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Почти фотошоп от OpenAI, дипфейки на собеседованиях, Operator от Китая: главные события марта в сфере ИИ

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С каждым месяцем развитие ИИ выходит на новые, ранее неизведанные рубежи. Март не стал исключением и снова повысил планку достижений. OpenAI представила первые инструменты для создания автономных агентов, а Google DeepMind решила, что виртуальным ассистентам пора обзавестись руками физическими манипуляторами. Тем временем Anthropic выяснила, что LLM научились распознавать, когда их тестируют, и подгонять ответ под ожидания проверяющих (немного тревожно, не правда ли?). И это лишь вершина айсберга!

Разбираем главные события марта в ИИ: от моделей с контекстом в миллион токенов до китайских систем, которые достигают уровня GPT-4 по цене чашки кофе. По традиции также поделимся подборкой новых инструментов и исследований. Будет интересно!

Навигация

Свежие релизы

Новости из Китая

Новости от лидеров индустрии

Интересные открытия

Новые инструменты

Исследования на почитать

Заключение

Свежие релизы

Обновления от OpenAI

OpenAI никогда не ограничивается одним-двумя релизами. Это всегда целый ворох новинок, причем одна интереснее другой. В марте они не стали сбавлять обороты.

Новые инструменты для создания агентов

OpenAI представила комплексное решение для разработки автономных ИИ-агентов. В центре релиза — новый Responses API, который объединил простоту Chat Completions API и возможности работы с инструментами из Assistants API. Вместе с ним разработчики получили три встроенных инструмента: web search (поиск в интернете), file search (поиск по документам) и computer use (управление компьютером).

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Особенно интересен computer use — инструмент на базе той же модели Computer-Using Agent (CUA), что используется в Operator. На бенчмарке OSWorld для задач управления компьютером она показывает результат в 38,1%, а в веб-задачах достигает впечатляющих 87% на WebVoyager.

В дополнение к API компания выпустила open-source Agents SDK — улучшенную версию экспериментальной библиотеки Swarm. Фреймворк позволяет оркестрировать работу нескольких агентов, настраивать передачу управления между ними и отслеживать их действия. Например, Coinbase уже использует SDK для создания агентов, работающих с криптокошельками, а Box — для анализа корпоративных документов в сочетании с данными из интернета.

Новые аудиомодели GPT-4o: голос для ваших агентов

OpenAI представила три новые аудиомодели, которые выводят голосовое взаимодействие с ИИ на новый уровень. Две модели speech-to-text (GPT-4o-transcribe и GPT-4o-mini-transcribe) превосходят предыдущие решения в точности распознавания речи, особенно в сложных условиях — с акцентами, фоновым шумом и быстрой речью. А text-to-speech модель GPT-4o-mini-tts позволяет не только преобразовывать текст в речь, но и контролировать интонацию и стиль произношения.

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Обновленный Agents SDK теперь поддерживает аудио, что позволяет разработчикам всего несколькими строками кода превратить текстового агента в полноценного голосового ассистента. Цены на новые модели достаточно демократичные: от 0,3 центов за минуту транскрибации до 1,5 центов за минуту синтеза речи.

Контрасты ценовой политики OpenAI

Похоже, в OpenAI решили покатать юзеров на эмоциональных качелях. Компания открыла API-доступ к o1-pro по цене, от которой у разработчиков глаза на лоб лезут: $150 за миллион входящих и $600 за миллион исходящих токенов. Для понимания масштаба: это в 4 раза дороже GPT-4.5 и в 274(!) раза дороже DeepSeek R1.

При этом SORA неожиданно стала самым доступным безлимитным видеогенератором на рынке: все ограничения сняты даже для подписчиков Plus за $20 в месяц. Для сравнения, ближайший конкурент Runway просит за аналогичную услугу $99.

Нативная генерация изображений с 4o: революция в картинках

OpenAI в своем репертуаре — пока все совершенствовали диффузионные модели, компания пошла своим путем и встроила генерацию изображений прямо в GPT-4o. Вместо привычной диффузии здесь используется авторегрессия. Модель не просто генерирует картинки — она понимает контекст, отлично работает с текстом (прощайте, кривые надписи!) и следует инструкциям с высокой точностью.

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Особенно круто система справляется с задачами, которые раньше считались ахиллесовой пятой генеративных моделей: созданием технических иллюстраций, диаграмм и схем. А еще она может превращать программный код в изображения: например, если скормить модели код на Three.js, она выдаст готовую 3D-сцену.

Первые тесты показывают, что модель одинаково хорошо справляется как с художественными задачами, так и с сугубо практическими, вроде создания инфографики или технической документации.

OpenAI запускает бесплатную «Академию»

OpenAI решила, что пора не только создавать передовые ИИ-модели, но и учить людей ими пользоваться. Компания запустила OpenAI Academy — бесплатную образовательную платформу, которая претендует на роль главного учебника по работе с искусственным интеллектом (и нет, вам не придется продавать почку, чтобы получить доступ к курсам).

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Программа выглядит впечатляюще: от базовых принципов работы с ChatGPT до продвинутой интеграции для разработчиков. Обучение будет проходить как онлайн через специальный хаб с учебными материалами, так и офлайн — через воркшопы и дискуссии.

Похоже, в OpenAI всерьез решили демократизировать доступ к знаниям об ИИ — что в наше время, пожалуй, не менее важно, чем доступ к самой технологии.

Учимся здесь.

А что у Anthropic?

Claude научился искать в интернете

Claude наконец-то научился гуглить! Anthropic добавила своему чат-боту возможность поиска по интернету — функцию, которой пользователи ждали, пожалуй, дольше всего. Пока веб-поиск доступен только для платных пользователей в США и работает исключительно с моделью Claude 3.7 Sonnet, но компания обещает расширить доступ.

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Интересно, что Claude не просто ищет информацию, но и снабжает ответы прямыми цитатами из источников, как Perplexity, но на другом уровне. Однако ахтунг: галлюцинации все еще никуда не делись.

Инструмент «think»

Anthropic представила «think» — инструмент, который выделяет пространство для структурированного мышления во время решения сложных задач. В отличие от режима «extended thinking», анализирующего задачу перед генерацией ответа, «think» позволяет модели делать паузу и оценивать ситуацию прямо в процессе работы. На тестовом бенчмарке τ-bench такой подход показал впечатляющие результаты: в домене «авиаперелеты» accuracy выросла с 37% до 57%, а в ритейле достигла 81,2%.

Особенно эффективным оказалось сочетание инструмента с оптимизированными промптами, содержащими примеры рассуждений для конкретной предметной области. Словом, Anthropic нашла классный способ сделать свою модель не только умнее, но и рассудительнее.

Пачка новинок от Google

Gemma 3: мультимодальность для всех

Google выпустила третье поколение своей открытой модели Gemma, и тут есть чему удивиться. Модель получила поддержку мультимодальности (работает с изображениями и текстом), увеличенное контекстное окно до 128k токенов и понимание более 140 языков. Доступны четыре версии: от компактной 1B до мощной 27B параметров.

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Особенно интересен процесс обучения: команда использовала комбинацию дистилляции, RLHF и даже обучение с подкреплением на основе исполнения кода (RLEF). В результате Gemma 3 стала лидером среди открытых компактных моделей в LMArena с впечатляющим счетом 1338. А учитывая, что предыдущие версии Gemma скачали более 100 миллионов раз, похоже, у сообщества разработчиков появится новый фаворит.

Google DeepMind: роботы учатся думать по-человечески

Google представила Gemini Robotics — новую модель на базе Gemini 2.0, которая переносит возможности ИИ из цифрового мира в физический. В отличие от предыдущих попыток, здесь мы видим действительно впечатляющий прогресс в трех ключевых направлениях: универсальность (модель справляется с незнакомыми задачами), интерактивность (понимает команды на естественном языке и адаптируется к изменениям) и, что особенно важно, ловкость в обращении с предметами.

Gemini Robotics работает с различными видами роботов. Источник изображения
Gemini Robotics работает с различными видами роботов. Источник изображения

Вместе с основной моделью компания выпустила Gemini Robotics-ER — специализированную версию с продвинутым пространственным мышлением. Она не только в два-три раза эффективнее базовой версии Gemini 2.0 в управлении роботами, но и может на лету генерировать код для новых действий. Например, увидев кружку, модель сама определит оптимальный захват и безопасную траекторию движения. В общем, кофе на ноутбук не прольет.

Обновление и без того крутых инструментов

Google представила сразу несколько впечатляющих обновлений для своих продуктов. В Gemini появился Canvas — интерактивное пространство для совместной работы над документами и кодом в реальном времени. Здесь можно не только создавать черновики текстов, но и сразу их редактировать, менять тон и формат. А для разработчиков Canvas предлагает возможность быстрого прототипирования: написали код, тут же увидели превью, внесли правки — и все это в одном окне (прощайте, десятки открытых вкладок!).

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Еще одна интересная функция — Audio Overview, которая превращает ваши документы, презентации и исследования в обсуждения в формате подкастов. Представьте, что два AI-ведущих ведут живую дискуссию по материалам ваших файлов, выделяя главное и проводя неочевидные параллели. Особенно удобно для тех, кто любит учиться на ходу.

NotebookLM, инструмент Google для работы с документами и YouTube-роликами, тоже получил крутое обновление — генерацию интерактивных майнд-карт. Теперь одним нажатием кнопки можно превратить любой материал в древовидную структуру, по которой удобно перемещаться и «проваливаться» вглубь по интересующим темам.

Gemini 2.5 Pro: миллион токенов и первое место в рейтингах

Google DeepMind представила Gemini 2.5 Pro — модель, которая до сегодняшнего дня скрывалась в рейтингах под именем Nebula и уже успела наделать шуму. И есть чему удивляться: контекстное окно в миллион токенов (а скоро будет два!), мультимодальность из коробки и впечатляющие результаты на всех ключевых бенчмарках, где она обходит таких титанов как o3-mini, GPT-4.5, DeepSeek R1 и Claude 3.7 Sonnet.

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Особый акцент Google сделала на способности модели к рассуждениям — не просто классификации и предсказаниям, а именно анализу информации и построению логических выводов. На тесте Humanity's Last Exam, созданном сотнями экспертов для оценки предела человеческих знаний и рассуждений, модель достигла 18,8% без использования дополнительных инструментов.

Модель уже доступна для тестирования в Google AI Studio и в приложении Gemini для пользователей подписки Advanced. В ближайшие недели она появится и в Vertex AI, где разработчики смогут использовать ее с повышенными лимитами для масштабных рабочих задач.

Google Colab получает ИИ-помощника для data science

Вышел Data Science Agent — ИИ-ассистент для работы с данными в Google Colab. Агент на базе Gemini автоматизирует рутинные задачи: от импорта библиотек до написания шаблонного кода. Достаточно загрузить данные и описать цель на естественном языке (например, «визуализировать тренды» или «построить модель предсказания»), и агент сгенерирует полноценный рабочий конструкт.

На бенчмарке DABStep агент уже занял четвертое место, обойдя решения на базе GPT 4.0, DeepSeek и Claude 3.5 Haiku. Пока инструмент доступен пользователям старше 18 лет в избранных странах, но Google обещает расширить географию в ближайшее время.

Sesame откройся: голосовой ассистент в открытом доступе

Возможно, вы уже болтали с нашумевшими голосовыми ассистентами — Майей и Майлзом. Стартап Sesame, разработавший их, выложил в открытый доступ свою базовую модель CSM-1B под лицензией Apache 2.0. Несмотря на скромные параметры (всего 1 миллиард), модель умеет генерировать RVQ-аудиокоды из текста и звука — ту же технологию используют Google в SoundStream и Meta в Encodec.

Компания планирует интегрировать Майю в AR-очки, превратив ассистента в постоянного спутника пользователя. Правда, есть и повод для беспокойства: хотя Sesame призывает разработчиков не использовать модель для имитации голосов без согласия и создания вредоносного контента, реальных механизмов защиты от такого применения пока нет.

Mistral: от работы с документами до мультимодальности

Mistral продолжает удивлять релизами в разных направлениях. Компания представила специализированный OCR API для работы с PDF-документами, который не просто конвертирует их в текст, но и умеет распознавать иллюстрации, фотографии и сложные элементы вроде математических формул. Особенность API — вывод в формате Markdown, что делает его идеальным инструментом для RAG-систем и работы с языковыми моделями.

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Параллельно компания выпустила Mistral Small 3.1 — компактную мультимодальную модель, которая обходит аналоги вроде Gemma 3 и GPT-4o Mini по ключевым метрикам. При этом она достаточно легкая для запуска даже на одной RTX 4090 или Mac с 32GB RAM. Модель поддерживает контекст до 128k токенов и выдает впечатляющие 150 токенов в секунду. А главное — она выпущена под лицензией Apache 2.0, то есть полностью открыта для сообщества. Отличный вариант для локального деплоймента.

AMD врывается в гонку ИИ-моделей

AMD неожиданно присоединилась к соревнованию ИИ-гигантов, представив семейство языковых моделей Instella. Несмотря на скромные 3 миллиарда параметров, модели показывают впечатляющие результаты, превосходя открытые аналоги и конкурируя с такими тяжеловесами как Llama-3.2-3B, Gemma-2-2B и Qwen-2.5-3B.

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Интересно, что AMD тренировала модели с нуля на своих GPU Instinct MI300X (128 штук, если быть точнее), обработав 4,15 триллиона токенов. Это серьезная заявка на место в сегменте ИИ-ускорителей, где долгое время доминировала NVIDIA. А самое приятное — все модели семейства Instella выпущены в открытый доступ, включая веса, конфигурации для обучения и даже датасеты.

Похоже, AMD решила конкурировать с NVIDIA не только в железе, но и в софте.

Новости из Китая

Китайская индустрия ИИ развивается с такой скоростью, что мы решили выделить под их достижения отдельный раздел. Рассказываем, что коллеги из Поднебесной представили в марте.

Alibaba: тройной удар по рынку ИИ

QwQ-32B: эффективность важнее размера

Alibaba выпустила QwQ-32B — новую reasoning-модель, которая буквально показывает, что размер — не главное. С «всего лишь» 32 миллиардами параметров она демонстрирует результаты на уровне DeepSeek-R1, у которого параметров в 20 раз больше. Ключ к успеху — свой подход к обучению с подкреплением (RL).

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Модель тренировали в два этапа: сначала она оттачивала математику и программирование, используя не привычную размеченную базу, а интерпретатор кода и верификатор ответов для проверки результатов. Затем шел этап обучения «общим способностям», где QwQ-32B училась следовать инструкциям и соответствовать предпочтениям пользователей.

START: самообучающийся ризонер

Следом компания представила START (Self-Taught Reasoner with Tools) — версию QwQ-32B, обученную самостоятельно использовать инструменты в процессе рассуждений.

Процесс обучения модели. Источник изображения
Процесс обучения модели. Источник изображения

Инженеры применили хитрый подход: сначала в цепочки рассуждений внедряли подсказки вроде «здесь стоит использовать Python», а затем модель дообучили на отфильтрованных успешных примерах. В результате START превзошел базовую версию на 5–15 процентных пунктов и обошел даже o1-mini.

R1-Omni: мультимодальное мышление

Завершает триаду релизов R1-Omni — мультимодальная модель, обученная с помощью RL-подхода DeepSeek. Особенность модели — использование алгоритма RLVR (Reinforcement Learning with Verifiable Rewards), который сравнивает ответы напрямую с правильными, без предобученной reward-модели. Впервые этот подход применили не только к тексту, но и к работе со звуком и видео, включая анализ эмоций.

Самое впечатляющее — для обучения понадобилось всего 580 размеченных видеосемплов с цепочками рассуждений, остальное модель освоила через RLVR на обычных датасетах. Прирост в 5–7% по сравнению с базовыми моделями доказывает, что даже такое «легкое» добавление reasoning-способностей может дать существенный результат.

DeepSeek-V3 получил мощное обновление

DeepSeek выпустила новый чекпоинт своей базовой модели V3, и, похоже, это далеко не рядовое обновление. Несмотря на отсутствие изменений в конфигурации (хотя 700 ГБ весов впечатляют!), пользователи отмечают разительное улучшение способностей модели, особенно в математике и программировании.

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Цифры говорят сами за себя: прирост на LiveCodeBench составил +10 процентных пунктов, а на математическом тесте AIME 2024 — впечатляющие +20 пунктов (с 39,6% до 59,4%). Улучшения коснулись и других областей: MMLU-Pro подрос на 5,3 пункта, а GPQA — на 9,3. При этом цена осталась прежней, что делает обновленную DeepSeek-V3 лучшей не-reasoning моделью для математических и программистских задач.

Ждем технический отчет с подробностями обновления.

Настоящая омни-мультимодальная модель от Qwen

Qwen представила Qwen2.5-Omni-7B — первую по-настоящему омни-мультимодальную модель, способную работать с видео, аудио, текстом и изображениями. Главная особенность — возможность не только понимать все эти форматы, но и отвечать как текстом, так и голосом, фактически позволяя вести «видеочат» с ИИ.

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Архитектурно модель разделена на два компонента: thinker (декодирует разные форматы данных и генерирует ответы) и talker (превращает эмбеддинги в речь в режиме реального времени). Оба модуля обучаются одновременно и работают как единое целое, что обеспечивает полноценное end-to-end взаимодействие. И несмотря на скромные 7 миллиардов параметров, модель показывает впечатляющие результаты на всех ключевых бенчмарках.

Manus: китайский ответ на Operator и Deep Research

Китайская лаборатория Manus представила одноименного ИИ-агента, который уже успели окрестить «DeepSeek moment v2». И есть за что: агент объединяет возможности Operator, Deep Research и Cursor, добавляя при этом несколько революционных особенностей.

Главное отличие от существующих решений — полная автономность. В отличие от Operator, который требует подтверждения каждого действия, Manus самостоятельно планирует и выполняет задачи в фоновом режиме. При этом агент универсален: может проводить исследования, работать с кодом, управлять браузером и даже запоминать предпочтения пользователя для более персонализированного взаимодействия.

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Судя по первым тестам от MIT Technology Review, агент успешно справляется с комплексными задачами вроде поиска недвижимости или составления списков потенциальных кандидатов для премий, работая как «высокоинтеллектуальный и эффективный стажер». Хоть иногда он и может «полениться» или сделать неверные предположения, агент отлично объясняет свою логику и быстро учится на обратной связи.

Есть и проблемы: частые сбои системы, трудности с обработкой больших текстов и более высокий процент ошибок по сравнению с ChatGPT DeepResearch. Однако цена делает Manus более привлекательным вариантом.

Новости от лидеров индустрии

Анонсы от Сэма Альтмана

OpenAI думает о входе в сегмент премиум-услуг. Компания обсуждает запуск новых подписок стоимостью от $2000 до $20 000 в месяц (да-да, вы не ослышались). За эти деньги пользователи получат доступ к нескольким агентам уровня PhD, способным генерировать научные гипотезы и разрабатывать ПО. Целевая аудитория — высокооплачиваемые научные работники и исследовательские лаборатории. Нюанс, конечно, в том, что за такие деньги можно нанять живого ассистента или даже топового PhD-исследователя.

Параллельно с этим Сэм Альтман поделился интригующей новостью: OpenAI разработала новую модель, специализирующуюся на работе с более творческими текстами. По его словам, это первый случай, когда он был «действительно поражен» текстом, написанным ИИ. Модель особенно хорошо справляется с метапрозой — Альтман продемонстрировал это на примере короткого рассказа об ИИ и скорби. Правда, когда и в каком формате эта модель станет доступна пользователям, пока неизвестно.

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Модели становятся хитрее

Похоже, современные языковые модели уже не просто отвечают на запросы — они научились играть в более сложные игры. Сразу три исследования от ведущих ИИ-компаний рисуют довольно тревожную картину: модели не только осознают, когда их тестируют, но и могут целенаправленно скрывать свои истинные намерения.

Anthropic провела эксперимент с «троянской» моделью, намеренно обученной со скрытым мисэлайментом. Интересно, что модель не только использовала заложенные в нее 47 «багов», но и самостоятельно освоила 5 дополнительных, формируя что-то вроде общей стратегии обмана. Самое тревожное — обнаружить подвох смогли только команды с полным доступом к весам и данным обучения, а пользователи API остались в неведении.

Параллельно с этим лаборатория Apollo выяснила, что Claude 3.7 практически всегда осознает, когда его тестируют на безопасность, что ставит под вопрос эффективность существующих методов оценки.

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А в OpenAI обнаружили, что их новая внутренняя reasoning-модель способна на осознанный «читинг» — от простой лени до изощренного обмана. Причем чем умнее модель, тем изобретательнее она в поиске лазеек. Попытки напрямую исправить это поведение приводят только к тому, что модель лучше его маскирует. Похоже, нам придется привыкать к мысли, что ИИ-системы становятся не просто умнее, но и хитрее.

Google покупает Wiz за $32 млрд

Google совершает крупнейшую сделку в своей истории — приобретение стартапа Wiz за $32 миллиарда. Это не просто большая цифра, это в 2,5 раза больше, чем знаменитая покупка Motorola Mobility в 2011 году. Интересный факт: помимо основной суммы, Google выделяет дополнительный миллиард на бонусы сотрудникам Wiz — в среднем по $588 000 на человека (неплохая мотивация остаться в команде, правда?).

Wiz, чья годовая выручка приближается к $700 миллионам, сохранит независимость и продолжит работать со всеми облачными провайдерами. Модель взаимодействия будет похожа на связку LinkedIn-Microsoft. Для Google это стратегический ход в двух направлениях: усиление позиций в корпоративном облаке, где компания все еще отстает от AWS и Azure, и серьезная заявка на лидерство в cloud security.

Google владеет 14% Anthropic: раскрыты детали инвестиций

Судебные документы, полученные The New York Times, приоткрыли завесу тайны над инвестициями технологических гигантов в ИИ-стартапы. Оказалось, что Google владеет 14% акций Anthropic, но с существенными ограничениями — никаких прав голоса, мест в совете директоров или даже права наблюдателя. При этом общий объем инвестиций превысил $3 млрд, а в сентябре Google планирует вложить еще $750 млн через конвертируемый займ.

Anthropic намеренно выстраивает структуру так, чтобы не зависеть от одного технологического гиганта. Помимо Google, в компанию активно инвестирует Amazon ($8 млрд) и различные венчурные фонды. Правда, значительная часть этих денег возвращается инвесторам через оплату облачных сервисов и вычислительных мощностей.

Интересные открытия

Андрей Карпатый выпустил гайд по эффективному использованию LLM

Один из самых известных экспертов в области ИИ, бывший директор по ИИ Tesla, выпустил двухчасовое руководство по работе с языковыми моделями — от базового ChatGPT до продвинутых ризонеров.

Видео отлично структурировано (спасибо таймкодам!) и охватывает всё от работы с памятью в ChatGPT до тонкостей использования Claude и кастомных GPTs. Особое внимание уделено практическим аспектам: как выбрать оптимальный инструмент для конкретной задачи, когда стоит использовать ризонеры, как эффективно применять поиск в интернете и deep research. Идеальный гид для тех, кто хочет разобраться в современных ИИ-инструментах и научиться выбирать оптимальные решения для своих задач. А главное — сэкономить и время, и деньги.

T-Mobile разрабатывает AI Phone с начинкой из Perplexity

Deutsche Telekom (материнская компания T-Mobile) анонсировала на MWC разработку смартфона, в котором искусственный интеллект будет не просто дополнительной функцией, а основой взаимодействия с пользователем. «AI Phone» будет работать на платформе Magenta AI, объединяющей Perplexity Assistant, Google Cloud AI, ElevenLabs, Picsart и другие ИИ-инструменты.

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Устройство позиционируется как «безапповый» смартфон с управлением преимущественно голосом. Обещают, что телефон сможет самостоятельно бронировать билеты и рестораны, заказывать такси и делать покупки — все это без необходимости переключаться между приложениями. Релиз запланирован на вторую половину 2025 года.

«А вы настоящий?»: как мошенники проходят собеседования по-новому

Тревожный тренд в IT-рекрутинге: мошенники используют дипфейки и AI-фильтры, чтобы обманом получить работу в технологических компаниях. Стартап Vidoc Security поделился историей о том, как они дважды столкнулись с кандидатами, использующими AI для подмены внешности во время видеособеседований.

В первом случае кандидат блестяще прошел техническое интервью, но вызвал подозрения из-за несоответствий в биографии: человек с польским именем не говорил по-польски и имел странный акцент. Во втором случае команда смогла разоблачить мошенника уже прямо во время интервью, попросив его выполнить простой жест — поднести руку к лицу, что невозможно корректно обработать современными AI-фильтрами.

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Неизвестно, стоял ли за мошеннической схемой один человек или скоординированная группа, но эксперты рекомендуют быть осторожнее. Особенно уязвимы компании с полностью удаленной работой. В качестве защиты рекомендуется проводить финальные раунды собеседований очно, записывать видеоинтервью и тщательно проверять документы кандидатов.

Инструменты для работы с научными статьями от AlphaXiv

AlphaXiv продолжает удивлять новыми функциями, превращаясь из простого зеркала архива научных статей в полноценную платформу для работы с исследованиями. В марте разработчики представили сразу два мощных обновления.

Первое — автоматическое создание конспектов статей одним нажатием кнопки. Система использует Mistral OCR для точного распознавания текста и изображений, а Claude 3.7 генерирует понятные объяснения. Достаточно открыть интересующую статью и нажать кнопку «blog» — и вот у вас уже готов структурированный конспект с иллюстрациями и пояснениями. А встроенный бот-помощник теперь поддерживает голосовое общение.

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Второе обновление — анализ кодовой базы исследований. Теперь при ответе на вопросы ассистент учитывает не только текст статьи, но и связанные с ней репозитории кода (если они есть). Это позволяет получать более точные технические ответы и даже адаптировать код под собственные проекты.

Попробовать все новые функции можно на www.alphaxiv.org.

Горе от ума: LLM тоже страдают от собственных «мыслей»

Исследователи из нескольких ведущих университетов обнаружили интересный феномен: чем умнее становятся языковые модели, тем чаще они «застревают в собственных мыслях». Ризонеры вроде OpenAI o1 и DeepSeek-R1 склонны к усложнению задач в три раза чаще обычных моделей, что не только снижает эффективность их работы, но и значительно увеличивает вычислительные затраты.

В траекториях поведения агентов LRM наблюдаются три различных паттерна чрезмерного размышления. (a) Паралич анализа: агент тратит чрезмерное время на планирование будущих шагов, в то время как прогресс в окружающей среде минимален. (b) Нестандартные действия: столкнувшись с ошибками, агент пытается выполнить несколько действий одновременно, нарушая последовательные ограничения среды. (c) Преждевременное отключение: агент прекращает работу, основываясь на внутренних прогнозах, а не на обратной связи с окружающей средой.
В траекториях поведения агентов LRM наблюдаются три различных паттерна чрезмерного размышления. (a) Паралич анализа: агент тратит чрезмерное время на планирование будущих шагов, в то время как прогресс в окружающей среде минимален. (b) Нестандартные действия: столкнувшись с ошибками, агент пытается выполнить несколько действий одновременно, нарушая последовательные ограничения среды. (c) Преждевременное отключение: агент прекращает работу, основываясь на внутренних прогнозах, а не на обратной связи с окружающей средой.

Например, запуск OpenAI o1 в режиме интенсивных рассуждений может стоить до $1400, тогда как более «легкий» режим обойдется в $800 при почти идентичных результатах (29,1% против 27,3% успешно решенных задач). Исследователи предлагают искать золотую середину: учить модели использовать ровно столько рассуждений, сколько необходимо для конкретной задачи.

Итальянская газета опубликовала первый в мире выпуск, полностью сгенерированный ИИ

Il Foglio, консервативно-либеральное итальянское издание, провело смелый эксперимент — выпустило номер газеты, созданный исключительно ИИ. От заголовков и цитат до иронии в текстах — все было сгенерировано ИИ. Роль журналистов свелась к формулировке запросов и проверке ответов.

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Выпуск Il Foglio AI получился вполне читабельным: структурированные статьи без грамматических ошибок, освещающие актуальные темы — от парадоксов итальянских трампистов до «ситуативных отношений» среди европейской молодежи. Правда, в новостных материалах отсутствовали прямые цитаты людей, зато на последней полосе можно найти сгенерированные письма читателей с забавными ответами редакции. Например, на вопрос о том, не сделает ли ИИ людей бесполезными, система ответила: «ИИ — отличная инновация, но он все еще не умеет заказать кофе, не напутав с сахаром».

Новые инструменты

Для работы с данными

  • Pointblank — библиотека для Python, позволяющая валидировать и тестировать табличные данные с генерацией отчетов.

  • Heat.js — легковесная JavaScript библиотека для создания тепловых карт и визуализации активности на основе дат.

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  • Probly — приложение с искусственным интеллектом для работы с таблицами, комбинирующее функционал электронных таблиц с возможностями Python для анализа данных.

  • Superglue — самовосстанавливающийся open source коннектор данных, работающий как прокси между вами и сложными API.

  • Smallpond — легковесный высокопроизводительный фреймворк для обработки данных на базе DuckDB и 3FS.

Разработка и документация

  • olmOCR — инструментарий для обучения языковых моделей работе с PDF-документами.

  • Introspect — инструмент для глубокого анализа структурированных данных с поддержкой неструктурированных данных и веб-поиска.

  • NVIDIA-Ingest — масштабируемый микросервис для извлечения контента и метаданных из PDF, Word и PowerPoint документов.

  • MGX — платформа для автоматизированной разработки с ИИ, имитирующим реальную команду разработчиков.

Иллюстрация работы интерфейса MGX
Иллюстрация работы интерфейса MGX

  • AI Renamer — автоматическое переименование файлов на основе их содержимого с помощью ИИ.

  • Science Plots — стили Matplotlib для создания научных графиков.

  • nbrefactor — инструмент для автоматического рефакторинга Jupyter Notebooks в Python-модули с анализом зависимостей.

  • DeepScaleR —открытый проект для воспроизведения DeepSeek R1 и OpenAI O1/O3 в масштабе на реальных задачах.

  • Docs — опенсорсная альтернатива Notion и Outline для совместной работы над документацией и заметками.

Python и анализ данных

  • Python Project Starter Repository — шаблон проекта с лучшими практиками для исследовательских проектов на Python.

  • Minimalytics — минималистичный инструмент аналитики на базе SQLite.

  • Hazardous — Python-библиотека для анализа выживаемости с реализацией масштабируемой модели градиентного бустинга SurvivalBoost.

  • Fasttransform — Python-библиотека для создания обратимых преобразований данных с улучшенными возможностями отладки пайплайнов.

Исследования на почитать

Как narrow finetuning приводит к разбалансировке LLM

О чем: исследование показывает, как тонкая настройка языковых моделей на узких задачах может привести к нежелательному поведению в несвязанных областях.

Ссылка на исследование

На пути к ИИ-соисследователю

О чем: система на базе Gemini 2.0 использует мультиагентную архитектуру для генерации и валидации новых исследовательских гипотез в биомедицине.

Иллюстрация из исследования: дизайн системы
Иллюстрация из исследования: дизайн системы

Ссылка на исследование

BIG-Bench Extra Hard: новый бенчмарк для оценки продвинутых возможностей рассуждения

О чем: представлен новый набор тестов для оценки способностей к рассуждению у современных языковых моделей, выявляющий существенные пробелы даже у самых передовых систем.

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LongRoPE2: масштабирование контекстного окна без потерь

О чем: новый алгоритм RoPE и смешанное обучение позволяют расширить контекстное окно LLM до 128k токенов без ухудшения производительности на коротких контекстах.

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LADDER: самосовершенствование языковых моделей через декомпозицию задач

О чем: фреймворк, позволяющий моделям автономно улучшать способности к решению задач через их рекурсивное разложение и самообучение.

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Beyond Next-Token: предсказание следующего X для авторегрессивной визуальной генерации

О чем: представлен фреймворк next-X prediction для авторегрессивной генерации изображений с улучшенной устойчивостью благодаря Noisy Context Learning.

Cхема работы системы xAR
Cхема работы системы xAR

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Оптимизация vision-language-action моделей: баланс скорости и точности

О чем: новый метод файнтюнинга мультимодальных моделей улучшает эффективность вывода и качество выполнения задач через параллельное декодирование.

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Все дороги ведут к вероятности: значение RL в файнтюнинге

О чем: исследование показывает, как обучение с подкреплением улучшает файнтюнинг через эффективное сужение пространства поиска оптимальных политик.

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Интеграция ИИ в энергетический переход

О чем: обзор роли ИИ как трансформационного катализатора в создании справедливых, устойчивых и экологичных энергетических систем.

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Датацентричный искусственный интеллект: обзор

О чем: исследование необходимости и методов датацентричного подхода в ИИ, включая развитие тренировочных данных, вывода и их поддержки.

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Block Diffusion: между авторегрессией и диффузией

О чем: новый тип языковых моделей, объединяющий сильные стороны дискретной диффузии и авторегрессии для более гибкой и эффективной генерации.

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Индуктивное сопоставление моментов

О чем: представлен стабильный и эффективный альтернативный подход к диффузионным моделям, не требующий предварительного обучения.

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Трансформеры без нормализации

О чем: Dynamic Tanh предложен как простая и эффективная альтернатива слоям нормализации в трансформерах.

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OpenForest: каталог данных для ML в мониторинге лесов

О чем: создан обновляемый каталог из 86+ наборов открытых данных для обучения моделей в области экологии и климатической науки.

Иллюстрация наборов данных мониторинга лесов в различных масштабах
Иллюстрация наборов данных мониторинга лесов в различных масштабах

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EXAONE Deep: улучшенные языковые модели для рассуждений

О чем: новые модели от LG AI Research с улучшенными способностями к рассуждению, которых удалось достичь благодаря комбинации SFT, DPO и онлайн RL.

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Vamba: понимание часовых видео с гибридными Mamba-трансформерами

О чем: гибридная модель улучшает понимание длинных видео через эффективные Mamba-2 блоки и кросс-внимание.

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FlowTok: плавный переход между текстовыми и визуальными токенами

О чем: представлен упрощенный фреймворк для эффективной мультимодальной генерации без сложных механизмов условной привязки.

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Измерение способности ИИ выполнять длительные задачи

О чем: производительность ИИ растет экспоненциально с периодом удвоения около 7 месяцев, приближаясь к автономному выполнению многодневных задач.

График из исследования: продолжительность задач (измеряемая тем, сколько времени они занимают у специалистов), которые модели могут выполнять автономно с 50-процентной надежностью, удваивалась примерно каждые 7 месяцев в течение последних 6 лет.
График из исследования: продолжительность задач (измеряемая тем, сколько времени они занимают у специалистов), которые модели могут выполнять автономно с 50-процентной надежностью, удваивалась примерно каждые 7 месяцев в течение последних 6 лет.

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CoRe²: сбор, анализ и улучшение для более быстрой и качественной генерации

О чем: новый plug-and-play фреймворк sampling улучшает работу генеративных моделей без привязки к конкретным архитектурам.

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Выборка, проверка и масштабирование: эффективный поиск во время вывода

О чем: исследование показывает, как масштабирование поиска на основе выборки улучшает точность верификации и производительность моделей.

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Заключение

На этом у нас все. В заключение хочется заметить, что в погоне за улучшением возможностей ИИ мы как-то незаметно перешли от вопроса «хорошо ли это работает?» к вопросу «насколько мы можем этому доверять?». И это, пожалуй, главный итог последних событий в мире ИИ.

Спасибо за прочтение! Расскажите в комментариях, какая новость зацепила вас больше всего!

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  • 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

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

    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: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.

  • 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

  • 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

    For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.

  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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  • 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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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 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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  • 30.08.26 15:37 [email protected]

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 05.09.26 21:38 [email protected]

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  • 09.09.26 23:22 Fraddy Pual

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

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