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Рынок вычислений в России, Казахстане и Беларуси

Часть 2 из 2 · Хабр · Холодный анализ · Часть 1: «Карточный домик из GPU: архитектура neocloud-пузыря»

У них всего с избытком: денег, площадок, обещанных гигаватт. У нас всего не хватает: мощностей, чипов, компетенций. Пузырь — не наш, но его цены и его дефициты мы импортируем.

В первой части я разобрал глобальную механику: долги неоклаудов под тающие GPU, бэкстопы NVIDIA, концентрацию спроса в двух лабораториях. Эта часть — практическая. Адресую её CTO и архитектору русскоязычной компании, которая строит AI в продукте: выбор поставщиков вычислительных мощностей здесь — Яндекс, Cloud.ru, VK, Selectel, 3data, госпрограммные квоты, серый импорт и китайские ускорители. Я собрал данные по нашему рынку за последний год — прайсы, отчётные цифры, госпрограммы, реальные кейсы миграции. Ниже — шесть выводов с локальной спецификой, разбор китайской альтернативы и то, как три глобальных сценария из первой части проецируются на наш рынок.

Дисклеймер: это инженерный разбор, а не инвестиционная рекомендация.

Три слоя дефицита

Первый слой — мощности. К российским сетям подключено порядка 5 ГВт ЦОДов, из них 2,7 ГВт — майнинг; без майнинга — около 2 ГВт на всю страну (замминистра энергетики, сентябрь). Для масштаба: у одного CoreWeave — 1,5 ГВт активных мощностей, а его контракты требуют 8 ГВт к 2030 году. Самый амбициозный российский проект — ЦОД Cloud.ru в Подмосковье: ~60 МВт с перспективой до 100, ввод — 2026 год, первая очередь 10 МВт — 2027-й. Яндекс запустил крупнейший частный ЦОД страны во Владимирской области — около 100 МВт, больше 30 млрд рублей инвестиций. Сбалансированный дефицит рынка к 2030 году оценивается в ~3 ГВт.

Второй слой — чипы. NVIDIA поставляется только через параллельный импорт, с наценкой к американскому прайсу — от паритета до 2,5 раз в зависимости от карты и момента. Отечественных ускорителей для обучения нет — есть заявленные проекты инференс-чипов (Яндекс, Сбер, МТС) и нишевые нейропроцессоры НТЦ «Модуль». Реальный парк страны — Сбер с кластером на ~9000 A100, ~6 тысяч GPU у Яндекса, и всё это пополняется медленно.

Третий слой — память, и этот слой глобальный. Триополия Samsung / SK Hynix / Micron перебросила мощности на HBM для GPU; потребительские цены на RAM выросли, дефицит, по словам председателя SK Hynix, продлится до 2030 года, а 2027-й обещает стать худшим годом предложения в истории отрасли. Для российского закупщика к глобальному дефициту добавляется серая логистика — ещё одно плечо между ним и заводом.

Из этой асимметрии растёт всё остальное.

Вывод 1: полная стоимость серого железа не равна цене чипа

H100 на параллельном импорте стоит дороже американского прайса — насколько, зависит от карты и момента. По дилерским прайсам сентября, карта 80 ГБ идёт за 2,65–3,86 млн ₽ — от паритета с американским (около $31 тыс.) до полутора раз; на топовых поколениях и в дефицитные периоды наценка доходила до 2,5. Но это только начало списка. Официальной гарантии NVIDIA нет — реселлерская на 3–12 месяцев или никакой; RMA иногда едет через третью страну, и срок этого путешествия никто не гарантирует. Лицензий NVIDIA AI Enterprise нет — а с ними исчезают сертифицированные драйверы, enterprise-поддержка и вменяемые SLA; их покупают через иностранные сущности или живут без. Плюс риск восстановленных карт и валютная волатильность: котировки в долларах пересаживаются на курс рубля каждую неделю.

Мой ориентир для расчётов: к цене карточки закладывайте ещё 30–100% — и только получившуюся сумму сравнивайте с арендой в локальных облаках. Публичные прайсы я пересобрал 20–21 сентября. Минимальная ставка за час H100 — от ~342 ₽ (immers.cloud) и ~352 ₽ (Intelion); Cloud.ru сдаёт блок 5xH100 от 2250 ₽/час — по 450 ₽ за карту. Верх рыночного диапазона — до ~470 ₽/час, оценки по выделенным конфигурациям доходят до 1700 ₽/час. Разброс в пять раз — симптом непрозрачного рынка: сверяйте прайсы на дату решения.

Штучный пример. Карта, купленная у дилера, стоит 2,9 млн ₽ — это прайс. С надбавками из списка выше бюджет — от 3,8 млн при минимуме в 30% до 5,8 млн при максимуме в 100%. Внутри — замена умирающей карты из своего кармана, отдельная строка за то, что при официальной покупке идёт в комплекте, недели простоя на RMA через третью страну. Прайс — не стоимость.

Для масштаба: глобальная аренда H100 стоит от ~$1,5 на дисконтных маркетплейсах до ~$7 у премиальных провайдеров, медиана — около $3,3 в час (порядка 280 руб. по курсу ЦБ, 84 руб./$ на середину сентября). Российские публичные прайсы начинаются выше этой медианы.

Вывод 2: «не покупай — арендуй» у нас работает наоборот

В первой части я писал, что на Западе покупка GPU — это замороженный баланс, и аренда выигрывает. Наша арифметика другая. Отправная точка — расчёт Beeline Cloud для H100 на горизонте пяти лет: аренда стоит 920 ₽ за час, свой сервер — 5 млн разово плюс электричество, около 330 ₽ за каждый час работы. Далее мои расчёты. Час работы на своей карте обходится в 330 ₽ — на 590 ₽ дешевле аренды за тот же час. Но эта разница не чистая прибыль: сначала она должна покрыть сервер с операционными расходами — порядка 13–18 млн за пять лет. Порог рентабельности покупки выходит на уровне 25–30 тысяч часов реальной занятости за этот срок, то есть карта должна работать больше половины времени. При круглосуточной загрузке аренда за пять лет съедает около 40 млн, свой вариант — около 30. Дальше поправка на старение: рынок платит за свежесть поколения, и час карты дешевеет на 15–20% в год — тот самый тающий кубик льда из первой части. Реальная окупаемость растягивается до 5–8 лет, но при стабильной базовой нагрузке покупка всё равно выигрывает.

На этой неделе я сам считаю закупку железа под AI-ассистента для пользователей 1С на одном проекте: сервер с двумя GPU по 48 ГБ — около 3 млн ₽ разово против 450–550 тыс. ₽ в месяц аренды. При нужной там базовой нагрузке закупка окупается за полгода, лицензий — ноль, весь стек open source.

Про ключевую ставку — контринтуитивное. Лизинговые проценты начисляются не на цену карты, а на остаток долга — на то, что не закрыто авансом. Ключевая за два года прошла от 16% (конец 2023-го) до 21% (осень 2024-го) и вернулась к 14% с июля 2026-го — и даже этот скачок на пять пунктов при авансе 50% добавлял к удорожанию — переплате сверх цены оборудования — лишь полтора процента годовых. Сейчас, при 14%, эффективная ставка лизинга серверов — на несколько пунктов выше ключевой. Аванс влияет на удорожание сильнее самой ставки: это рычаг, которым вы управляете, в отличие от ставки центробанка.

Грубая прикидка на наших числах. При аренде в 500–600 ₽/час арендованный час дороже вашего часа на своей карте всего на 170–270 ₽ — с учётом электроэнергии. Даже если сервер работает круглосуточно все пять лет, эта разница не соберётся в сумму, покрывающую сервер с операционными расходами: аренда по 500–600 ₽/час выигрывает при любой занятости.

Но это не отменяет покупку — она меняет порог, выше которого покупать становится выгодно. В расчёте Beeline аренда стоит 920 ₽/час, и вот там свой кластер выигрывает: час на своей карте обходится втрое дешевле арендованного. Чем дороже час аренды, тем выгоднее покупка своего оборудования. Практический вывод: посчитайте ставку своего провайдера и смотрите, по какую сторону порога она лежит. Дешёвая аренда — берите облако, в том числе на базовую нагрузку; дорогая — свой или лизинговый кластер на базу, облако на пики нагрузки и эксперименты. Это та гибридная схема, которую западный пузырь делает нерациональной, а наш дефицит — рациональной.

Вывод 3: господдержка вычислений для ИИ — закон принят, деньги в пути

Работающий механизм один: 243-ФЗ о поддержке технологий ИИ, подписан 26 июля, в силе с 1 сентября. Это рамка, а не деньги. Закон вводит статусы суверенных и национальных моделей — только российские юрлица, данные на территории страны, маркировка контента; даёт их разработчикам право на господдержку; и обязывает Правительство определить эти меры — финансовые, имущественные, гарантийные. Сами меры — на уровне постановлений, и вот тут пусто: ни одного подзаконного акта о поддержке вычислительной инфраструктуры к моменту сдачи статьи нет. Показательная деталь: статья 14 «Вычислительная инфраструктура для ИИ» была в проекте закона и в подписанную версию не вошла.

Деньги обсуждаются. В конце июля АНО «Цифровая экономика» — вместе с «Яндексом», Сбером и другими игроками рынка — передала в Минцифры проект программы поддержки отрасли искусственного интеллекта на 71,7 млрд ₽ в год. Половину — 52,4 млрд — предлагают направить напрямую разработчикам ИИ-решений, ещё 19,3 млрд — на стимулирование компаний внедрять нейросети. Крупнейшие пункты: 31 млрд — распространение действующей ИТ-льготы (нулевая ставка налога на прибыль, пониженные страховые взносы) на владельцев национальных ИИ-моделей с собственными ЦОДами; 15,3 млрд — удвоенный учёт затрат на оборудование — видеокарты, сетевое оборудование, диски: потратили 100 млн, списали 200 с налоговой базы. Дальше по списку: обнуление НДС для облачных ИИ-сервисов, освобождение ЦОДов от налога на имущество. Минцифры подтверждает: предложения обсуждаются.

Масштаб просьб проще увидеть в сравнении: на весь федеральный проект «Искусственный интеллект» в нацпроекте «Экономика данных» в бюджете заложено 65 млрд ₽ — на шесть лет. Бизнес просит 71,7 млрд — на один год.

Уже действует немногое. ЦКП Минпромторга — платный «HPC как сервис»: два кластера, 128 карт Tesla V100 и 64 H100 на отечественных серверах «Ядро», 143 петафлопса FP16. Доступ — промышленности, науке и вузам, по договору: от 208,56 ₽ за час одной видеокарты, тариф действует с апреля 2025 года; в 2024-м на ресурсах центра отработано 183 проекта. Дальше — компенсация ставок по льготным кредитам для ЦОДов: 32,1 млрд ₽ до 2030 года заложено в нацпроекте, государство доплачивает банку разницу, чтобы кредит на стройку был дешёвым. Займы ФРП под 3–5% годовых — специальной программы под GPU нет, только общепромышленные. И реестр ЦОД: включение добровольное, но именно он открывает региональные льготы — Челябинская область реестровым центрам уже обнулила налог на имущество до 2030 года.

Заявленные амбициозные планы. Указ о национальной стратегии ИИ требует, чтобы к 2030 году совокупная мощность суперкомпьютеров с GPU на территории страны выросла с 0,073 эксафлопса минимум до одного — рост в четырнадцать раз. Инструменты под эту цифру — льготы, дешёвые кредиты, энергетические преференции — создаются прямо сейчас; готов из них, по сути, один: платный госЦКП.

Вывод для CTO: бесплатного входа в вычисления нет и в ближайший год не появится — есть платный госЦКП, займы под 3–5% для промышленности и налоговый режим, который собирается в прямом эфире. За чем следить: до конца сентября должны согласовать пакет мер — гранты на датасеты, льготные кредиты и лизинг GPU; с 1 марта 2027 года — статусы моделей и маркировка контента.

Вывод 4: открытые модели на своём железе — путь по умолчанию

Команды уходят с заблокированного OpenAI API на свои стеки — кейс задокументирован на Хабре: vLLM вместо вендорского API, Qwen2.5-32B или DeepSeek-дистилляты в AWQ-квантизации, Traefik на маршрутизацию и учёт токенов через OpenTelemetry, без которого экономику не посчитать.

За переезд заговорила сама жизнь: 6 сентября chatgpt.com сутки не открывался без VPN — соединение обрывалось сетевой фильтрацией ещё внутри страны, до серверов OpenAI дело не доходило. РКН ничего официально не подтвердил, доступ вернулся. Прецедент на руках.

Порог окупаемости — из хабр-расчётов: свой сервер с DeepSeek начинает выигрывать у API примерно с 1–3 тысяч пользователей. Если пользователей меньше — дешевле просто платить за API, чем держать свой сервер. На каждый день остаются: DeepSeek — 0,28 $ за миллион входящих токенов и 0,42 $ за исходящие, российские GigaChat и YandexGPT, а для зарубежных моделей — российские агрегаторы вроде VseGPT и ProxyAPI с рублёвой оплатой.

Пользователи уже проголосовали: по опросу МТС Линк за второй квартал, Алисой AI пользуются 46% россиян, GigaChat — 45%, ChatGPT — 38% — впервые оба российских ассистента обошли его по охвату. ChatGPT держит глубину ежедневного использования у профессионалов — но это малое ядро, а массовый тренд уходит к российским ассистентам. У меня лично раскладка выглядит так: рутина и простые задачи — на своём локальном стеке, большая аналитика — на дешёвом китайском API, GLM-5.3 Flash. Self-host и экспорт, если коротко. Диски в той же конфигурации я резал с 4 до 1 ТБ — память дорожает быстрее остального в счёте.

Чтобы вся эта арифметика работала, с первого дня держите все запросы к моделям за одной прослойкой: смена провайдера — правка конфигурации, а не переписывание кода. Тогда переезд на self-host случится по мере роста — или по очередному чёрному лебедю, а рутинные запросы на дешёвую модель и сложные на дорогую совмещаются без перестройки: скачки цен становятся строкой бюджета, а не катастрофой.

И одно наблюдение про «своё» под своими чипами: российский инференс-стек начал оформляться. Сбер анонсировал ускоритель KVAZZO, МТС — линейку cTransformer, ИВК/Ростелеком — «ИВК-Разговор» с 32 ГБ HBM, появилась библиотека TorchTeX — ядра инференса LLM под отечественные GPU. Все эти проекты заявлены, но масштаб их внедрения не раскрыт — следить за ними стоит, закладывать на них продакшен пока рано.

Отдельный штрих к кадровой части: по оценкам CNews, в стране 5–7 тысяч разработчиков ИИ при потребности 15–20 тысяч. Мощности можно докупить — компетенции так просто не покупаются, и это ограничение дефицитнее любого GPU.

Вывод 5: правила энергоснабжения переписывают под дата-центры

Если память — первая графа, по которой чужой пузырь бьёт по бюджету закупки, то электричество — вторая. С 2027 года для площадок мощностью свыше 670 кВт готовится «бери или плати»: платить за передачу придётся по 90% заявленной мощности, даже если фактически потребил меньше, — сеть резервируется под пик. Инициатива вице-премьера Новака; рынок ждёт роста расходов в четыре-пять раз — и указывает на конфликт: закон «О связи» обещает дата-центрам льготное присоединение со скидкой до 50%, а Минэнерго параллельно поднимает плату за ту же сеть; Минцифры весной просило исключить ИИ-ЦОДы из «бери или плати» — ведомства тянут тариф в разные стороны.

Дефицит — географический. В московском регионе не хватает до 4 ГВт, туда же идёт основной поток заявок; резервы — в Ленинградской области (до 1 ГВт), на Урале и в Поволжье (по 500 МВт), где ЦОД запускается за год вместо трёх-четырёх лет присоединения. Минэнерго считает приоритетом собственную генерацию дата-центров — солнце, ветер, накопители; Новак анонсировал генеральную схему размещения ЦОДов мощностью свыше 5 МВт.

Вывод 6: юрисдикции — Казахстан строит, Беларусь греет, Россия держит

Казахстан — самая живая точка региона: санкций нет, NVIDIA поставляется официально, рядом работают китайские облака. Спрос здесь уже обогнал предложение: заявки на суперкомпьютер aigo — совместный проект Astana Hub и эмиратской G42, 400 карт H100 плюс 100 A100 — вдвое превышают его ресурс. Казахтелеком ответил товарным GPU-облаком Al-Farabium на 400 картах H200 — и Kaspi.kz выкупил 70% этих мощностей сразу на два года вперёд. Два казахстанских суперкомпьютера стоят в TOP500 — на 86-м и 104-м местах. Даже Alibaba объявила здесь дата-центр на 20 МВт с Blackwell B200 — но где он встанет и когда заработает, публично не подтверждено: страна размещения на сайте проекта менялась с Казахстана на ОАЭ.

Критерий

РФ

Казахстан

Беларусь

Санкции на NVIDIA

да

нет

да

Канал чипов

серый импорт

официальный (через G42) + Alibaba

через российские цепочки

Мощности сегодня

~5 ГВт подключено, из них 2,7 ГВт майнинг

2 суперкомпьютера в TOP500 (#86, #104); 1,76 петафлопса (aigo)

флагман beCloud: 2,18 МВт (проект 7,2 МВт)

Связывающее ограничение

энергодефицит ~3 ГВт к 2030

энергодефицит 1,3–1,5 ГВт; профицит обещан с 2027

спрос, компетенции и правовое поле данных

Стратегия по умолчанию

self-host + гибрид

региональный хаб — в стройке (50 МВт к 2027)

энергия и тарифы — да; GPU-канал и данные — нет

Главный проект — Долина ЦОДов под Экибастузом. Соглашения с Firebird и NVIDIA — на $10 млрд; план — сто тысяч современных GPU, включая Blackwell GB300 и свежие Vera Rubin; масштабирование — до 1 ГВт и минимум $3 млрд экспортного дохода в год. Казахтелеком ищет на проект несколько миллиардов долларов долга.

Физически строится первый объект — 50 МВт: котлованы готовы на 90%, корпуса возведут до декабря, пусконаладку завершат к маю, ввод — июнь 2027-го; подстанция на 215 МВт уже куплена. Геополитический якорь у проекта тоже есть: Казахстан стал первой страной региона в Pax Silica — американской инициативе доверенных цепочек поставок для AI-экономики; декларацию в Институте мира имени Трампа подписал министр ИИ и цифрового развития Жаслан Мадиев. Плюс «дата-посольства» — хранение у себя данных иностранных государств с сохранением их полного юридического суверенитета.

Энергия — ограничение, которое никто не снял. Минэнерго обещает переход от дефицита к профициту с первого квартала 2027-го и 13,3 ГВт вводов до 2029-го; АЭС «Балхаш» двигается — EPC-контракт с Росатомом подписан 3 сентября, 2400 МВт, 16,4 млрд долларов, стройка с 2027-го. Но при полной загрузке 1 ГВт Долины съедает почти 7% всей электроэнергии Казахстана — а ИИ-ЦОДы в прогнозный энергобаланс пока не включены.

Беларусь — зеркальный случай: энергия есть, вычислительного рынка почти нет. Флагман — РЦОД beCloud в Минске, единственный в стране дата-центр уровня TIER III по Uptime Institute: 312 стоек и 2,18 МВт действующей IT-нагрузки, масштабирование — до 624 стоек и 7,2 МВт. Вокруг него — «несколько десятков» дата-центров, из которых лишь немногие дотягивают до мегаватта.

Зато энергия — в избытке. БелАЭС (2400 МВт) закрыла стране импорт электроэнергии; потребление вышло на рекордные 43,3 млрд кВт·ч в год — и система держит профицит. Третий энергоблок решено строить ещё в ноябре 2025-го. Под этот профицит «Белэнерго» завело отдельный тариф для обработки данных и дата-центров, включая майнинг: 0,184 BYN за киловатт-час — порядка 0,69 ₽. Этим Беларусь и торгует: в мае Минск официально предложил России перенос дата-центров — вплоть до приграничного «коридора Москва — Минск», который готовят ассоциации ЦОД двух стран.

Что мешает — три вещи. Первая: западный рынок для белорусских разработчиков закрыт — заказчики из США и ЕС считают Беларусь токсичной; выручка резидентов ПВТ — $1,8 млрд в 2024-м против пика $3,2 млрд в 2021-м, и растёт она только за счёт России. Вторая: прямого канала NVIDIA нет — A100, H100, L40 и RTX 4090 под американским экспортным запретом с 2023-го; ускорители едут через третьи страны или заменяются китайскими чипами. Третья — правовое поле: российский закон о персональных данных требует хранить базы россиян в России. Так что в Беларусь едут вычисления, но не данные.

Госпрограмма «Цифровая Беларусь 2026–2030» при этом развивает не рынок, а суверенитет: национальная платформа для запуска LLM без зарубежных серверов — государственная вертикаль, а не коммерческий GPU-сервис. Вывод для CTO прежний: вычислительного рынка в Беларуси нет — есть энергия и тарифы; self-host в РФ остаётся стратегией по умолчанию.

Открытые веса: почти вся полка — азиатская

Китайская альтернатива — это и чипы, и модели. Чипы уже закупают: DeepSeek в сентябре заказал не менее 160 тысяч Ascend 950DT под гигаваттный ЦОД в Уланчабе — крупнейший публично известный кластер на китайских чипах; инференс — на Huawei, обучение остаётся на NVIDIA. А модельный слой — вот эта полка: почти целиком азиатская. По индексу Artificial Analysis на конец августа, четыре лучшие открытые модели — Kimi K3, GLM-5.3, Qwen3.8 и GLM-5.3-Flash — все китайские: 60, 60, 58 и 57 баллов; лучшая американская открытая отстаёт на двадцать. До закрытого лидера индекса — около трёх пунктов, и эти модели можно скачать.

Цены в той же логике. DeepSeek выкладывает веса под MIT: свежая V4.1 Flash (10 сентября) несёт контекст в миллион токенов и стоит $0,15–0,30 за миллион входных; GLM-5.3-Flash и Qwen3.8-Flash — в той же ценовой полке. Кейс миграции из Вывода 4 построен на Qwen и DeepSeek-дистиллятах не случайно — это мейнстрим, а не экзотика.

Две оговорки, чтобы не превратить полку в утопию. Наверху лицензии уже не подарочные: Kimi K3, Qwen3.8-Max и GLM-5.3 в июле–августе вышли под кастомными условиями — пороги выручки, security-review; чистый MIT остался на флэш-уровне. И сервис бесплатным не бывает: DeepSeek в августе пересматривал API-тарифы вверх. Веса открыты — но за сервис по-прежнему платят.

Практический вывод усиливается: когда русская команда берёт open weights, она почти всегда берёт азиатскую модель, и обновляется это ежемесячно.

Эхо чужого хлопка

Сценарии из первой части — лопнет пузырь или устоит — про Запад. Для нашего рынка ни дисперсия, ни коррекция, ни коллапс правил не переписывают: чужой хлопок дойдёт эхом — подешевеют б/у карты, просядет аренда, кто-то из поставщиков уйдёт с рынка, — но не более. Единственная нить, которая связывает нас с любым из этих сценариев, — канал поставки железа: NVIDIA в любом раскладе остаётся и источником, и ограничением. Эта зависимость не выбирается — она принимается как данность, и адаптироваться приходится под неё, а не под сценарий.

Вместо вывода

Пузырь на Западе — про деньги: долг под тающие активы и циркулярные схемы. Наша ситуация — про мегаватты: дефицит мощностей, дефицит чипов, дефицит компетенций. Запад спорит, кто переживёт удорожание денег; нам жить с удорожанием всего остального — памяти, электричества, тарифов.

Мой вывод из первой части не изменился — поменялся масштаб: инженеры переживут любой сценарий на Западе, если спроектируют переносимость заранее. В наших реалиях переносимость — конкретный решатель. Если базовая нагрузка стабильна и занятость выше половины — своё или лизинг; пики и эксперименты — аренда. Если данные не должны покидать контур — свои модели на своём железе, и модельный слой у вас азиатский. Если нагрузка мала, а модель нужна побольше — платный ЦКП или российский API с рублёвой оплатой; зарубежные — через агрегаторы. Если масштабируетесь — следите за пакетом мер к 243-ФЗ: канал строится, и попасть в него проще в начале. И если инференс уже за абстракцией с каскадом моделей — любой сценарий на Западе для вас смена поставщика, а не катастрофа, а скачки цен — тарифная рутина. В любом раскладе цену считайте полную: прайс — это не стоимость.

А теперь вопрос к вам, и он для комментариев: чьи мощности держат ваш продакшен прямо сейчас — облако, своё железо, ЦКП? И самое интересное: считали ли вы его полную стоимость владения — с гарантией, лицензиями, логистикой и курсом? Делитесь цифрами, если можете — по ним видно рынок лучше любого отчёта.

Источники

Прайсы и экономика:

Господдержка compute (243-ФЗ, меры, ЦКП):

Энергослой:

  • «Бери или плати» для ЦОД >670 кВт с 2027 (90% заявленной мощности; 4,5 ГВт присоединено, 2,7 — майнинг; рост расходов в 4–5 раз) — Forbes 10.03.2026

  • «Подключено порядка 5 ГВт ЦОДов», приоритет собственной генерации — Конюшенко, ПРАЙМ 10.09.2026

  • Рабочая группа Минэнерго: дефицит Москвы до 4 ГВт; резервы — Ленобласть до 1 ГВт, Урал и Поволжье по 500 МВт; присоединение 3–4 года — fb.ru 04.03.2026

  • CNews, TAdviser, Коммерсантъ, РБК — ЦОД Яндекса (Владимирская обл.), Cloud.ru (Подмосковье), дефицит мощностей

Практики:

  • Habr — кейс миграции с OpenAI на vLLM + Qwen; «Инференс LLM: CUDA, Triton, TensorRT-LLM» (KVAZZO, cTransformer, TorchTeX); расчёты экономики self-hosted DeepSeek

  • BenchLM.ai — DeepSeek API Pricing — прайс V3.2: 0,28/0,42 за миллион (данные 10.09.2026); обзор августовского пересмотра тарифов — explainx.ai

  • МТС Линк / ComNews — опрос Q2 2026 (1010 респондентов): Алиса AI 46%, GigaChat 45%, ChatGPT 38%

  • vc.ru / Comss.one — сетевая фильтрация chatgpt.com из России 06.09.2026 (DPI по SNI на уровне ТСПУ), доступ восстановлен 07.09; РКН официально не подтверждал

  • CNews — рынок ИИ-инференса РФ, кадровые оценки (5–7 тыс. разработчиков ИИ при потребности 15–20 тыс.; парк Сбера ~9000 A100 — данные 2024)

Железо и санкционный слой:

  • Bloomberg — DeepSeek Plans Big Huawei AI Chip Order to Power New Data Center (04.09.2026: не менее 160 тыс. Ascend 950DT, Уланчаб, инференс-only)

  • Отраслевые публикации о Huawei Ascend и сером импорте (CNews, TAdviser, РБК — проверить перед цитированием конкретных цен)

  • Zitron — The OpenAI Bubble — механика памятного кризиса (Micron, MOU OpenAI-Samsung/SK Hynix)

Модели и открытые веса:

  • Artificial Analysis — Intelligence Index (снапшот 31.08.2026): топ открытых весов — Kimi K3 и GLM-5.3 (60), Qwen3.8 (58), GLM-5.3-Flash (57); сводка AI2Work, 02.09.2026

  • DeepSeek — анонс V4.1-Flash (10.09.2026: MIT, контекст 1М, 0,15/0,30 за миллион входных off-peak/peak); модель-карта Hugging Face — лицензия MIT

  • Кастомные лицензии наверху полки (Kimi K3, Qwen3.8-Max, GLM-5.3 — пороги выручки, security-review) — AI2Work, 02.09.2026

Казахстан:

Беларусь:

Источник

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  • 09.07.26 19:06 Toivo Walli

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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

  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 04.08.26 12:37 kimberlyhebertt6877

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  • 06.08.26 08:11 ROMMYHENDERSON344

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  • 06.08.26 13:56 lydiassmith567

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  • 06.08.26 13:56 lydiassmith567

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  • 11.08.26 03:43 raymont0714

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  • 12.08.26 16:37 rssllhrnsb

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  • 16.08.26 01:44 Matt Kegan

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

  • 18.08.26 04:59 marcushenderson624

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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  • 06.10.26 17:44 Darrell1717

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