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[Перевод] OpenAI Jalapeño: Персональный чип OpenAI, который обогнал NVIDIA Blackwell

Самостоятельно разработанный ASIC OpenAI в сравнении с Rubin, TCO Jalapeño, пропускная способность на МВт и пикантные подробности

OpenAI последние пару лет тихо разрабатывала «Jalapeño» — чип для инференса, о котором было объявлено на Hot Chips. Слухи об успешном tapeout ходили уже некоторое время. Но теперь у нас есть подробности. OpenAI пригласила нас посмотреть на свой чип, приехать в их лаборатории, чтобы убедиться, насколько всё это реально, и провести бенчмаркинг с помощью нашего набора InferenceX.

В июне OpenAI представила программу разработки чипа в партнёрстве с Broadcom, создав его с нуля исключительно для инференса LLM. Работа над дизайном началась в середине 2024 года: от найма первых сотрудников команды до tapeout производства прошло около 16 месяцев — чрезвычайно быстрый цикл разработки ASIC.

Как правило, чипы первого поколения неконкурентоспособны, но OpenAI ломает эту тенденцию: её чип является лидером отрасли и превосходит каждый чип Nvidia, AMD и Google, который нам удалось протестировать, на нескольких ведущих моделях с открытым исходным кодом. OpenAI добивается этого благодаря экстремально тесному совместному проектированию аппаратного и программного обеспечения. Удивительно, но OpenAI не делает чрезмерную специализацию под какую-то конкретную часть инференса модели, а вместо этого сосредоточилась на создании универсального чипа, обеспечивающего высокую производительность во всех сценариях.

В этой статье мы подробно разберём архитектуру, программное обеспечение и результаты производительности Jalapeño в InferenceX.

Источник: OpenAI

Универсализированный чип для инференса

Все говорят, что чип OpenAI специализирован под модели OpenAI, но это неправильно: OpenAI создала универсальный чип для AI-инференса.

Сроки разработки просто безумные. Это показывает, что утверждения о том, что использование ИИ ускоряет проектирование чипов, реальны. Несмотря на столь быстрые сроки, OpenAI потратила много денег, принимала прагматичные проектные решения, а её команда просто невероятно сильна, поэтому это неудивительно.

Если просто посмотреть на спецификации, чип сразу становится серьёзным претендентом:

Источник: SemiAnalysis

А использование HBM4 выделяет его как сопоставимый с флагманскими GPU NVIDIA и AMD:

Источник: OpenAI

Значительная часть медийного освещения этого чипа основывалась на нескольких вскользь сказанных OpenAI комментариях о том, что чип будет оптимизирован под их модели так, как другие чипы не будут. Это неправильно. Jalapeño — универсальный чип для инференса, способный запускать самые разные модели и самые разные нагрузки, включая наш бенчмарк InferenceX, который мы запускали вместе с инженерами OpenAI в лаборатории. В качестве шутки OpenAI даже показала нам Doom, работающий на её чипе: игру портировали на чип практически исключительно с помощью промптов Codex.

Ниже представлен наш главный результат по perf/W — пропускная способность токенов на МВт всей системы. Jalapeño разносит все остальные чипы. Всё это достигается без Multi Token Prediction (MTP), тогда как остальные чипы на графике используют лучшие конфигурации соответствующих SKU, причём все они используют MTP.

Источник: SemiAnalysis

Jalapeño превосходит Blackwell по perf/W почти во всех сценариях, при этом не будучи настроенным под какую-либо конкретную точку кривой. Он превосходен не только в сценариях с низкой задержкой, но и в сценариях с высокой пропускной способностью. Более корректное сравнение «яблок с яблоками» — с результатами Single Token Prediction: здесь Jalapeño просто оставляет всех конкурентов далеко позади. В сценариях с низкой конкуррентностью Jalapeño демонстрирует выдающуюся интерактивность, достигая более 700 токенов в секунду на пользователя при concurrency 1 на модели DeepSeek R1.

Невероятно, но всё это достигается с помощью предсказания одного токена (STP), без speculative decoding и без разделения prefill/decode. Помимо DeepSeek R1, мы также увидели несколько других моделей, включая Kimi-K2.5 и GPT-OSS, которые работали примерно на уровне 1 400 ток/с/пользователя. Для всех моделей мы подтвердили, что результаты Jalapeño в GSM8k evals сопоставимы с результатами чипов Nvidia.

Есть несколько оговорок. Во-первых, все приведённые цифры предоставлены нам OpenAI. Мы лично проверили запуски InferenceX в лаборатории, но не запускали полный набор бенчмарков InferenceX и не видели результатов AgentX. AgentX — наш предпочтительный набор для сравнения производительности чипов благодаря длинному контексту и характеристикам multi-turn используемых датасетов, которые отражают поведение кэша в реалистичных production-workflow. Фреймворки, хорошо работающие на 8k1k, могут показывать худшие результаты на AgentX, поскольку реальные production-нагрузки сильнее нагружают такие компоненты, как роутеры, механизмы prefix cache, управление кэшем, инфраструктуру offload и т. д. Одноходовые 8k1k-тесты этого не проверяют. Подробнее об этом — в нашей статье об AgentX.

Во-вторых, мы считаем сравнение с Blackwell несколько неполным и несправедливым. На самом деле Jalapeño конкурирует с такими чипами, как Rubin, которые также используют HBM4. Системы Vera Rubin уже начинают поставляться клиентам, тогда как пройдёт ещё некоторое время, прежде чем у OpenAI появится что-либо кроме инженерных образцов Jalapeño.

Таким образом, производительность на самом деле следует сравнивать с Rubin, а не с Blackwell, и в некотором смысле мы ожидаем, что кастомный чип вроде Jalapeño превзойдёт Blackwell. Vera Rubin NVL72 обеспечивает 5,4× perf/MW по сравнению с GB200 NVL72, как мы описывали в нашей статье, анализирующей заявления NVIDIA о производительности при запуске совместно с CoreWeave в прошлом месяце. Ниже мы сравним Jalapeño с июльскими показателями Vera Rubin.

В-третьих, тестируемые модели не находятся на переднем крае открытого модельного фронтира. NVIDIA и AMD публиковали результаты на более крупных моделях, таких как DeepSeek V4 Pro и Kimi K3, используя AgentX. Чем больше модель и чем новее её релиз, тем сложнее портировать её на новый чип. При этом модели, которые OpenAI уже запустила на Jalapeño, отнюдь не маленькие.

Анализ производительности

OpenAI проектирует чип с приоритетом perf/W. Причина проста: в настоящее время OpenAI ограничена мощностью дата-центров, а не бюджетом или площадью, поэтому количество токенов на МВт имеет первостепенное значение. На Computex 2026 Дженсен сказал, что perf/W, надёжность и долгий срок службы являются ключевыми характеристиками будущих GPU. Цитируя его: «Если у вас есть 1 гигаватт мощности, то пропускная способность на ватт — это выручка». Он также отметил, что выбор неправильной архитектуры только потому, что чипы дешевле, не имеет смысла.

Источник: основная презентация Computex 2026

Это было подчеркнуто Nvidia во время выступления о Vera на Hot Chips 2026 при демонстрации того же графика выручки: «Сегодня дата-центр ограничен мощностью». Мощность имеет значение и определяет выручку.

Операторы не могут просто получить дополнительные МВт, потому что добавление GPU и увеличение мощности электросети происходят в совершенно разных временных масштабах. Энергетические ограничения дата-центров включают такие факторы, как подключение к энергосистеме, инфраструктура, мощность охлаждения и проектирование ИБП/резервной генерации. Задержки со стороны электросети неоднократно превышают сроки поставки оборудования и строительства, что приводит к необходимости BtM (behind-the-meter) — энергетических мощностей за счёт газовых турбин и локальных генераторов, построенных непосредственно на территории дата-центра. Такая мощность находится за счётчиком коммунальной компании, а не потребляется из общей сети. Это позволяет оператору запитать объект, не дожидаясь подключения к сети и модернизации инфраструктуры энергоснабжения — именно поэтому Colossus 2 компании xAI так сильно полагается на BtM, пока фактическое подключение к сети сильно отстаёт. Подробнее — в нашей Energy model.

Как мы писали в посте на X, tok/s/MW сводится к количеству токенов на джоуль, поскольку ватт — это джоуль в секунду. Таким образом, tok/s/MW является показателем эффективности системы и её способности преобразовывать энергию в токены.

Источник: SemiAnalysis

В этом отношении Jalapeño выигрывает даже при сравнении с Rubin. Пропускная способность выходных токенов OpenAI Jalapeño на МВт при STP превосходит результаты Vera Rubin с MTP, опубликованные NVIDIA и CoreWeave в июле. Она также значительно превосходит результаты GB200 с MTP за 2025 год. Как мы упоминали в нашей статье о Vera Rubin, VR сравнивалась с результатами GB200 за 2025 год, поскольку это был сопоставимый этап раннего bring-up, а сравнение с GB200 2025 года позволяет зафиксировать зрелость программного обеспечения. Следуя этой логике, мы сравниваем последние результаты Vera Rubin за июль 2026 года, результаты GB200 за 2025 год и сегодняшние результаты Jalapeño. Это вполне корректное сравнение, поскольку это лучшие публичные показатели Rubin, а OpenAI выполнила tapeout своего чипа после Rubin. И OpenAI, и Rubin всё ещё находятся на раннем этапе зрелости, поэтому производительность продолжит расти.

Источник: OpenAI, SemiAnalysis

По perf/TCO Vera Rubin и Jalapeño идут практически вровень, производя почти одинаковое количество выходных токенов на $. Однако, как уже упоминалось, результаты Jalapeño получены без speculative decoding, тогда как результаты Vera Rubin используют speculative decoding. Speculative decoding приводит к снижению стоимости токена примерно в 3–5 раз. Когда speculative decoding будет реализован на Jalapeño, это позволит Jalapeño обслуживать токены ещё более экономично. Разумеется, часть преимущества по TCO возникает из-за замены высоких маржинальных ставок Nvidia на более низкие (хотя всё ещё высокие) маржи Broadcom. Но не всё сводится к этому. Например, тот факт, что программы AI-ASIC Meta и Microsoft так и не вышли на полноценный старт, несмотря на гораздо более длительную работу над ними, показывает, что стоимость — лишь одна часть уравнения. Полную разбивку TCO Jalapeño см. в модели TCO AI Cloud от SemiAnalysis.

Источник: OpenAI, SemiAnalysis

С архитектурной точки зрения OpenAI решила не разделять prefill и decode (PD) между отдельными пулами чипов. Draft-модель и основная модель используют одни и те же чипы и fabric — подход, который жертвует некоторой теоретической эффективностью ради практической эксплуатации. Мотивация заключается в том, что состав рабочей нагрузки со временем меняется: например, соотношение входных токенов, записи в кэш, чтения из кэша и выходных токенов существенно изменилось по мере прохождения трёх эпох моделей (знания, reasoning и agentic, как обсуждалось в нашей недавней статье). Поэтому заранее выбрать фиксированное количество гетерогенного кремния для prefill и decode может привести со временем к неэффективности. OpenAI выбирает однородный пул в этой архитектуре и старается сделать так, чтобы чип хорошо работал во всех сценариях.

И он действительно работает. На Kimi K2.5 (на которой основан Cursor Composer 2.5) Jalapeño достигает почти 700 ток/с/пользователя — более чем в 9 раз больше, чем следующий лучший чип с результатом 100 ток/с/пользователя.

Источник: OpenAI, SemiAnalysis

С GPT-OSS ситуация ещё более разгромная. Пропускная способность Jalapeño при одинаковой интерактивности на МВт почти вдвое превышает максимальную точку GB200 и более чем в 50 раз — точку GB200 при concurrency 1. Для точек Jalapeño с более высокой concurrency используется EP8.

Источник: OpenAI, SemiAnalysis

Эти результаты впечатляют! Однако мы должны придраться к деталям: это всего лишь 8k1k — значительно более простая рабочая нагрузка для оптимизации, и запусков AgentX пока нет. Как упоминалось в нашей статье об AgentX, multiturn-нагрузки с длинным контекстом нагружают гораздо больше аспектов serving stack, таких как роутеры и prefix cache. Чтобы добиться превосходства в agentic-нагрузках, требуется гораздо больше оптимизаций. Подробнее об этом — в статье об AgentX.

Разбираемся со спецификациями и архитектурой

Все эти результаты были получены на A0 stepping Jalapeño — всего через 9 месяцев после начала программы. Но уже существует B0 stepping, который сейчас находится на фабрике! B0 содержит оптимизации, обеспечивающие примерно 25% улучшения perf-per-watt по сравнению с более ранним кремнием A0. В частности, B0 stepping обеспечивает 13,4 PFLOPs MXFP4 на одном compute die размером с ретикл, произведённом по техпроцессу TSMC N3P. Для сравнения, один compute die Rubin аналогичного размера и на том же техпроцессе обеспечивает 17,5 PFLOPs плотного NVFP4.

Это выглядит гораздо достойнее с учётом того, что TDP Jalapeño составляет всего 700 Вт против 900–1 150 Вт у Rubin на один compute die. Поскольку Jalapeño ориентирован на инференс, а не на обучение, вполне понятно, что OpenAI не нужно повышать TDP для максимизации FLOPs. Но в любом случае приведённые выше цифры показывают, что Jalapeño обеспечивает достойные пиковые теоретические FLOPs.

При прямом сравнении с другими ускорителями Jalapeño имеет наивысшую пропускную способность HBM на ватт и наивысшие FLOPs на ватт, сопоставимые с конфигурацией Rubin Max-Q на 1 800 Вт:

Источник: SemiAnalysis

Внешний I/O обеспечивается I/O-чиплетом N3E с 32 линиями 800G SerDes для вычислительной fabric: 24 линии (600 ГБ/с) используются для локального scale-up внутри стойки, а 8 линий (200 ГБ/с) — для глобального scale-up, представляющего собой многостоечный домен из 2 048 XPU. PCIe Gen 5 используется для системного I/O и подключения x86 host CPU.

Jalapeño будет поставляться с HBM4, что делает этот чип одним из относительно ранних пользователей этой технологии после Nvidia и AMD, опережая даже уже устоявшиеся программы TPU и Trainium. Поскольку один из ключевых архитектурных принципов Jalapeño заключается в максимальном использовании пропускной способности HBM, выбор чего-либо кроме лучшей HBM противоречил бы этой цели. В результате на один package приходится 15,4 ТБ/с пропускной способности памяти — больше, чем у всех остальных поставляемых ускорителей, использующих HBM3E. Пропускная способность 15,4 ТБ/с показывает, что HBM4 может достигать скорости 10 Гбит/с на pin, что даёт ей небольшое преимущество над 9,6 Гбит/с, которых Nvidia добивается от HBM4 в Rubin. Вероятно, HBM поставляет Samsung.

Источник: OpenAI

OpenAI выполнила tapeout Jalapeño в ноябре 2025 года; точнее, это был tapeout дизайна CoWoS, а не только кремния верхнего die. Через 9 месяцев после tapeout в ноябре 2025 года и всего через 3 месяца bring-up на реальном кремнии OpenAI уже добилась очень хороших результатов с Jalapeño. Это особенно впечатляет, учитывая, что команда начинала с нуля в отношении программного стека.

Тем временем tapeout CoWoS Rubin был завершён в октябре 2025 года, на месяц раньше, однако единственные ранние результаты, которые мы видели, исходят от инженерных образцов CoreWeave. Nvidia не позволила нам протестировать и опубликовать бенчмарки так же, как это сделала OpenAI, что указывает на незрелость программного обеспечения её чипа. Преимущество CUDA потенциально мертво, учитывая, насколько быстро OpenAI способна запускать новые модели на собственном кремнии.

Они всё ещё далеки от оптимального состояния, и в целом мы видим, что Jalapeño выдаёт лучшие показатели. Мы не считаем, что аппаратное обеспечение Nvidia хуже; скорее, bring-up программного обеспечения Jalapeño продвигается быстрее, чем у Nvidia. Это говорит о силе совместного проектирования hardware/software — главной области, в которой сильная команда ASIC из frontier AI lab может превзойти более устоявшихся производителей merchant silicon. Парадоксальным образом старт с нуля также мог помочь OpenAI, поскольку позволил принимать архитектурные решения с чистого листа, не беспокоясь об обратной совместимости или старых версиях программного обеспечения.

Хотя у OpenAI уже есть инженерные образцы Jalapeño, производство в настоящее время запланировано на постепенное наращивание в течение 2027 года, причём большая часть выпуска приходится на конец следующего года. Подробнее об объёмах поставок и ASP см. в Accelerator Model от SemiAnalysis.

Достаточно сказать, что OpenAI Jalapeño — это настоящий ASIC для массового производства.

Если сравнить сроки с Rubin, сроки Jalapeño выглядят поразительно быстрыми. Как показано ранее, результаты Jalapeño превосходят Rubin, несмотря на стартовое преимущество Rubin.

Источник: SemiAnalysis

Архитектура Jalapeño

Теперь перейдём непосредственно к архитектуре. Matrix engine чипа использует числовые форматы MXFP и weight-stationary systolic array, аналогичный TPU. Однако при прямом сравнении с TPU он поддерживает меньшие формы/размерности, то есть не имеет странных провалов производительности, возникающих при матричном умножении неудобной формы на больших systolic array.

Также имеются 64-битные scalar cores и векторные ядра FP32/INT32. OpenAI также инвестировала в резервирование на уровне tray и реализовала yield harvesting на уровне ядер и каналов. По утверждению компании, помощь ИИ в проектировании чипа обеспечила сокращение площади SIMD на 8% и площади matrix engine на 10% в процессе разработки. Хотя точные условия process/voltage/temperature (PVT) не уточнялись, также было сказано, что блоки, созданные с помощью ИИ, улучшили timing и энергопотребление по сравнению с первоначальными блоками.

Архитектура Jalapeño сосредоточена на устранении перемещения KVCache и весов, а также фиксированных задержек и накладных расходов, чтобы сделать возможным приближение к пиковым FLOPs/пропускной способности даже для небольших batch size или форм по сравнению с другими ускорителями.

Ядра и HBM разделены на slices, причём каждый core slice имеет низколатентное локальное представление собственного участка HBM. Синхронизация между slices происходит по выделенной высокоскоростной collective network. Эта минимальная иерархия памяти уже даёт Jalapeño большое потенциальное преимущество перед GPU, где обращения к памяти должны проходить через сложную систему памяти, создавая большие задержки, которые необходимо амортизировать или скрывать на более крупных формах.

Такой выбор возможен благодаря тому, что при тщательном размещении весов и KV синхронизацию между ядрами можно ограничить небольшим числом известных высокоскоростных коммуникаций, таких как tensor-parallel communication, которую можно перекрывать с вычислениями.

Источник: OpenAI

Также существует дополнительная общая NoC, используемая для обычных коммуникаций и доступа к scale-up network. В целом OpenAI экономит огромное количество энергии и получает значительный прирост производительности благодаря упрощённым NoC и memory subsystem по сравнению с Nvidia и Google.

Источник: OpenAI

На уровне ядра OpenAI описывает out-of-order (OoO) core с L1 cache. Это существенное отклонение от подхода, который мы наблюдали в других ускорителях: все они вместо этого используют scratchpad, управляемый программным обеспечением, обычно в сочетании с некоторой поддержкой async DMA. И снова аргумент заключается в том, что это позволяет Jalapeño избегать фиксированных накладных расходов, таких как задержки barrier, которые на других ускорителях (например, GPU) необходимо скрывать или амортизировать за счёт большего объёма работы на ядро, что затрудняет приближение к пиковой пропускной способности/FLOPs.

Компромисс заключается в том, что Jalapeño поэтому полагается на качественный prefetching для своевременного поступления запросов к памяти, что менее предсказуемо и сложнее для анализа. Однако с Codex в хорошо настроенном harness и доступом к детальному tracing поиск оптимального kernel с лучшим prefetching для заданной формы, вероятно, требует минимального вмешательства человека. Мы считаем, что именно это OpenAI сделала, чтобы так быстро запустить DeepSeek R1, Kimi K2.5 и GPT-OSS.

Ядра также поддерживают «малые» размерности матриц, что (в зависимости от того, насколько они малы) должно сделать систему более универсальной для разных размерностей моделей и batch size, менее чувствительной к выравниванию размерностей матриц, накладным расходам padding и неэффективности tiling. Например, TPU, Trainium и чипы Etched имеют очень большие systolic array, которым для предотвращения неэффективности tiling могут требоваться большие batch size или размерности моделей, точно делящиеся на размеры массивов.

В Jalapeño OpenAI сосредоточилась на устранении фиксированных задержек в системе, чтобы обеспечить максимально близкую к roofline производительность во всех областях pareto-кривой. Теоретически это может дать преимущества перед GPU в нескольких рабочих точках:

Значительно лучшая верхняя граница производительности в low-latency/small-batch inference, где GPU ограничены множеством фиксированных накладных расходов, таких как launch latency, barrier latency и latency системы памяти.
Потенциальная возможность приблизиться к hardware roofline даже при large-batch или long-context нагрузках.

Это сопровождается оговоркой: даже если верхняя граница производительности теоретически доступна, реализовать её на реальных kernels может быть сложнее. Поэтому подход, по-видимому, следующий:

Проектировать систему под максимально высокую верхнюю границу производительности для всех форм рабочих нагрузок.
Позволить Codex выполнять рутинную работу по поиску kernels, достигающих этой верхней границы.

Судя по чрезвычайно быстрому темпу, с которым команда OpenAI запустила нагрузки InferenceX на Jalapeño, мы оптимистично оцениваем этот подход.

Если Jalapeño окажется успешным, это станет сильным сигналом о том, что одержимость индустрии программными моделями и идеальными универсальными компиляторами опровергается frontier AI-моделями.

Программное обеспечение

OpenAI пишет kernels для Jalapeño практически как assembly. Каждый kernel получает вручную настроенный код, некоторые из них достигают примерно 3 000 строк, с проверками корректности и собственным sanitizer. Ранняя работа над kernels выполнялась в режиме human-in-the-loop, но затем подход изменился благодаря более масштабной внутренней версии Codex — той, которую OpenAI планирует предлагать корпоративным клиентам. Внутренний serving engine называется «Teacup». Интересно, что до проведения бенчмарка DeepSeek с помощью InferenceX у OpenAI вообще не было внутренней реализации MLA kernels. Способность Codex так быстро писать функциональные и эффективные kernels (без вмешательства кого-либо из команды kernel engineering OpenAI) демонстрирует зрелость программного конвейера.

OpenAI программирует Jalapeño с помощью Gluon. Gluon — язык программирования kernels OpenAI. Построенный поверх Triton, Gluon сохраняет программную модель Triton SPMD (Single Program Multiple Data), но предоставляет низкоуровневые абстракции программирования. Например, для GPU NVIDIA он предлагает API, отображающиеся на инструкции PTX, включая инструкции MMA, инструкции TMA, механизмы mbarrier и многие другие. Самая уникальная абстракция Gluon — layout. В общем случае layout определяет отображение между аппаратным ресурсом (например, 5-м регистром warp 9) и элементом tensor (например, элементом tensor в строке 6, столбце 7). Абстракция layout в Gluon основана на Linear Layouts — типе алгебры layout, изобретённой OpenAI. Linear Layouts математически формализует понятие layout и предоставляет инструменты для работы с layouts. Это позволяет реализовать множество возможностей, включая доказуемо корректные преобразования layout и оптимальный memory swizzling.

Что касается программной модели Jalapeño, каждая программа Gluon отображается на persistent thread. Мы считаем, что это указывает на пригодность Jalapeño для persistent kernel programming pattern, где каждая программа выполняется на нескольких tiles, а программист, а не аппаратный scheduler, распределяет работу. OpenAI упоминала TensorInfo — абстракцию, которая явно кодирует layouts. Вероятно, это набор layouts, разработанный для Jalapeño и использующий Linear Layouts. Наконец, каждое ядро предоставляет data prefetching и decoupled out-of-order units. Например, пользователь может запрограммировать ожидание prefetched data, которое блокируется за semaphore.

В странном повороте судьбы модели OpenAI вроде GPT 5.6 Sol, которые сейчас работают на GPU NVIDIA, использовались для проектирования чипа, представляющего реальную угрозу преимуществу CUDA — собственные GPU NVIDIA помогают в реальном времени продвигать потенциального преемника своих же GPU.

Сравнивая результаты во времени, мы также видим темп разработки Jalapeño: менее чем за 2 недели в некоторых точках интерактивности удалось получить более чем двукратное увеличение пропускной способности. Каждый tarball, который мы получаем от команды Jalapeño, содержит целый мир чудес.

Источник: OpenAI, SemiAnalysis

Улучшалась не только производительность kernels: за 8 дней команда Jalapeño включила TP32, опираясь на предыдущие конфигурации TP8 и выйдя за пределы одной системы, чтобы запустить полноценную rack-scale конфигурацию на большой модели. Это действительно впечатляющий темп разработки.

Источник: OpenAI, SemiAnalysis

Чтобы проверять производительность до запуска на реальном железе, OpenAI также располагает симулятором «chilisim», точность которого находится в пределах 5% от измеренного на железе результата, с использованием шины трассировки фиксированной ширины. Tracing на A0 был ограничен, но на B0 значительно улучшился, вероятно, благодаря данным реальных запусков на кремнии A0. Инженеры демонстрировали Codex CLI, запускающий внутреннюю модель под кодовым именем «Raiku» или «5.3 Codex Spark», с TPOT 1,2 мс.

Команда также показала демонстрации, написанные Codex и работающие непосредственно на чипе: Doom при 36 FPS, симуляцию гидродинамики FP32 и визуализацию «Liquid Light» с перемещением мыши.

Источник: SemiAnalysis

На стороне моделей внутренний подход OpenAI с megakernel, получивший название «gigakernel», строится вокруг одного megakernel, который зацикливается непосредственно на устройстве для снижения нагрузки на CPU и времени запуска. Команда также ещё сильнее смещается в сторону стратегий test-time compute, причём внутри компании особенно интересуются тем, как согласованно использовать 1 миллион rollout.

Разделять или не разделять — вот в чём вопрос

Мы уже упоминали, что OpenAI не использует разделение prefill и decode на этих чипах. Для нас это стало неожиданностью, поскольку производительность GPU NVIDIA и AMD существенно выигрывает от PDD даже на однородном оборудовании. Давайте разберёмся, почему команда Jalapeño пошла именно этим путём.

Разделение prefill-decode (PDD) выглядит привлекательным, когда рабочая нагрузка зафиксирована. Prefill и decode по-разному нагружают аппаратное обеспечение, поэтому назначение каждой фазы на отдельно настроенный пул может повысить эффективность при одном выбранном соотношении входных/выходных данных. Однако production-трафик не сохраняет это соотношение. Длины входных и выходных последовательностей, concurrency, коэффициенты попаданий в кэш, частота принятия speculative-токенов и целевые показатели latency меняются в течение дня.

После разделения устройств на пулы prefill и decode слишком большой спрос на prefill оставляет decode-чипы без работы, пока запросы стоят в очереди. Но слишком большой спрос на decode приводит к обратному. Оператору приходится постоянно прогнозировать правильное разделение, закладывать резервные мощности с обеих сторон и перебалансировать систему, оптимальное соотношение в которой постоянно меняется.

В унифицированной системе некоторые ресурсы могут быть недоиспользованы на определённой фазе, но каждое устройство остаётся доступным для обслуживания следующего запроса. В раздельной системе целый чип может простаивать просто потому, что он принадлежит неправильному пулу. Локальная утилизация выглядит лучше, но глобальная утилизация может оказаться хуже.

Источник: SemiAnalysis

Разделение также нарушает locality. Worker prefill создаёт большой KV cache, который worker decode немедленно требует, поэтому система должна передать это состояние по сети до продолжения генерации. Это добавляет потребление пропускной способности, синхронизацию, ожидание в очереди и ещё один домен отказа. Стоимость также растёт с длиной входной последовательности, поскольку KV cache увеличивается. Однако отказ от перемещения KV в основном является оптимизацией мощности и latency; готовность перемещать некоторое количество KV может повысить утилизацию оборудования ценой некоторого увеличения энергопотребления и latency на запрос.

Fungible fleet позволяет перераспределять мощности между latency-sensitive запросами и batch-задачами, ориентированными на throughput, тогда как фиксированное разделение оставляет оборудование без работы при изменении состава трафика. Кроме того, длина контекста меняет баланс между attention и FFN, поэтому любое фиксированное соотношение оборудования эффективно только вблизи расчётной точки.

Источник: SemiAnalysis

То же ограничение относится к speculative decoding. Draft-модель должна передавать кандидаты токенов verifier-модели с чрезвычайно низкой latency. Разделение двух моделей по специализированным пулам превращает тесно связанный цикл декодирования в распределённый протокол. Дополнительная коммуникация и координация могут поглотить выигрыш по latency, полученный благодаря drafting. Размещение обеих моделей на одних устройствах и low-latency fabric сохраняет locality, благодаря которой speculation вообще имеет смысл.

Источник: SemiAnalysis

Однако disaggregation всё ещё может выиграть там, где спрос достаточно велик, стабилен и предсказуем, особенно когда обычным GPU требуются большие phase-specific batches для достижения хорошей пропускной способности. Но это не бесплатный обед.

От японского к индийскому (от мягкого к острому): Katsu, Vindaloo и Chana — как блюда карри собираются в стоечную систему?

Система Jalapeño на уровне rack unit состоит из CPU host rack и ASIC rack. Host rack содержит 16 host CPU trays под названием «Katsu», каждому из которых соответствует один из 16 ASIC trays под названием «Vindaloo», расположенных справа от Katsu. Каждый host содержит два AMD EPYC класса Turin с 1,5 ТБ DRAM, 2× E1.S и 2× M.2 SSD на rack. Каждый tray также оснащён frontend networking 400G (2×200G). Каждый tray Katsu подключается к каждому tray Vindaloo через 8 внешних PCIe DAC-кабелей, горизонтально проходящих через переднюю часть стойки. Системный дизайн выполнен в партнёрстве с Celestica.

ASIC rack состоит из 16 trays Vindaloo и 8 trays scale-up switches (6 локальных + 2 глобальных), получивших название «Chana». Каждый tray Vindaloo содержит 8 ASIC Jalapeño, что в сумме даёт 128 ASIC Jalapeño на rack. ASIC подключены к каждому из trays коммутаторов Chana через медную backplane, аналогично решению Nvidia Oberon. Топология scale-up разделена на локальный домен из 128 ASIC внутри rack и глобальный домен, соединяющий до 16 racks или 2 048 ASIC. Ниже мы подробнее объясним пропускную способность и топологию.

Энергоснабжение боковой host rack требует примерно 50 кВт выделенной мощности (31 кВт в production), а ASIC rack потребляет 130 кВт, что даёт около 160 кВт на всю систему из двух racks. По энергопотреблению это фактически двухстоечный GB300 rack.

Источник: SemiAnalysis, OpenAI

OpenAI может соединить до 2 048 Jalapeño XPU в одной scale-up network. Scale-up network состоит из двух доменов: локального, соединяющего все 128 XPU через backplane внутри rack, и глобального, соединяющего 2 048 XPU через 16 racks с использованием гибридного медного и оптического interconnect. Каждый rack содержит 8 trays Chana. Шесть коммутаторов Chana посередине предназначены для локального домена и каждый содержит один switch ASIC Tomahawk 6 на 102,4T. Два коммутатора Chana сверху и снизу локальных коммутаторов предназначены для глобального домена; мы полагаем, что они могут состоять из 2× 102,4T Tomahawk 6, обеспечивая до 204,8T на switch tray.

В локальном домене каждый из 128 чипов Jalapeño имеет однонаправленную пропускную способность 4,8 Тбит/с на XPU и подключён по принципу all-to-all к 6× 102,4-Тбит/с ASIC Tomahawk 6. Это означает 48 пар дифференциальных линий (DP) male/female на XPU, что соответствует 6 144 DP пассивных медных кабелей на rack, используемых для локального scale-up.

В глобальном домене 16 racks, содержащих в общей сложности 2 048 XPU, соединяются комбинацией медной backplane, электрического коммутатора 204,8T TH6, трансиверов 1,6T и optical circuit switch. Каждый XPU имеет однонаправленную пропускную способность 1,6 Тбит/с для глобального соединения, что соответствует 16 парам дифференциальных линий (DP) male/female на XPU для backplane между XPU и глобальным коммутатором. Пропускная способность каждого global switch tray с 2 ASIC разделяется между backplane и оптикой на передней панели.

Между локальным и глобальным доменами количество backplane-коннекторов на rack достигает 64 DP на XPU и в общей сложности 8 192 DP пассивных медных кабелей на rack.

Глобальный домен использует архитектуру только с rail, состоящую из 8 rails по всему глобальному домену. Мы считаем, что OpenAI маршрутизирует оптические соединения глобального домена через Optical Circuit Switches (OCS), установленные в каждом rack. Для каждого XPU 1,6 Тбит/с глобальной пропускной способности проходит к global switch tray по медной backplane. Затем сигнал выходит из коммутатора через переднюю панель через трансиверы 1,6T, которые направляются к пассивному оптическому коммутатору перед выходом из rack. Это расширяет масштабируемый мир до 2 048 XPU, объединяя 16 racks по 128 XPU каждый.

Источник: SemiAnalysis

Поскольку scale-up networking составляет лишь около 10% общей стоимости системы, эта гибкость обеспечивает ценную возможность выбора для будущих моделей с 10–20 триллионами параметров или контекстных окон на 2–4 миллиона токенов. При развёртывании OpenAI сотрудничает с neoclouds и собирает данные о надёжности вместе с партнёрами по дата-центрам до января, одновременно оптимизируя время развёртывания от dock до rack.

Что дальше

Далее мы поговорим о будущем Jalapeño, первая production token которого появится уже скоро. Следующая цель — 100 МВт, и основные препятствия будут связаны с аппаратным обеспечением: сколько чипов они смогут производить, насколько хорошо смогут развёртывать и эксплуатировать дата-центры, как будут справляться с мониторингом, отказоустойчивостью и т. д. Программное обеспечение уже доказало свою работоспособность, а для внутренних моделей любой отрыв в программном обеспечении легко сокращается. За paywall мы обсудим последствия для NVIDIA, AMD, Cerebras и других производителей чипов, которые в ближайшие годы заключили сделки с OpenAI.

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25 авг. 2026 г.

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.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

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26.06.26 15:09 Antonio Riley

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28.06.26 00:37 kimberlyhebertt673

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28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

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29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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02.07.26 01:26 Clara Morin

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04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

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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.
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30.07.26 17:27 wendytaylor015

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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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12.08.26 16:37 rssllhrnsb

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16.08.26 01:44 Matt Kegan

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18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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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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