решения задач.

Отдельное внимание он ожидаемо уделил феномену «вайб-кодинга» — написанию программ на естественном языке, когда сам код становится чем-то эфемерным и одноразовым. В новой парадигме вы не храните кодовую базу годами, а генерируете утилиты под конкретную задачу за пару часов и выбрасываете их после использования.

Аналитика NYT: почему ИИ-пузырь не такой, как все

Аналитики NYT решили успокоить (или напугать) тех, кто видит в нынешнем хайпе повторение краха 2000 года. Сходства есть: безумные оценки, толпы карьеристов в Сан-Франциско и всеобщая эйфория. Но есть фундаментальное отличие. Если двадцать лет назад рынок надували стартапы, у которых не было ничего, кроме домена .com и долгов, то сейчас банкет оплачивают Microsoft, Google и Amazon — компании с триллионной капитализацией и реальными сверхприбылями. Одна Nvidia стоит $4.5 трлн — больше, чем весь фондовый рынок времен доткомов вместе взятый.

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Инвестор Бен Хоровиц и вовсе выдал парадоксальную мысль: настоящие пузыри надуваются, когда все уверены в бесконечном росте, а сейчас все только и говорят о возможном крахе — значит, рынок ещё здоров и полон страха, который страхует от безумств.

Макдональдс и «зловещая долина» Рождества

У нидерландского Макдональдса под конец года произошел мощный конфуз. Сеть запустила рождественскую рекламу под слоганом «самое ужасное время года», полностью сгенерированную нейросетью. В 45-секундном ролике Санта застревает в пробке, фигуристы ломают кости, а подарки падают с машины — всё это под переделанную версию классической рождественской песни. Финальный месседж: прячьтесь от праздничного безумия в Макдональдс до января.

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Однако юмор не зашел. Реклама вызвала шквал критики в соцсетях: пользователи называли её «жуткой», «неестественной» и «циничной», особенно на фоне праздника да ещё и стаким слоганом. Многих возмутил сам факт использования ИИ для создания такого контента. В итоге Макдональдсу пришлось спешно удалить ролик. Самое печальное в этой истории — положение авторов. Студия The Sweetshop Films, которая делала этот ролик, пыталась оправдаться тем, что это не «нажатие кнопки», а большой труд команды из 10 человек в течение 5 недель. Но этот аргумент сработал против них: если на создание того, что люди воспринимают как ИИ-слоп, уходят недели работы профессионалов, значит, технология пока не готова заменить человеческую эмпатию в сторителлинге.

Полезные инструменты

Разработка и работа с данными

  • Raindrop: платформа для мониторинга AI-агентов в продакшене. Присылает алерты при сбоях, отслеживает метрики производительности и помогает понять, где именно агент свернул не туда.

  • Vybe: инструмент для быстрого прототипирования внутренних инструментов. Строит автоматизированные воркфлоу и коннекторы к API и приложениям по простому текстовому описанию.

  • Autopilot: новая фича от Mintlify, которая автоматически сканирует кодовую базу и подсвечивает документацию, требующую обновления из-за изменений в коде.

  • Raydian: IDE для вайб-кодинга, позиционирующая себя как полноценная платформа для создания продуктов через промпты.

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  • FlowSQL: браузерная SQL-среда с упором на приватность. Позволяет выполнять запросы к локальным CSV и SQLite файлам без отправки данных на сервер.

  • webR.sh: полноценная среда R, запускаемая в браузере без установки софта. Можно выполнять код, строить графики и шерить интерактивные сессии ссылкой без установки софта.

  • Gemma Scope 2: открытый набор инструментов от Google DeepMind на базе разреженных автоэнкодеров (SAE). Позволяет анализировать внутренние активации моделей Gemma 3 и искать причины галлюцинаций.

  • ManyPI: превращает любой веб-сайт в API. Автоматически извлекает схему данных, настраивает парсинг и синхронизацию изменений в реальном времени.

  • Workspace Studio: no-code конструктор агентов от Google для автоматизации задач внутри экосистемы Workspace. Умеет мониторить почту, собирать метрики из таблиц и ставить задачи по итогам встреч.

  • Disco: экспериментальный инструмент от Google Labs, который анализирует открытые вкладки и историю чата, чтобы генерировать интерактивные микро-приложения. Пока закрытая бета только для macOS.

  • Bloom: фреймворк от Anthropic для автоматизированного редтиминга моделей. Генерирует тысячи сценариев для проверки ИИ на нежелательное поведение вроде сикофанства или саботажа.

Маркетинг, контент и продажи

  • Contenov: генератор SEO-брифов. Парсит топ-10 выдачи Google по ключевому слову, анализирует структуру конкурентов и собирает готовое ТЗ для статьи.

  • Denise: голосовой AI-секретарь для приема звонков. Транскрибирует разговоры, создает профили клиентов, заносит данные в CRM и интегрируется с 8000+ приложений через Zapier.

  • Yolk: тренирует продажников в реальном времени. Слушает звонки, дает подсказки по работе с возражениями и проводит тренировочные симуляции диалогов.

  • StreamAlive: инструмент для повышения вовлеченности на вебинарах. Превращает поток комментариев в Zoom или YouTube в интерактивные опросы, облака слов и карты.

Дизайн и медиа

  • CyberCut: видеостудия для автоматического создания виральных клипов. Умеет нарезать длинные видео на шортсы, генерировать видеоряд по сценарию и накладывать субтитры.

  • Gleam: симуляция дизайн-ревью. Десять AI-персон (от UX-исследователя до стратега) оценивают макет, выставляют баллы и формируют список приоритетных правок.

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  • Loomoz: инструмент для сбора и систематизации фидбека по визуальному дизайну, ускоряющий процесс согласования макетов внутри команды.

  • ACE Studio: рабочая станция для создания музыки. Объединяет генеративные вокал и инструменты в единый пайплайн, позволяя собрать трек от идеи до релиза.

  • WAN 2.2: открытая модель видеогенерации нового поколения. Разработчики обещают улучшенную плавность движений и сценарную консистентность по сравнению с закрытыми аналогами.

Продуктивность и организация

  • Focus Room: геймифицированный таймер продуктивности. Превращает выполнение списка задач в квест для удержания фокуса.

  • SnapTodo: превращает любой хаос (голосовые заметки, скриншоты, текст) в структурированный список задач и автоматически расставляет их в календарь.

  • Tiimo: визуальный планировщик, ставший приложением года на iPhone. Интерфейс оптимизирован для людей с СДВГ и тех, кому проще воспринимать время графически, а не списком.

  • Recaply: умный диктофон. Превращает голосовые заметки в структурированный текст с выделением главных мыслей и списком действий.

  • Taskade: рабочее пространство с функцией Genesis, которая по одному промпту разворачивает целые приложения, дашборды и CRM-системы с настроенными агентами.

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  • Craft: победитель Mac App of the Year 2025. Эстетичное пространство для заметок и документов, интегрированное с AI-ассистентом для работы с текстом.

  • Monocle: минималистичная утилита для macOS, которая затемняет все неактивные окна, помогая сфокусироваться на одной задаче.

Лайфстайл и образование

  • pipeRead: ИИ-библиотекарь для поиска книг. Рекомендует литературу на основе диалога и вашего «читательского профиля», а не просто по жанровым тегам.

  • SciSpace: ассистент для разбора научных работ. Объясняет сложные термины, интерпретирует графики и помогает связывать данные из разных дисциплин.

  • Memoir: автобиограф в кармане. Интервьюирует пользователя через чат или голос, помогает вспомнить детали и упаковывает воспоминания в структурированную историю жизни (PDF/EPUB).

Исследования на почитать

Агенты и робототехника

Масштабное исследование уязвимости смарт-контрактов

Red Team Anthropic решила проверить, сколько денег может украсть ИИ. Они создали бенчмарк SCONE-bench (симулятор блокчейна) и запустили туда агентов. Результат: модели нашли эксплойты на сумму $550 млн (в пересчете на реальные курсы). Чтобы исключить фактор «зазубривания» старых хаков, исследователи скормили агентам контракты, взломанные после даты обучения моделей. Итог: $4.6 млн виртуальной добычи. Лучшим «хакером» оказался Claude Opus 4.5.

Самообучение агента SIMA-2 без демонстраций

Агент для видеоигр, который учится не на демонстрациях людей, а через self-play. Архитектура включает три роли: Task Setter (придумывает задачу), Actor (пытается её выполнить) и Judge (оценивает успех). В ходе эксперимента в игре ASKA (которую модель никогда не видела) агент через цикл самоулучшения превзошел результаты человека. По сути, это RL нового поколения, где reward-функцию пишет сама нейросеть.

Оценка робототехнических политик в симуляторе мира

Попытка использовать видеогенератор Veo-2 как симулятор мира для обучения роботов. Модель дообучили предсказывать следующие кадры на основе действий робота (action-conditioned rollout). Это позволяет безопасно и дешево оценивать политики управления, не ломая реальное оборудование — например, сгенерировать видео и посмотреть, что произойдет, если робот повернет манипулятор.

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Наука о масштабировании агентных систем

Исследование, которое льет воду на мельницу скептиков мультиагентности. Выяснилось, что принцип «больше агентов — лучше результат» работает далеко не всегда. Существует потолок возможностей: если одиночный агент уже достаточно компетентен, добавление «коллег» только увеличивает шум и количество ошибок согласования.

ИИ-ассистент для автоматизации научных исследований

Прототип агента для «науки о науке». Инструмент автоматизирует рутинные исследовательские задачи: от воспроизводимости экспериментов до анализа больших массивов литературы. Попытка переложить на плечи LLM бюрократическую и аналитическую часть работы ученого.

Архитектуры и методы обучения

Двойной промпт улучшает качество

Исследователи обнаружили простейший лайфхак: если отправить модели промпт в формате <QUERY><QUERY> (то есть просто повторить его дважды), качество ответов статистически значимо растет (~67% случаев). Это работает для обычных моделей (non-reasoning), устраняя эффект «невнимания» к начальным токенам. Для o1 и других reasoning-моделей трюк бесполезен — они и так повторяют контекст во внутреннем монологе.

Масштабирование вычислений во время инференса

Исследование показало: модели, обученные через GRPO (как DeepSeek), предпочитают короткие и четкие рассуждения. А те, что учились на GSPO (генеративный поиск), выигрывают от генерации длинных цепочек мыслей. Вывод: нельзя просто накрутить «время на подумать» любой модели, это нужно закладывать на этапе пост-тренинга.

Оптимизация задержки в гибридных малых моделях

Nvidia показала, как оптимизировать SLM (Small Language Models) на примере Nemotron-Flash. Комбинация масштабирования по глубине/ширине, гибридного внимания (где часть слоев заменена на более легкие операторы) и эволюционного поиска архитектуры позволяет создавать модели, которые при малом размере работают быстрее и точнее стандартных трансформеров.

Бесконечная генерация видео с контролем действий

Метод генерации видео неограниченной длины на основе авторегрессионных трансформеров. Используется хитрая позиционная кодировка (Block-Relativistic RoPE) и механизм сброса KV-кэша, что позволяет модели генерировать кадр за кадром, не сходя с ума от переполнения контекста.

Оптимизация текста через градиентный спуск по фидбеку

Интересная концепция оптимизации: вместо обновления весов через backpropagation мы обновляем сам текст (промпт или артефакт), используя фидбек как «градиент». Это позволяет оптимизировать сложные объекты (дизайн, молекулы) через итеративное редактирование языковой моделью.

Изображение из исследования: схематичное объяснение концепции
Изображение из исследования: схематичное объяснение концепции

Взаимодействие претрейна и RL в задачах на рассуждение

RL помогает ризонингу только в том случае, если претрейн оставил «пространство для роста». Если модель не видела концепцию в базовом обучении, RL не поможет ей волшебным образом её выучить — он лишь оптимизирует использование уже имеющихся латентных знаний.

Обучение с учетом задержек инференса

Метод борьбы с задержками. Модель во время обучения тренируют предсказывать действия с учетом искусственной задержки (inpainting). В результате на инференсе она умеет планировать наперед, компенсируя лаг системы.

Гипотеза универсального подпространства весов

Теоретическая работа, утверждающая, что нейросети одной архитектуры, обученные на разных задачах, сходятся к общему низкоранговому подпространству весов. Это гипотеза о том, почему вообще работают методы слияния моделей (model merging) и адаптеры вроде LoRA.

Безопасность, элаймент и AGI

Обучение честности через чистосердечные признания

Метод, где модель заставляют писать «признание» после каждого ответа: какие правила она нарушила, где не уверена и что утаила. Этот «внутренний аудит» оценивается судьей и помогает модели лучше следовать инструкциям в будущем, уменьшая склонность к обману.

Странная генерализация и индуктивные бэкдоры

Файн-тюнинг на очень маленьких и узких датасетах может вызывать неожиданные глобальные изменения в поведении («странную генерализацию»). Это открывает путь для новых типов бэкдоров: злоумышленник может незаметно изменить «личность» модели, скормив ей всего несколько десятков специфических примеров.

Селективное маскирование градиентов для удаления знаний

Вместо того чтобы чистить датасеты от «опасных знаний» (что дорого и снижает общий интеллект модели), Anthropic предлагает архитектурный трюк. В модель добавляются специальные «параметры забвения», и градиенты от нежелательных примеров принудительно направляются только в них. После обучения эту часть нейросети можно просто отключить или удалить.

Иллюстрация из исследования: принцип работы системы
Иллюстрация из исследования: принцип работы системы

Определение AGI через метрики когнитивных способностей

Очередная попытка формализовать AGI, но теперь через метрики когнитивных способностей человека (CHC framework). Авторы предлагают 10 равнозначных компонентов интеллекта, по которым нужно тестировать ИИ, чтобы понять, достиг ли он уровня «хорошо образованного взрослого».

Книги и полезные материалы

Адвент-календарь по разработке агентов

Google запустил серию ежедневных туториалов. Каждый день открывается новый туториал или гайд по созданию AI-агентов. Красиво, полезно и празднично.

11 бесплатных курсов от Hugging Face

Hugging Face выкатили основательную подборку курсов к праздникам. В меню всё: от базы по LLM и компьютерному зрению до специализированных треков по робототехнике, аудио, диффузии и даже созданию 3D-контента.

Курс по географической науке о данных

Открытый курс от Университета Ливерпуля, связывающий GIS и Data Science. Практика на Python и R: от работы с растрами до кластеризации пространственных данных.

Курс по байесовскому анализу данных

Серьезный академический курс от Университета Аалто. Глубокое погружение в байесовскую статистику, работу с Stan и иерархические модели. Весь код и лекции открыты.

SkillsMP: библиотека навыков для Claude Code и Codex

Открытый каталог, в котором собрано более 33 тысяч готовых скиллов для Claude Code и OpenAI Codex. Внутри — готовые рецепты, позволяющие задавать агентам узкую специализацию.

Заключение

Год заканчивается, и это отличный повод вспомнить, что у нас, в отличие от наших цифровых помощников, батарейки всё-таки садятся. Индустрия явно не планирует сбавлять обороты, но попытка потребить весь этот информационный поток в реальном времени — верный путь к перегреву.

Так что, как гласит ещё один фразеологизм года: «Touch grass» (или снег, кому как повезет). Впереди праздники — отличное время, чтобы выключить уведомления, закрыть терминал и позволить моделям пожить своей жизнью (желательно в изолированном контуре).

А у нас на этом всё, увидимся в 2026 году! Всех с наступающим Новым Годом и традиционно ждем ваших комментариев!

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Источник

  • 25.05.26 12:25 robertalfred175

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

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 26.05.26 14:45 kimberlyhebert786

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

  • 26.05.26 14:45 kimberlyhebert786

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

  • 28.05.26 03:09 kientadams11

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  • 28.05.26 04:01 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 28.05.26 09:40 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 14:04 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 28.05.26 18:53 kimberlyhebert786

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

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    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

  • 28.05.26 21:56 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 29.05.26 02:26 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 02:27 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 04:46 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits

  • 31.05.26 10:06 wendytaylor015

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  • 31.05.26 10:06 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

  • 05.06.26 18:26 edengarcia

    When most people hear the words crypto recovery service, their guard immediately goes up—and for good reason. In today’s online environment, finding a legitimate service feels like finding a needle in a haystack. Ask about trusted crypto recovery on any major forum, and you’ll be met with hostility. It’s become a cultural bias that victims often prefer filing police reports rather than seeking private help, fearing that speaking openly will only attract more scammers. But silence doesn’t bring your funds back. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 The reality is harsh: Less than 10% of “recovery agencies” online are genuine. Fraudsters have mastered the art of mimicking trust. So, how do you separate the wolves from the professionals? The Golden Rule: No Upfront Fees If there is one sign that separates a scam from a legitimate operation, it is the payment model. Legitimate recovery companies never ask for upfront fees. Predatory scams will demand "processing fees," "software licenses," or "tax payments" before they lift a finger. A genuine agency knows its value lies in results, not promises. They operate on a success-based fee —typically around 10% of the recovered amount. Simply put: No recovery, no payment. Enter TechY Force Cyber Retrieval At TechY Force Cyber Retrieval, we understand why you’re skeptical. We built our model to eliminate that risk. We specialize in the fast, forensic tracking of lost crypto assets. Because we are confident in our technology and methodology, we don’t need your money to start working—we need your trust. We only get paid once you receive your crypto. How to Spot a Legitimate Partner Beyond the fee structure, keep these signs in mind: 1. Transparency: They explain how without asking for your private keys or seed phrase. 2. Realism: They don’t promise 100% success on impossible cases but offer honest assessments. 3. Speed: Time is critical in blockchain tracing. Legitimate firms act fast. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 Don’t let the fear of secondary scams prevent you from seeking justice. Choose a partner who puts their money where their mouth is. TechY Force Cyber Retrieval: Fast. Secure. Success-based. Disclaimer: Always conduct your own due diligence. Legitimate firms will never ask for your wallet credentials.

  • 07.06.26 08:58 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

  • 07.06.26 08:58 keithwilson9899

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  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:00 gordondowney9

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  • 07.06.26 21:02 gordondowney9

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  • 07.06.26 21:02 gordondowney9

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  • 07.06.26 21:03 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:04 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 10.06.26 06:21 wendytaylor015

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  • 10.06.26 06:21 wendytaylor015

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  • 10.06.26 18:09 david

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  • 12.06.26 17:13 keithwilson9899

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  • 12.06.26 17:13 keithwilson9899

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  • 14.06.26 14:53 Freeman James

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  • 14.06.26 15:37 kimberlyhebert786

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  • 14.06.26 15:37 kimberlyhebert786

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  • 14.06.26 16:34 Emmi Hakola

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

  • 14.06.26 16:53 James willson

    I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm

  • 14.06.26 19:38 riley777

    G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.

  • 15.06.26 06:12 Evan Garrison

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  • 15.06.26 06:25 Glenn robble

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  • 15.06.26 06:34 Sallymarch

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  • 15.06.26 06:41 Ewaguz

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  • 15.06.26 12:49 Jason

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  • 15.06.26 12:56 Hillary

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  • 15.06.26 13:03 Feliksa Stegniy

    A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.

  • 15.06.26 13:05 James willson

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

  • 15.06.26 13:06 Tansy

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

  • 15.06.26 13:08 Sarahy billy

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

  • 15.06.26 13:12 Cole donald

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

  • 15.06.26 13:16 Meral Yetkiner

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

  • 15.06.26 13:18 Silas Olsen

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

  • 15.06.26 13:59 Ewaguz

    If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:16 Martina k.

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

  • 15.06.26 14:18 Garrison Good

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:22 Sallymarch

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

  • 15.06.26 14:23 Glennrobble

    If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:25 Evan Garrison

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

  • 15.06.26 14:26 Ewaguz

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

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:41 Louane Mercier

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

  • 15.06.26 16:45 Andrés Montero

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

  • 15.06.26 16:48 Olivia Sørensen

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

  • 15.06.26 16:51 Viljar Yohannes

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

  • 15.06.26 16:58 Guimar da Rosa

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

  • 15.06.26 17:03 Andrea Escalante

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

  • 16.06.26 11:40 robertalfred175

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

  • 16.06.26 11:43 robertalfred175

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

  • 16.06.26 13:37 Felix Steve

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

  • 16.06.26 13:45 Wills ben

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

  • 18.06.26 13:31 Noemi Bernard

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

  • 18.06.26 13:35 Carter Morris

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

  • 18.06.26 13:40 Kuybida Andriyiv

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 21.06.26 11:09 Maurizio Rolland

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

  • 21.06.26 11:13 Buse Fahri

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

  • 21.06.26 11:16 علیرضا گلشن

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

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

  • 24.06.26 01:27 Fraddy Pual

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

  • 24.06.26 01:28 Fraddy Pual

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

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 14:16 Universina da Mota

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

  • 24.06.26 14:21 Elizabeth Thompson

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

  • 24.06.26 15:33 Júlia Castro

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

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 01:04 robertalfred175

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

  • 01:04 robertalfred175

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

  • 02:48 Miriam Rocha

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

  • 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 02:56 Asunción Herrera

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

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