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Н Новости

OpenAI удивляет марафоном релизов, Google выпускает прорывной квантовый чип: главные события декабря в сфере ИИ

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Финал года выдался богатым на события в сфере ИИ. OpenAI провели свой первый «адвент-календарь» с ежедневными релизами, каждый из которых заслуживает отдельного внимания. Параллельно технологические гиганты представили множество новинок: от квантовых чипов с рекордной производительностью до компактных, но мощных языковых моделей, способных конкурировать с признанными лидерами.

Мы собрали самые интересные новости, исследования и релизы декабря. Новые инструменты, важные научные работы и технические находки — в свежем выпуске нашего ИИ-дайджеста!

Оглавление

Новости гигантов индустрии

Новые модели

Интересные открытия

Новые инструменты

Свежие исследования

Заключение

Новости гигантов индустрии

OpenAI: 12 дней релизов

В декабре OpenAI провели свой первый «адвент-календарь» с ежедневными релизами, превратив предновогодний период в настоящий марафон технологических анонсов. От новых моделей до интеграций с популярными сервисами — каждый день приносил значимые обновления для разных категорий пользователей.

(Источник изображения)

Рассказываем, что нового представили Сэм Альтман и его коллеги:

  1. Релиз full o1 и o1 Pro Mode. Полная версия получила поддержку изображений, стала на 30% быстрее preview-версии и более стабильной. Pro-версия, доступная по подписке всего за $200, использует улучшенный ризонинг-пайплайн для более глубокого анализа.

  2. Анонс Reinforcement Fine-Tuning (RFT). Новый метод позволяет обучать модели до экспертного уровня на минимальном наборе данных (около 100 сэмплов). Пока доступен только для избранных партнеров.

  3. Выпуск SORA turbo. Улучшенная версия генератора видео поддерживает создание роликов продолжительностью до 20 секунд в разрешении 1080p. Pro-подписчики получили безлимитный доступ, для Plus доступно 50 генераций. Добавлен кастомный видео-редактор для работы с таймлайном.

  4. Обновление Canvas. Добавлен интерпретатор Python-кода с визуализацией ошибок и построением графиков. Инструмент стал доступен всем пользователям и получил возможность интеграции с кастомными GPT. Улучшена система комментирования кода с выделением участков прямо в запросах.

  5. Интеграция с Apple. ChatGPT получил глубокую интеграцию с iOS и macOS и теперь встроен в Siri. В Visual Intelligence появился прямой доступ к GPT-4o для анализа видео в реальном времени, добавлены инструменты для работы с документами через Finder.

  6. Запуск Advanced Voice Mode с поддержкой видео и демонстрации экрана в реальном времени. Добавлен голос Санты и поддержка русского языка. Модель эффективно запоминает контекст показанного контента.

  7. Внедрение системы Projects (папок) для организации диалогов. Позволяет создавать рабочие пространства с общим контекстом и файлами, группировать чаты по темам и устанавливать общие инструкции для проектов.

  8. Улучшение SearchGPT. Добавлена поддержка голосового поиска, превью веб-страниц в чате и интеграция с картами. Функционал стал доступен бесплатным пользователям. Появилась возможность использовать GPT как дефолтный поисковик.

  9. Обновление API. Добавлена поддержка изображений, структурированных выводов в JSON и developer промптов. Внедрен preference finetuning и настройка reasoning efforts. Realtime API получил WebRTC-интеграцию при снижении цен на 60%.

  10. Интеграция с телефонией. ChatGPT стал доступен через звонки (1-800-CHATGPT, США) и WhatsApp-сообщения. Сервис работает даже на базовых телефонах, обеспечивая широкую доступность.

  11. Добавлена функция стриминга приложений. Позволяет транслировать данные из приложений напрямую в чат для анализа и визуализации. Поддерживается работа с кодом и графиками без копирования.

  12. Анонс o3 и o3-mini. Новая модель показала впечатляющие результаты: вдвое лучше o1 в кодинге, 88% на бенчмарке ARC AGI и 25% на Frontier Math. Обе версии поддерживают разные режимы рассуждений (low, medium, high) и улучшенный alignment. Публичный релиз запланирован на январь.

Не удивимся, если это еще не конец новостей от OpenAI. Остается гадать, какие сюрпризы компания заготовила на следующий год.

Google теряет ключевых разработчиков NotebookLM

NotebookLM только набрал популярность, как его команда покидает Google для создания собственного стартапа. Руководитель проекта Райза Мартин вместе с ведущим дизайнером Джейсоном Шпильманом и инженером Стивеном Хьюзом объявили об уходе из компании.

(Источник изображения)

По словам Мартин, команда увидела «возможность создать что-то действительно трансформационное в своей области». Хотя стартап пока находится в режиме полной секретности и даже не раскрывает своего названия, из комментариев для TechCrunch следует, что проект будет ориентирован на массового пользователя.

«По мере развития frontier-моделей растет потребность в продуманных продуктах, которые сделают преимущества этих технологий доступными и понятными для обычных людей», — отметила Мартин. Пока неизвестно, будет ли новый проект развивать идеи NotebookLM в области AI-подкастов и умных заметок, или команда выберет совершенно новое направление.

Несмотря на раннюю стадию проекта и отсутствие объявленных инвестиций, стартап уже получил значительную поддержку от основателей других компаний, инвесторов и академического сообщества.

Apple интегрирует ChatGPT в свои устройства

Apple анонсировала масштабное обновление для своих устройств, центральным элементом которого стала долгожданная интеграция ChatGPT с Siri. Обновление iOS 18.2 знаменует важный этап в развитии Apple Intelligence — комплекса AI-функций, ставшего ключевой особенностью линейки iPhone 16.

Интеграция активируется автоматически при сложных запросах к Siri. Система использует модель GPT-4o и не требует отдельной учетной записи OpenAI. Особое внимание уделено конфиденциальности: OpenAI не хранит запросы пользователей.

Параллельно компания представила два новых AI-инструмента: Playground для генерации изображений и Image Wand для редактирования фотографий. Функционал доступен владельцам iPhone 15, iPhone 15 Pro и всех моделей iPhone 16 после установки необходимых моделей AI.

xAI делает Grok-2 бесплатным для пользователей X

Илон Маск тоже не остается в стороне и делает всем пользователям X новогодний подарок: Grok-2 становится бесплатным. Новая версия модели, которую команда xAI тестировала последние недели, работает в три раза быстрее предшественника и отличается улучшенной точностью, следованием инструкциям и поддержкой множества языков.

(Источник изображения)

Помимо базового функционала, пользователям стали доступны веб-поиск, цитирование источников и генератор изображений Aurora. Интересная новинка — кнопка Grok в ленте X, которая помогает получить контекст для постов и глубже разобраться в трендовых обсуждениях. Премиум-подписчики, как обычно, получат повышенные лимиты использования и первыми опробуют новые возможности.

Анонс происходит на фоне успешного раунда финансирования: xAI привлекла $5 млрд при оценке в $50 млрд — более чем двукратный рост с весны.

Google представила Willow — квантовый чип с септиллионным преимуществом

Вот уже 30 лет физики и инженеры пытаются решить главную проблему квантовых компьютеров – их чудовищную нестабильность. Чем больше кубитов, тем больше ошибок, и тем быстрее система теряет свою «квантовость».

Похоже, команде Google Quantum AI наконец удалось совершить прорыв: их новый чип Willow не просто исправляет ошибки — он делает это экспоненциально лучше при увеличении числа кубитов.

(Источник изображения)

За 5 минут Willow выполняет вычисления, на которые самому быстрому современному суперкомпьютеру потребовалось бы 10 септиллионов лет. Для понимания масштаба: это число с 25 нулями, что значительно превышает возраст нашей Вселенной.

В основе такой производительности лежит революционный подход к коррекции ошибок. Исследователи тестировали массивы кубитов разного размера: от сетки 3×3 до 7×7. С каждым увеличением размера сетки уровень ошибок не рос, а наоборот — снижался вдвое. Это то самое «below threshold» состояние, которого квантовая индустрия ждала с 1995 года, когда Питер Шор впервые предложил концепцию квантовой коррекции ошибок.

Чип был создан в специализированной лаборатории Google в Санта-Барбаре — одной из немногих в мире, построенных с нуля для производства квантовых процессоров. При 105 кубитах Willow демонстрирует лучшие в своем классе показатели стабильности: время удержания квантового состояния достигает 100 микросекунд, что в 5 раз превышает результаты предыдущего поколения чипов.

GitHub делает Copilot бесплатным

GitHub продолжает удивлять разработчиков: компания объявила о запуске бесплатной версии своего AI-ассистента Copilot. Более того, теперь инструмент будет поставляться по умолчанию с редактором VS Code. До этого момента большинству разработчиков приходилось платить от $10 в месяц — бесплатный доступ был только у студентов, преподавателей и разработчиков, поддерживающих open-source проекты.

Иллюстрация работы Copilot
Иллюстрация работы Copilot

Конечно, у бесплатной версии есть ограничения. Пользователи получат 2000 автодополнений кода в месяц, причем в этот лимит входят все предложения Copilot, а не только принятые. Также доступны только две базовые модели: Claude 3.5 Sonnet от Anthropic и GPT-4o от OpenAI (в платной версии есть еще Gemini 1.5 Pro и модели o1). Чат с ассистентом ограничен 50 сообщениями, но все расширения и навыки Copilot остаются доступными.

Решение о запуске бесплатной версии выглядит логичным: с 2021 года на рынке AI-ассистентов для кода появились серьезные конкуренты вроде Tabnine, Qodo и решений от AWS, которые уже предлагают бесплатные планы. GitHub рассчитывает использовать широкое распространение VS Code, чтобы расширить аудиторию Copilot.

Новые модели

По ощущениям, за декабрь нам представили рекордное количество новых моделей. Вот самые интересные из них.

Microsoft Phi-4: малышка с большими амбициями

Microsoft представила новое пополнение в семействе Phi — компактную модель с 14B параметров, которая удивляет своей производительностью. Несмотря на скромный размер, Phi-4 работает наравне с GPT-4o mini и Llama-3.3-70B, а на математическом бенчмарке AMC 10/12 достигает впечатляющих 91.8%, обходя даже Gemini Pro 1.5.

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Такой результат достигнут благодаря комбинации качественных синтетических и органических данных на претрейне, а также внедрению pivotal token search — метода улучшения качества генерации, который основан на поиске и оптимизации «ключевых» для правильного ответа токенов. Модель пока доступна только в ограниченном режиме на платформе Azure AI Foundry для исследовательских целей.

Meta Apollo: видео-LLM учится смотреть длинные ролики

Meta выпустила семейство видео-моделей Apollo, способных анализировать часовые видео с точным отслеживанием персонажей и сцен. Примечательно, что все три версии (1.5B, 3B и 7B) достигли превосходных результатов на LongVideoBench, несмотря на компактный размер.

Успех Apollo построен на концепции Scaling Consistency: команда протестировала 84 варианта архитектур на малых моделях и обнаружила, что найденные оптимальные решения хорошо масштабируются на более крупные версии. Среди ключевых инноваций — равномерное сэмплирование кадров, комбинированные энкодеры и постепенное размораживание компонентов при обучении.

Amazon Nova: новая линейка моделей

Amazon представила линейку моделей Nova, включающую Pro, Micro и Lite версии. Флагманская Nova Pro сопоставима по возможностям с Llama 3.2 90B и приближается к уровню Sonnet 3.5 и GPT-4o, предлагая при этом втрое более низкие цены: $0.8/1M на входе и $3.2/1M на выходе при контексте в 300К токенов.

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Младшие модели особенно впечатляют: Lite показывает результаты на уровне Gemini Flash, а Micro, хотя и уступает Haiku 3.5, демонстрирует рекордную скорость в 157 токенов в секунду. Все модели уже доступны для тестирования на LM Arena и AWS Bedrock.

Помимо базовых моделей, Amazon анонсировала Nova Premier — мультимодальную модель для сложных рассуждений, релиз которой ожидается в начале 2025 года. Также компания представила генеративные модели Nova Canvas для создания изображений и Nova Reel для работы с видео, обе со встроенными возможностями водяных знаков. В планах компании на следующий год — выпуск speech-to-speech модели и нативной мультимодальной модели. Конкуренция на поле ИИ продолжает расти.

Google Gemini 2.0: новая эра ИИ-ассистентов

Google выкатила сразу несколько мощных обновлений своего флагманского AI. Главная новинка – Gemini 2.0 Flash Thinking Experimental, модель с улучшенными способностями к рассуждениям, которая, в отличие от других подобных моделей, не скрывает процесс своих размышлений. Модель не только превосходит своего предшественника Gemini 1.5 Pro по ключевым показателям, но и работает вдвое быстрее. Главная особенность — расширенные мультимодальные возможности: теперь Flash может не только воспринимать текст, изображения и видео на входе, но и генерировать изображения вместе с текстом, а также создавать многоязычные аудио через text-to-speech.

Семейство моделей Flash (источник изображения)
Семейство моделей Flash (источник изображения)

Модель получила встроенную поддержку различных инструментов, включая Google Search и выполнение кода. Для разработчиков уже доступен новый Multimodal Live API с поддержкой потокового видео и аудио в реальном времени. Протестировать Gemini 2.0 Flash можно в AI Studio и Vertex AI, а в январе 2025 года модель появится в пользовательском приложении Gemini.

Параллельно Google представила несколько экспериментальных ИИ-агентов на базе Gemini 2.0:

  • Project Astra — универсальный ассистент с поддержкой нескольких языков, способный запоминать до 10 минут сессии и использовать Google Search, Lens и Maps.

  • Project Mariner — агент для работы в браузере с эффективностью 83.5%.

  • Jules — специализированный помощник для разработчиков, интегрирующийся с GitHub.

Отдельно стоит отметить Deep Research — инструмент для углубленного поиска информации в интернете с составлением подробных отчетов.

Veo 2: Google бросает вызов SORA

Google DeepMind представила Veo 2 — генератор видео нового поколения, превзошедший в пользовательских тестах нашумевшую SORA от OpenAI. По данным тестирования, 58.8% участников предпочли генерации Veo, особенно впечатлившись качеством роликов с едой и картографическими сценами.

Пример генерации от Veo 2
Пример генерации от Veo 2

Модель создает видео длительностью до 8 секунд в разрешении 4K, демонстрируя улучшенное понимание физики, динамики жидкостей и световых эффектов. Особое внимание уделено реалистичности движения и кинематографическим эффектам — разные линзы, освещение, управление камерой. Veo 2 доступна эксклюзивно через инструмент VideoFX, причем некоторые пользователи из листа ожидания уже получили доступ к тестированию.

Google Genie 2: игровой движок на стероидах

Еще одна новинка от DeepMind — Genie 2, ИИ-движок, способный генерировать бесконечное разнообразие интерактивных 3D-миров по одному изображению. В отличие от предшественника, который справлялся только с 2D-пространствами в духе Mario, новая версия создает полноценные трехмерные миры с реалистичной физикой, освещением и даже NPC.

Работает это впечатляюще просто: пользователь загружает картинку-промпт (можно даже концепт-арт), и Genie 2 превращает ее в играбельное окружение, которым можно управлять с помощью клавиатуры и мыши. Модель помнит все, что было показано ранее: если отвернуться от объекта и повернуться обратно, он останется на месте. А еще она может генерировать новый контент «на лету», поддерживая согласованность мира до минуты реального времени.

Особенно интересно, что в эти миры уже можно запускать ИИ-агентов. DeepMind продемонстрировала это на примере своего агента SIMA, который успешно выполнял команды вроде «открой синюю дверь» или «зайди за дом» в сгенерированных Genie 2 пространствах.

Пример работы Genie
Пример работы Genie

Технически Genie 2 — это авторегрессивная латентная диффузионная модель, обученная на большом датасете видео. На данный момент доступна только базовая недистиллированная версия. Дистиллированная будет работать в реальном времени, но с некоторой потерей качества. И да, иногда модель выдает забавные сюрпризы: то призрак в саду появится, то персонаж вместо сноубординга решит заняться паркуром.

Google представляет PaliGemma 2

И последняя модель-новинка от DeepMind в нашем списке — новое семейство мультимодальных моделей PaliGemma 2, которые способны эффективно работать с текстом и изображениями. В линейку вошли три версии: 3B, 10B и 28B параметров, каждая из которых поддерживает три разрешения — от 224×224 до 896×896 пикселей. Всего доступно девять предобученных моделей с разными комбинациями размера и разрешения.

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Технически PaliGemma 2 объединяет визуальный энкодер SigLIP-So400m с языковыми моделями Gemma 2. Модели уже протестированы на более чем 30 задачах: от простой генерации подписей к картинкам до сложного анализа рентгеновских снимков и распознавания нотных записей. И, что особенно приятно, все версии open-weight — можно свободно использовать для transfer learning и файнтюнинга.

Meta выпускает Llama 3.3: маленькая, но удаленькая

Meta представила новую версию своей языковой модели — Llama 3.3 70B, которая, несмотря на значительно меньший размер, показывает производительность на уровне своей «старшей сестры» Llama 3.1 405B. По словам Ахмада Аль-Дахле, вице-президента Meta по генеративному ИИ, такого результата удалось достичь благодаря новейшим методам пост-обучения, включая оптимизацию предпочтений в реальном времени (online preference optimization).

Модель обучена на 15 триллионах токенов и поддерживает восемь языков, включая английский, немецкий, французский и испанский. На ключевых бенчмарках, включая MMLU и HumanEval, новая Llama превосходит даже таких тяжеловесов индустрии как Gemini 1.5 Pro, GPT-4o и недавно выпущенную Nova Pro от Amazon. Особые улучшения заметны в области математики, программирования и следования инструкциям.

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Технически модель использует оптимизированную трансформер-архитектуру с Grouped-Query Attention для улучшенной масштабируемости при инференсе. Обучение проводилось с использованием supervised fine-tuning и RLHF для повышения полезности и безопасности. Модель уже доступна на Hugging Face с контекстным окном в 128К токенов, правда, для платформ с более чем 700 миллионами пользователей требуется специальная лицензия.

DeepSeek выпускает V3: китайский гигант на MoE

DeepSeek продолжает удивлять: компания представила новую версию своей языковой модели — DeepSeek V3, построенную на архитектуре Mixture-of-Experts (MoE). При общем размере в 685B параметров модель активирует только 37B для каждого токена, что делает её невероятно эффективной. На LiveBench она уже стала лучшей открытой моделью, уступая только экспериментальной gemini-exp-1206.

V3 превосходит не только Sonnet, но и GPT-4o по большинству бенчмарков. Особенно заметен отрыв в математике: на MATH-500 модель показывает 90.2%, а на AIME 2024 — 39.2%, что значительно выше результатов конкурентов. При этом обучение заняло всего 2.788M часов на GPU H800, без единого сбоя или отката.

Информация по бенчмаркам с сайта DeepSeek
Информация по бенчмаркам с сайта DeepSeek

Модель уже доступна на Hugging Face и поддерживает различные режимы запуска, включая FP8 и BF16 инференс.

DeepSeek вообще поражает своей продуктивностью: только за последний месяц компания выпустила DeepSeek 2.5, поисковую систему, DeepSeek VL2, DeepSeek-R1, и теперь V3.

Интересные открытия

Genesis: симулятор физики в 4D

19 ведущих лабораторий мира, включая Nvidia, Stanford и MIT, представили Genesis — революционный движок для симуляции физики в 4D. И хотя звучит это как очередной игровой симулятор, на деле Genesis может стать прорывом в обучении роботов: он работает в 10–80 раз быстрее существующих GPU-ускоренных платформ вроде Isaac Gym или MJX.

Пример работы Genesis
Пример работы Genesis

Чтобы оценить масштаб улучшения, достаточно одного примера: обучение робота ходьбе в Genesis занимает всего 26 секунд на RTX 4090, тогда как в реальном мире этот процесс был бы в 430 000 раз дольше. А благодаря GPU-параллелизации движок может рассчитать обратную кинематику для 10 000 манипуляторов всего за 2 миллисекунды.

В основе Genesis лежат современные солверы MPM, SPH, FEM и PBD, решающие уравнения движения и деформации объектов. Поверх них работает модель, генерирующая среды, параметры объектов и сценарии взаимодействия. Это делает Genesis мощным инструментом для создания физически точных данных, которые сложно или невозможно собрать в реальности — особенно когда речь идет о мягких роботах. С точки зрения практического применения этот релиз может оказаться даже значимее, чем нашумевшие SORA и Veo.

Почему ChatGPT боится Дэвида Майера: история одного бага

Пользователи ChatGPT обнаружили забавную особенность: если спросить бота о некоем «Дэвиде Майере», он мгновенно зависает. Попытки обойти эту блокировку или схитрить не приносят результата — бот упорно отказывается даже упоминать это имя.

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Как выяснилось позже, Майер не одинок: ChatGPT также «боится» Брайана Худа, Джонатана Терли, Дэвида Фабера и нескольких других персон.

Расследование показало интересную связь: все эти люди так или иначе связаны с «правом на забвение». Например, Брайан Худ — австралийский мэр, который обвинил ChatGPT в ложном описании его как преступника, тогда как на самом деле он просто сообщил о преступлении. Джонатан Зиттрейн — юрист, специализирующийся на праве на забвение, а Гвидо Скорца входит в совет итальянского управления по защите данных.

А вот с Дэвидом Майером история особенная. Профессор Майер, преподававший историю драмы, столкнулся с тем, что его имя использовал в поддельных документах разыскиваемый преступник. Из-за этого профессору даже запретили путешествовать, и он постоянно боролся за то, чтобы его имя не ассоциировалось с террористом. Похоже, что у ChatGPT есть специальный список имен, требующих особого обращения, и этот список каким-то образом был поврежден неисправным кодом.

Hugging Face запускает бесплатный курс по файнтюнингу

Hugging Face представили открытый практический курс по настройке языковых моделей. В программе — все самые актуальные техники: от базового файнтюнинга с учителем до современных методов DPO и ORPO. Особенность курса в том, что все примеры построены на малых моделях серии SmolLM2, которые можно запустить даже на домашнем компьютере.

(Источник изображения)

Курс разбит на восемь модулей, охватывающих разные аспекты настройки моделей: от обучения следованию инструкциям до работы с мультимодальными моделями и синтетическими датасетами. Каждый модуль включает практические задания, которые можно выполнить без дорогостоящего оборудования или платных сервисов.

Интересно, что курс развивается по принципу open source: любой участник может внести свой вклад через pull request, добавив собственные примеры или улучшив существующие материалы. Находка для тех, кто хочет погрузиться в практический AI без лишних затрат.

За 128 лет вычисления усовершенствовались в 1,000,000,000,000,000,000,000 раз

В сети появился обновленный график закона Мура, демонстрирующий поразительный прогресс в области вычислений. За последние 128 лет производительность на доллар выросла в секстиллион раз (на секундочку, число с 21 нулем). Что особенно интересно — этот рост происходил независимо от состояния экономики, задолго до того, как сооснователь Intel Гордон Мур заметил эту тенденцию в 1965 году.

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График показывает, как менялись технологии: от первых интегральных схем до современных ASIC. Особенно заметен недавний переход лидерства от GPU (зеленые точки) к ASIC (желтые и оранжевые). Архитектура NVIDIA Hopper стала своего рода переходным видом — это уже не совсем GPU, но еще не полноценный ASIC, оптимизированный под 8-битные вычисления для AI-моделей.

Авторы исследования считают этот график «самым важным из когда-либо созданных». По их мнению, каждая индустрия в конечном счете станет информационным бизнесом. Например, через 20 лет конкурентоспособность фермера будет зависеть не от качества работы, а от того, как он использует информацию — от спутниковых снимков для оптимизации полей до генетического кода семян. И такие изменения ждут все отрасли по мере того, как IT проникает в экономику.

Новые инструменты

Для работы с контентом

Meta Video Seal: защита от дипфейков

Meta выпустила открытый инструмент для водяных знаков на сгенерированных ИИ видео, устойчивый к распространенным видеоэффектам и сжатию. Чтобы продемонстрировать его эффективность на фоне других решений для маркировки контента, компания выложила на GitHub бенчмарк Omni Seal Bench.

Процесс размещения цифровых водяных знаков для видео (источник изображения)
Процесс размещения цифровых водяных знаков для видео (источник изображения)

Midjourney: быстрая кастомизация

В Midjourney обновили систему настройки моделей: теперь для эффективной персонализации требуется меньше оценок изображений, появилась поддержка мудбордов и возможность создавать несколько профилей моделей.

Regenbogen: навигатор цветовых палитр

Инструмент для просмотра цветовых палитр в различных R-пакетах с возможностью подбора оптимальной палитры для конкретного типа графика. Включает детальную информацию и готовый код для копирования.

HunyuanVideo: видеогенерация от Tencent

Tencent выпустила опенсорс AI-модель для продвинутой генерации видео с инновационным видео-аудио синтезом и эффективными техниками масштабирования. Модель превосходит несколько коммерческих аналогов по качеству визуала и движения.

MarkItDown: конвертация в Markdown

Опенсорс-библиотека от Microsoft для конвертации широкого спектра форматов файлов (PDF, PowerPoint, Word, Excel, HTML, изображения, аудио) в Markdown.

Для разработчиков

ensure: умное тестирование для R

Новый R-пакет, предоставляющий возможности юнит-тестирования с использованием LLM.

Пример работы ensure
Пример работы ensure

skimpy: продвинутая статистика

Инструмент для получения расширенной статистики о переменных в pandas или Polars фреймах прямо в консоли или интерактивном окне Python. Улучшенная версия pandas df.describe().

Replit Assistant: AI-помощник для всех

Обновленный AI-ассистент и агент от Replit, теперь доступный всем пользователям. Позволяет модифицировать код и разрабатывать ПО с помощью естественно-языковых промптов, использует новую модель ценообразования на основе чекпойнтов.

Иллюстрация работы Replit
Иллюстрация работы Replit

Devin: AI-инженер как сервис

Cognition Labs запустила Devin — ИИ-инженера, способного выполнять сложные задачи программирования. Доступен для индивидуальных разработчиков и команд по подписке, с дополнительными опциями для предприятий.

Для удобства

Project Mariner: веб-серфинг от Google

Google представила AI-агента, способного взаимодействовать с веб-страницами от имени пользователя. Агент на базе Gemini может управлять браузером Chrome, заполнять формы и выполнять задачи вроде составления списка покупок или поиска авиабилетов. Правда, данные платежных карт он пока не заполняет.

Reddit Answers: AI-помощник для поиска

Reddit с некоторым опозданием, но наконец анонсировал AI-интерфейс для поиска информации по всем обсуждениям платформы. Система предоставляет структурированные ответы со ссылками на релевантные сообщества и посты, позволяя легко углубляться в интересующие темы.

DataJourney: управление данными

Опенсорс тулкит для управления данными с акцентом на дизайн, упрощающий рабочие процессы с помощью модульных, воспроизводимых решений.

xlDuckDb: SQL в Excel

Интеграция DuckDB с Excel, позволяющая выполнять SQL-запросы прямо в таблицах с выводом результатов в обычные ячейки.

Свежие исследования

Заканчиваем подборкой исследований на разные темы, чтобы вы не заскучали на новогодних праздниках.

Anthropic об агентных системах: руководство к действию

О чем: Anthropic представили практическое руководство по созданию эффективных AI-агентов. Исследователи разграничивают агентов и воркфлоу, описывают базовые паттерны построения (prompt chaining, routing, parallelization) и подчеркивают важность простоты и прозрачности в дизайне агентных систем.

Ссылка на исследование

Игра в донора: тест на кооперацию

О чем: DeepMind провели эксперимент по оценке способности AI-моделей к сотрудничеству через «Игру донора». Только Claude 3.5 Sonnet показал стабильные социальные паттерны, в то время как Gemini и GPT-4o предпочли эгоистичные стратегии даже при введении штрафов.

Ссылка на исследование

Процесс «Игры донора» с культурной эволюцией. В первой генерации создаются 12 агентов с помощью стратегии. Они играют 12 раундов игры, где выбирают, кому сделать пожертвование. 50% агентов с лучшими результатами переходят в следующую генерацию. Из них инициализируются 6 новых агентов, которые используют выжившие стратегии. Процесс повторяется 10 раз.
Процесс «Игры донора» с культурной эволюцией. В первой генерации создаются 12 агентов с помощью стратегии. Они играют 12 раундов игры, где выбирают, кому сделать пожертвование. 50% агентов с лучшими результатами переходят в следующую генерацию. Из них инициализируются 6 новых агентов, которые используют выжившие стратегии. Процесс повторяется 10 раз.

Switti: новый подход к генерации изображений

О чем: Yandex Research представили модель, работающую в 7 раз быстрее диффузии при сопоставимом качестве. Switti использует авторегрессивный подход, прогнозируя не следующий токен, а следующий масштаб, что позволяет генерировать изображения за 0.1 секунды.

Ссылка на исследование

Сократовское обучение для AI

О чем: DeepMind предложили метод Boundless Socratic Learning, где внешний учитель заменяется внутренним взаимодействием агентов через «сократовские игры». Подход включает систему с главным критиком и прокси-ревард моделью для дополнительного обучения.

Ссылка на исследование

cDPO: критические токены в alignment

О чем: Tencent AI Lab и университет Цинхуа представили новый метод alignment'а, основанный на поиске критических токенов в цепочках рассуждений. Метод cDPO автоматически определяет токены, влияющие на качество ответов, и использует их для оптимизации модели.

Ссылка на исследование

Влияние критических токенов на траектории рассуждений. Токен «owed» приводит к неправильным логическим умозаключениям, и, соответственно, — к ошибочным ответам. Напротив, декодирование альтернативных токенов, таких как «paid», значительно повышает точность рассуждений, позволяя модели выдавать правильные ответы.
Влияние критических токенов на траектории рассуждений. Токен «owed» приводит к неправильным логическим умозаключениям, и, соответственно, — к ошибочным ответам. Напротив, декодирование альтернативных токенов, таких как «paid», значительно повышает точность рассуждений, позволяя модели выдавать правильные ответы.

Учебник по reinforcement learning от Google DeepMind

О чем: Кевин Мерфи выпустил компактное 114-страничное пособие по обучению с подкреплением, охватывающее все ключевые концепты — от базовых алгоритмов вроде SARSA до применения RL в современных LLM и достижении AGI.

Ссылка на исследование

GenCast: AI-прогноз погоды от DeepMind

О чем: DeepMind представили модель GenCast, превосходящую традиционные системы прогнозирования погоды. Используя исторические данные, модель генерирует более точные и быстрые прогнозы, особенно для экстремальных погодных явлений.

Ссылка на исследование

INTELLECT-1: глобальный эксперимент

О чем: PRIME Intellect выпустили первую 10B-параметровую модель, обученную совместными усилиями по всему миру. Проект демонстрирует потенциал децентрализованного, community-driven обучения с инновациями в распределенных фреймворках.

Ссылка на исследование

JetFormer: унифицированная генерация

О чем: Представлен авторегрессивный декодер-трансформер, объединяющий генерацию изображений и текста без предобученных компонентов, достигая конкурентного качества в text-to-image задачах.

Визуализация обучения JetFormer с принуждением учителя
Визуализация обучения JetFormer с принуждением учителя

Ссылка на исследование

NAMMs: эволюция трансформеров

О чем: Neural Attention Memory Models улучшают эффективность трансформеров через обучение управлению памятью, что позволяет лучше работать с контекстом и осуществлять zero-shot перенос.

Ссылка на исследование

Structured 3D Latents: новый подход к 3D

О чем: Метод использует унифицированное структурированное латентное представление для создания качественных 3D-ассетов с гибкими форматами вывода и возможностями локального редактирования.

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Автоматический анализ дефектов ПО

О чем: Исследование определяет ключевые аспекты применения AI для обнаружения программных дефектов, используя качественный, описательный и неэкспериментальный подход.

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AI в геонауках

О чем: Обзор того, как AI трансформирует понимание земных систем, включая атмосферу, литосферу, гидросферу и криосферу. Исследование показывает беспрецедентное ускорение в понимании взаимодействий между различными сферами Земли.

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Наблюдения, гипотезы и прогнозы в области геонаук с помощью ИИ
Наблюдения, гипотезы и прогнозы в области геонаук с помощью ИИ

Практические аспекты агентных систем

О чем: Работа предлагает практические рекомендации по созданию и развертыванию надежных LLM-агентов, основываясь на опыте исследовательского сообщества.

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Заключение

Декабрь наглядно показал, что индустрия ИИ движется к более зрелому этапу развития. На смену гонке за размером моделей приходит поиск эффективных решений и практического применения технологий. Особенно радует, что многие достижения становятся доступными через открытые реализации, позволяя исследователям и разработчикам по всему миру участвовать в развитии технологий.

На этом у нас все! Спасибо за прочтение и с наступающим Новым годом!🎄

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Источник

  • 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

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 30.07.26 00:04 Ahmed

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  • 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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  • 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.

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