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Регуляторные документы РФ по безопасности ИИ — с чем мы вступаем в 2026 год

Что было интересного в 2025 году по безопасности ИИ? Помимо развития решений по безопасности AI-агентов и их протоколов, в том числе гардрейлов, и также появления фреймворков, для российского рынка важно отметить появление нескольких новых официальных документов. О них и поговорим, так как я искренне считаю, что они выводят нашу нормативно-правовую базу на уровень одной из самых развитый и проработанных в мире. Но этот пост - не просто обзор)

Для кого: специалисты ИБ комплаенс, архитекторы, аудиторы, специалисты red team / pentest - все с уклоном в AI-решения, и собственно сами владельцы AI‑решений.

Что внутри: Указ №490, приказ ФСТЭК №117, Методика оценки защищенности ФСТЭК, раздел БДУ ФСТЭК по угрозам ИИ. И отдельно три зоны знаний, где практика еще не покрыта документами, и как ее можно покрыть.

Результат: что именно считать объектами защиты и какие артефакты готовить, чтобы защита была проверяемой, а также верхнеуровневые меры защиты.

Как читать: можно целиком, можно по разделам.

Существующие документы

Указ Президента №490

995f44c5352cd9995d70245749c7acdb.png

Вышедшие не в 2025, но в 2024, правки к Указу Президента №490 - основа российской нормативной базы. Даны термины касательно ИИ в целом, и в частности - есть несколько важных для ИБ пунктов.

Из важного для ИБ:

  • п.5 пп.«ц»: определены «доверенные технологии ИИ» - технологии, обеспечивающие безопасность, объективность/недискриминацию, этичность, исключение вреда и нарушения прав граждан и государства;

  • п.51: ИБ включено в направления развития разработки/внедрения/использования ИИ;

  • п.53: сказано о создании межведомственной координации по безопасности ИИ.

Практическая полезность Указа проявляется при согласовании решений по безопасности ИИ с большим количеством заинтересованных сторон в организации. Потому что фактор первостепенной важности при донесении любой позиции до нового для тебя собеседника - состыковаться с ним сначала по терминам. И да, скорее всего локально термины придется как-то переработать, Указ поможет хотя бы начать не с чистого листа.

Приказ №117 (ФСТЭК)

c47bc5d6a69b50f513ab3a99aa4a3edb.png

Главное регуляторное событие 2025 года в российском AI Seucity - вышел Приказ ФСТЭК №117 (от 11.04.2025, вступает в силу 01.03.2026). В нем затрагиваются базовые меры безопасности при использовании LLM.

Пункты, которые затрагивают безопасность ИИ:

  • В п.34(т) — выделено отдельное мероприятие «защита информации при использовании ИИ».

  • П.60 — раскрыто, что защищается в ИИ-контуре: наборы данных, модель, параметры, процессы/сервисы обработки данных и поиска решений; там же — запрет передавать разработчику модели ИИ информацию ограниченного доступа «для улучшения функционирования модели».

  • П.61 — контроль взаимодействия “запрос–ответ”:
    а) при шаблонных запросах/ответах — определить шаблоны и контролировать соответствие;
    б) при свободном тексте — определить допустимые тематики вопросов и ответов и контролировать их соблюдение;
    в) разработать статистические критерии выявления недостоверных ответов, дать пользователю возможность их отмечать и организовать сбор/анализ;
    г) обеспечить реагирование на недостоверные ответы (вплоть до ограничения области и функций, чтобы не принимать решения на их основе).
    Далее (абз. после п.61): не допускается нерегламентированное влияние на параметры модели и функционирование ИС;
    А напоследок сказано, что необходимо применять доверенные технологии ИИ или компоненты.

Что это означает? По сути, предъявлены требования к LLM-сервисам, и при чем важно понимать, что в отличие от своего предшественника, приказа №17, этот распространяется на все информационные системы государственных органов, унитарных предприятий и учреждений, а также муниципальные информационные системы, и их подрядные организации. Так что если ваш AI-ассистент будет предоставлять услуги государству, вы обязаны это выполнять. Что можно делать, что выполнять требования, подробнее я расписал в таблице.

Фрагмент Приказа №117

Что делать

Типовые артефакты выполнения

п.60 (объекты защиты)

описать границы AI‑контура и перечень активов

архитектурные схемы, перечень активов, владельцы активов

п.61(а) (шаблоны)

зафиксировать системный промпт/шаблоны, сделать механизм контроля расположения СП в дистрибутиве

перечень требований к формированию системного промпта (СП)

п.61(б) (тематики)

определить допустимые классы вопросов/ответов и политику отсечения

политика тем, правила фильтрации, тест‑корзины по темам

п.61(в) (критерии недостоверности)

ввести метрики/правила фиксации недостоверности + канал обратной связи

метрики/пороговые правила, UI‑функция для обратной связи, журнал инцидентов

п.61(г) (реагирование)

описать режимы реакции: ограничение области/функций, блокировка ответа или действий агента, вывод сервиса на процент потока или в теневой режим

система управления реагированием на инциденты GenAI регламент реагирования на такие инциденты (с плейбуками)

абзац после п.61 (нерегламентированное влияние)

явно описать и контролировать «кто может менять» параметры/конфиги/поведение

матрица изменений, разграничение прав, аудит изменений

Пример требований к системному промпту, кстати, я разбирал у себя в канале.

Методика оценки защищенности (ФСТЭК)

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Намного менее громким событием стал выход еще одного документа - Методики оценки защищенности (ФСТЭК, 25.11.2025). Однако от малого внимания она отнюдь не становится менее важной. Более того, методика отлично дополняет 117 приказ, значительно раскрывая вопросы безопасности ИИ в рамках своей области действия.
В общих чертах, методика задает состав работ при анализе уязвимостей в рамках испытаний/аттестации и формализует состав проверок. И самое главное, что надо понимать - не все процедуры (с кодами) - это именно редтиминг. Здесь есть и аудиторская работа, и отдельные эксперименты в формате whitebox (по ИИ таких мер даже большинство).

Документ строится так, что описывает процесс анализа уязвимостей как последовательность этапов. Вот их перечень:

  • Сбор исходной информации (ИНП.9)
    Тут фиксируется, что является моделью, где ее инференс, какие модальности, есть ли RAG, какие каналы формирования запросов и ответов.

  • Внешний анализ уязвимостей (МИИ.1.1, МИИ.1.3, МИИ.1.7, и, если есть внешние источники данных - МИИ.1.4 и МИИ.1.6)
    То есть поиск уязвимостей в режиме черного ящика - по сути, классический AI Red Team. Моделирование внешнего нарушителя На выходе идут отчеты о тестировании, описания PoC'ов джейлбрейков, логи запросов и ответов,

  • Внутренний анализ уязвимостей (МИИ.1.2, МИИ.1.4, МИИ.1.5, МИИ.1.6, МИИ.1.8, МИИ.2.1, МИИ.2.2)
    Здесь речь про моделирование нарушителя внутреннего, и подразумевается и подмена конфигов, и отравление данных обучения или БД RAG, или даже прямые модификации весов моделей.

  • Оценка выявленных уязвимостей
    Формирование итоговых отчетов с распоряжениями/требованиями по устранению уязвимостей. По сути обеспечение управляемости результата: тут и оценка критичности, и описание условий эксплуатации, затрагиваемых активов, определение приоритетов исправлений, компенсирующих мер, и конечно же фиксация сроков и ответственных.

Сам документ состоит из множества таблиц, в которых описаны процедуры того или иного вида анализа уязвимостей.

Этап

Код меры по анализу

Что нужно определить / где искать уязвимость

Где искать (точка тестирования)

Типовой артефакт меры

Сбор исходной информации

ИНП.9

состав ПО, реализующего модели МЛ/ИИ

контур разработки/эксплуатации

инвентаризация компонентов, карта зависимостей (SBOM/AIBOM)

Внешний анализ уязвимостей

МИИ.1.1

искажение поведения через спецзапросы (промпты)

интерфейсы «запрос–ответ» агента или приложения

отчет о тестировании, журнал запросов/ответов, описание PoC, условия успеха

МИИ.1.3

утечка конфиденциальной информации через ответы

интерфейсы «запрос–ответ» агента или приложения и источник конф. инф.: данные обучения модели/системный промпт/RAG/ресурсные системы

аналогично МИИ.1.1 + связь с источником утечки

Внутренний анализ уязвимостей

МИИ.1.2

влияние модифицированных данных обучения, возможность отравить данные обучения/дообучения

инфраструктура обучения/дообучения

отчет об эксперименте: сценарий отравления, доказательства влияния

МИИ.1.4

процедуры контроля/управление данными, используемыми моделью

RAG‑источники, контекст ‑ сборка

трассировка цепочки данных, права/роли

МИИ.1.5

какие способы модификации обучающих данных реализуемы

хранилища датасетов/пайплайны обработки данных

раздел отчета в составе артефакта для меры МИИ 1.2 (журнал изменений данных, результаты контроль целостности)

МИИ.1.6

механизмы управления доступом к модели

API, сервис инференса

матрица доступов, аудиты вызовов

МИИ.1.7

слабые механизмы фильтрации входа/выхода

фильтры, гардрейлы, политика тем

раздел отчета в составе артефакта для меры МИИ 1.1

МИИ.1.8

прочие уязвимости конфигурации модели

системный промпт, параметры, режимы

diff конфигурации, журнал изменений

МИИ.2.1

уязвимости библиотек/фреймворков (supply chain)

контур разработки/инференса

перечень версий, результаты сканирования

МИИ.2.2

уязвимости ПО модели МЛ

окружение исполнения

отчеты анализа, версии/патчи

Практическую полезность документа я оцениваю как высокую. На мой взгляд, это один из самых прикладных российских документов по безопасности ИИ.

  • Во-первых, он четко фиксирует, что промпт-атаки, утечки данных, отравление данных и слабые фильтры — это не случайные особенности поведения LLM, а результат действий нарушителя и, соответственно, моделируемый предмет анализа уязвимостей.

  • Во-вторых, он заставляет переводить разговор про безопасность ИИ в структуру аудита: какие работы выполнялись, какие следы/артефакты получены, что было выявлено и как оценено.

Слабое место тоже понятно: методика перечисляет меры, но не описывает детали проведения тестирования и конкретные методики для каждого пункта МИИ (какие джейлбрейки применять, как внедрять их). Но это и не должно тут быть, это уже вотчина стандартов, внутренних корпоративных методик или публичных гайдов например от OWASP.

Раздел БДУ «Угрозы безопасности информации систем ИИ» (ФСТЭК)

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Другая важная методологическая веха — появление раздела БДУ ФСТЭК «Угрозы безопасности информации систем ИИ» (конец декабря 2025). Это не документ, но одно из самых впечатляющих свидетельств развития регуляторного поля в стране, так как, с точки зрения федеральной службы, технологии RAG и AI-агентов появились совсем недавно, и то что к ним уже предложен подход к защите, не может не радовать.

Документ делит угрозы на две категории по объекту защиты:

  • инфраструктура разработчика (этап разработки/обучения),

  • инфраструктура оператора (этап эксплуатации).

С точки зрения инфраструктуры, обобщенно, с этим можно согласиться - почти всегда можно свести деятельность с моделью на различных стадиях ее ЖЦ именно к этим двум контурам, уязвимости и способы атаки на которые действительно различаются.

Инфраструктура разработчика: что считается объектом и как атакуется

В разделе перечисляются объекты, которые должны рассматриваться как точки атаки и точки защиты: программное обеспечение для разработки и обучения, библиотеки/фреймворки, API и агентные компоненты (включая системы цензуры - то есть гардрейлы), входная/выходная модель (речь про дообучение), датасеты, веса. Отдельно отмечается, что результаты обучения и разработки могут включать LoRA-адаптеры и RAG, и это тоже становится объектом угроз.
Способы реализации угроз сведены в набор типовых сценариев (табл.1; СП.1–СП.6):

  • эксплуатация уязвимостей;

  • модификация ПО/конфигураций;

  • отравление наборов обучающих данных;

  • подмена весов модели/LoRA и данных RAG.

В разделе про инфраструктуру разработчика показано, что модель ИИ — это элемент релизного цикла. Соответственно, главная мысль - у модели есть пайплайн разработки, есть зависимости и артефакты, и нарушитель может это атаковать, как обычный supply chain. При этом ко всем терминам даны вполне адекватные и полные определения (RAG, LoRA, промпт, ...)

Инфраструктура оператора: угрозы эксплуатации и реальные сценарии

Под оператором понимается владелец и управляющая сторона среды исполнения модели ИИ и приложения с ее использованием. В этой среде содержится уже обученная модель ИИ, ее расширения (LoRA/RAG), системный промпт, агент (в том числе как «исполнитель действий» через инструменты), и инфраструктура, которая обеспечивает всю детерминированную логику - вызовы API и тд.

Способы реализации угроз (табл.2; СП.1–СП.7) описывают основные негативные последствия, которые может вызвать нарушитель в рантайме:

  • DoS за счет массовых запросов и исчерпания квот/токенов (СП.1, СП.7);

  • специальные запросы (в том числе через RAG/внешнюю аугментацию), направленные на утечку или нарушения функционирования, в том числе промпт-атаки (СП.2);

  • атака через выявление недостатков модели (СП.3) - я так понимаю, речь про извлечение системного промпта;

  • модификация весов (СП.4);

  • модификация конфигурации, включая системный промпт и конфигурацию агентов (СП.5);

  • кража модели через обучение другой модели на ответах (СП.6).

Отдельно оговорено: если у оператора включаются режимы дообучения/continuous learning или изменяется RAG, то ему нужно учитывать и угрозы «зоны разработчика». Оценка угроз при этом проводится по методике ФСТЭК от 05.02.2021.

БДУ по сути сделал краткий аналог OWASP Top10 для LLM и AI-агентов. То есть теперь есть официальный материал, который можно использовать как основу для модели угроз и для планирования мер безопасности ИИ в любой российской организации.

Вывод по существующим документам, сквозной пример

Российский регуляторный вектор по ИИ-безопасности сейчас очень практикоориентирован: требования → проверяемость → модель угроз → привязка к реальным объектам (данные/веса/LoRA/RAG/промпты/агенты). И скорость развития — высокая.

И вот здесь, как мне кажется, начинается самое интересное. Если собрать вместе №490 как рамку, №117 как требования к внедрению, методику как набор проверяемых шагов аудита и БДУ как модель угроз по объектам, то получается почти замкнутый практический контур: что считать важным → что требовать → как проверять → по каким угрозам строить защиту. При этом по мере взросления GenAI и особенно агентных систем появляются несколько зон, где инженерная практика уже ушла вперёд формальных формулировок: доступы у «нечеловеческих» субъектов (агентов), новые носители/каналы данных (контекст, RAG, логи, embeddings) и “уязвимости поведения” (prompt-инъекции, jailbreak), которые по сути уже эксплуатируются как уязвимости, но пока описываются разными словами и живут в разных документах.

Еще, конечно, нельзя не сказать, что в России действуют и некоторые сателлитные, рекомендательные документы, которые затрагивают безопасность ИИ. В их числе ГОСТ про управление и термины ГОСТ Р ISO/IEC 42001-2024 (AIMS), ГОСТ Р ISO/IEC 24029-2-2024 (робастность), Кодекс этики ИИ (Альянс, 2021), Кодекс ответственного применения ИИ на финрынке (Банк России, 2025).

Приведу пример применения документов для объекта защиты: система с LLM‑ассистентом, использующим RAG, и с агентом, который создает заявки в ИТ‑системе.

  • По п.60 №117 объектами защиты становятся: данные (включая RAG‑источники и журналы диалогов), модель/параметры, сервисы обработки данных и поиска решений.

  • По новому разделу БДУ ФСТЭК строится модель угроз: что можно подмешать в RAG/контекст, что можно изменить в конфигурации агента/системного промпта, как выглядит DoS по токенам, где лежит риск кражи модели. И при чем сделать это так, чтобы бы нанесен вред бизнесу.

  • В рантайме по п.61 приказа №117 в проекте появляются: фиксированные версии системного промпта/шаблонов, политика допустимых тематик, правила детектирования сигналов в потоках входных/выходных данных для создания инцидентов, плейбуки реагирования.

  • На дизайнтайме по методике оценки защищенности (МИИ‑блок) с какой-то регулярностью перед выводом в прод нового релиза проверяются: устойчивость системы к промпт‑атакам на обход ограничений и вызов инструментов (МИИ.1.1 и МИИ.1.7), утечки через ответы и контекст (МИИ.1.3). Необходимо также провести аудит систем управление доступом к модели и интеграциям (МИИ.1.6), оценить уязвимости библиотек и окружения (МИИ.2.1 и МИИ.2.2).

Зоны развития регуляторики, и идеи

Дальше я попробую рассказать три своих идеи того, как пробелы в существующей нормативке можно было бы закрывать с помощью новых документов. Расскажу про их возможную связь с тем, что описал выше, возможный вид этих документов, и конечно какую суть в них можно было бы заложить. Каждую идею можно использовать и просто как подход к решению некоторых частных вопросов кибербезопасности GenAI.

1) Управление доступом для AI-агентов

3d771422ebf98d44b7d85d9e3cc92b67.png

С появлением агентных приложений у нас в контуре появляется субъект, который не укладывается в привычный IAM. Агент — это не человек и не сервисная учётка в классическом смысле. Он планирует шаги, держит контекст, вызывает инструменты и может выполнять цепочки операций, которые в обычном мире выполнялись бы руками администратора или операторов через UI.

По моему мнению, для недетерминированных систем необходима повторная авторизация на более глубоком уровне, чем обычно - на уровне отдельных операций: отдельные разрешения на чтение, поиск, экспорт, изменение, выдачу прав, удаление, массовые действия, вызов внешних API, оплату и т.д. При чем отдельные, ограниченные во времени, попытках, с условиями по контексту. В модели данных логов кибербезопасности при этом нужно отразить телеметрию агентов так, чтобы при разборе инцидента можно было доказать причинно-следственную цепочку: контекст → намерение → действие → результат.

Взаимодействие с информацией у агента происходит при совершении вызова инструментов (tool-call). Это означает, что на каждом tool-call необходим контроль доступов, и необходимо описать отдельный режим выдачи привилегий для опасных действий (human-in-the-loop). Более того, особенно важно вести реестр агентов, чтобы была сформирована матрица “пользователь → система → агент → инструмент → операции”. При чем итоговый уровень доступа к операции формируется на основе пересечения доступов пользователя, промежуточной системы и самого AI-агента.
А также для AI-агентов очень важен JIT-доступ: права выдаются кратко, под конкретную цель, на конкретный ресурс, в конкретном временном окне. И в частности это должно использоваться для human-in-the-loop, чтобы действия над критичным активом в зависимости от контекста можно было заблокировать и не допустить негативное последствие. Эту технологию в OWASP Top 10 Agentic AI авторы называют intent-signed tokens: токен доступа подписывается доверенным компонентом (policy engine / tool-gateway) и содержит не только указатель на уполномоченное лицо, но и идентификатор агента с упоминанием, какое совершается действие, объект действия, ограничения по данным/объему/времени, контекст выполнения.

Технически это проще всего реализуется как короткоживущий JWT-подобный артефакт с набором claim’ов: intent_id, action, resource, data_class, ttl, nonce, approver (если было подтверждение человеком). При совершении действия агент сначала обращается к пользователю за авторизацией, получает intent-signed token, и уже с ним идет к инструменту. Инструмент/шлюз валидирует подпись и ограничения, отказывает при несоответствии, и пишет в аудит “интент → действие → результат”.

Скорее всего, это может воплотиться в виде отдельного отраслевого стандарта.

2) Безопасность данных в GenAI-контурах

d052116cbf7b69ba629e41be9a4ed23e.png

В проектах c генеративным ИИ часто спроектированное вначале решение пересматривается. При чем во много из-за специфики работы с данными - под ним могут пониматься и данные обучения моделей, и данные валидации бизнес-кейсов приложений с GenAI, и набор системных инструкций под разные сценарии работы приложения (представляющего из себя разветвленный LLM-workflow), и документы в СУБД в виде чанков и эмбеддингов для RAG, собираемые на этапе эксплуатации логи диалогов чатбота. Данные стали принимать множество разных форм, которых еще вчера не предполагали, а соответственно, не учитывали, и главное - не защищали.

Приказ №117 закрепляет базовую тройку объектов защиты: данные, модель, приложения (п.60). Детализации нет, но и не должно быть, потому что приказ - верхнеуровневый документ. Поэтому, для внедрения на основе требований приказа каких-либо практик ИБ, требуются отдельные технические документы, поясняющие и рекомендующие варианты выполнения требований. В таких документах необходимо описать, какие именно «носители» информации возникают вокруг LLM на всех этапах жизненного цикла, какие форматы могут принять данные. Это может быть отдельный ГОСТ, инструкция по обеспечению управления доступом к данным в системах с использованием ИИ, или частью нормативного или рекомендательного акта с более широкой областью действия (например, стандарт по информационной безопасности данных, используемых системами с ИИ).

Итак, хранилища и средства передачи данных, с помощью которых LLM получает фактическое содержание - это объект учета и защиты. Организациям имеет смысл разделять «обычные» СУБД от СУБД, работающих на контур генеративного ИИ, по одному признаку: данные из хранилища могут попасть в контекст модели или повлиять на действия агента без участия человека. Для учета "GenAI-хранилищ" необходимо понимать всю цепочку состояний данных при передаче. Она для каждой задачи, процесса и IT-ландшафта компании уникальна, и может принять например такой вид: холодное хранение (СУБД №1) → горячее хранение (СУБД №2) → передача контекста (топик в Kafka как шина) → формирование ответа (СУБД #3, in-memory) → отображение в браузере (СУБД #4, in-memory на стороне клиента в браузере). Можно продолжать цепочку и далее, но суть не изменится. Хранилище, участвующее хотя бы в одной из таких цепочек, становится частью контура "GenAI-данных".

Учет СУБД и систем транспортировки данных (ETL), обрабатывающих данные для GenAI-приложений и сгенерированные ими, предполагает определенные специфичные меры, которые к ним должны применяться. Эти специфичные меры должны быть направлены на предотвращение двух классов угроз: внедрение промпт-атак в данные и внедрение данных с конфиденциальной информацией (или персональными данными).

При этом документ должен учитывать определенные подводные камни: конфликт требований по срокам хранения (данные нужны для расследования инцидентов и при этом опасны как источник утечек), сложность контроля распространения производных (в т.ч. сгенерированных) данных, учет объектов данных как активов, потенциально обладающих уязвимостями.

3) Уязвимости ИИ: не только свойства программных компонент, но и свойство данных, приводящее к неустойчивости к промпт-атакам

0222170b302b286254be996611223bd9.png

В проектах с генеративным ИИ понятие «уязвимость» перестаёт быть синонимом ошибки в коде. Но на практике с GenAI-системами появляется второй слой: уязвимости появляются у данных и моделей тоже. Если формализовать, то я бы сказал, что уязвимость GenAI-модели - воспроизводимая последовательность входных запросов, которая приводит к нарушению требований безопасности к GenAI-модели. К ним относятся не только пользовательские промпты, это еще и документы, которые подмешиваются в контекст через RAG, и память агента, и шаблоны системных инструкций, описания инструментов. Уязвимости принимают много форм, которые раньше не описывали, не учитывали и не проверяли.

Детализации уязвимостей и порядка их учёта нет пока ни в каком документе (за рубежом при чем, кажется, тоже). Документ, посвященный способу их выявления и устранения, должен описать: что считается уязвимостью ИИ в эксплуатационном смысле, как её подтверждать, как оценивать критичность, какие артефакты считать доказательством, как проводить повторную проверку, как митигировать. Это может быть отдельный ГОСТ, методические рекомендации по анализу защищённости систем с ИИ, либо раздел в стандарте по управлению уязвимостями, расширенный под особенности LLM и агентных приложений.

Итак, уязвимости в контурах GenAI имеет смысл учитывать как отдельный класс. Жизненный цикл, необходимый для управления ими, похож на классический: выявление → подтверждение → оценка критичности → устранение → повторная проверка (в том числе при каждом новом релизе используемой модели или смене любой части системных инструкций). Главное - формализовать критерии подтверждения, иначе каждый кейс будет превращается в спор с разработчиками о важности результатов.
Минимальный набор критериев для подтверждения уязвимости (параметров уязвимости) может выглядеть так:

  • канал атаки: пользовательский ввод, документ RAG, память/журналы, системная инструкция, описание инструмента, межагентный обмен;

  • условия: какие права нужны, какие данные доступны, включены ли инструменты, есть ли доступ к RAG-источникам, есть ли память;

  • сценарий воспроизведения: фиксированный набор входов и шагов, включая сборку контекста и вызовы инструментов;

  • критерий успеха: измеримый результат (утечка конкретного класса данных, выполнение запрещённого действия, обход запрета тематики, изменение состояния в системе, снижение доступности);

  • воспроизводимость в числах: доля успешных попыток при фиксированных условиях (например, k из n) и при допустимой вариативности контекста;

  • пакет доказательств: входы/контекст, журналы извлечения контекста, журналы вызовов инструментов, параметры конфигурации, отметки времени и идентификаторы сессий.

Оценка критичности тоже должна считаться по параметрам контура, а не по «опасности текста». На практике критичность определяется наличием инструментов и их полномочий, классом доступных данных, уровнем автономности агента, масштабом воздействия (единичный случай или массовая эксплуатация), сложностью воспроизведения и качеством обнаружения по журналам.

Аудитор, или автоматизированная система учета уязвимостей (VM) может, таким образом, как агрегировать информацию по проведенным атакам на модели и приложения (например, какие классы уязвимостей покрыты контрольными сценариями), так и выводить сводки по каждому отдельному методку промпт-атак, то есть уязвимости модели (например, где хранится программный код (PoC по сути) для повторной проверки, когда и кем зафиксировано устранение путем, например, дообучения модели).

В организации должны быть установлены нормативы по срокам первичной квалификации и устранения уязвимостей моделей и приложений с GenAI. При чем важно понимать, что исправления могут быть не в переобучении модели, а в изменении текста системного промпта даже, или пправил сборки контекста, фильтрации, правах на инструменты, удалению лишних данных в RAG, или ограничениях на ретривере (объем извлекаемых данных, близость, или другие статистики). И далее эту информацию еще следует использовать в процессе реагирования на инциденты ИБ, чтобы видеть, на какие дальнейшие исследования защищенности организации стоит делать акцент команде редтима в дальнейшем.

Подводя итоги

Прошлый год был богат на новшества в регуляторной части нашей отрасли, на свет появились несколько фундаментальных вещей: №117 приказ с требованиями к GenAI-сервисам, методика оценки защищенности с базовыми процедурами AI Red Team, а также модель угроз для двух типов организаций - разработчик GenAI и пользователь GenAI.

Основные 5 требуемых мер по безопасности ИИ для тех кому лень читать:

  1. описать границы AI‑контура и перечень активов (п.60 №117);

  2. собрать модель угроз по БДУ и сопоставить ее со своими требованиями и ИТ-архитектурой.

  3. зафиксировать системный промпт/шаблоны и правила изменения (п.61 №117);

  4. определить допустимые тематики контента и правила детектирования и реагирования на инциденты в рантаймовых входных/выходных потоках данных (п.61 №117);

  5. построить план проверок по МИИ‑блоку методики и требуемые артефакты;

Однако все равно, работы еще много, и есть где углубиться для обеспечения более гладкого и эффективного развития технологий по кибербезопасности ИИ в нашей стране. Надеюсь, озвученные мной предложения по отдельным вопросам с доступом и уязвимостями уже помогут кому-то построить свои процессы в организациях лучше, ну а если это поспособствует какой-то более масштабной деятельности - станет вообще замечательно)

Больше интересных статей и постов про AI Security есть у меня в канале "Борис_ь с ml".

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    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

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

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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.

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  • 12.08.26 16:37 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 16.08.26 01:44 Matt Kegan

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

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

    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

  • 25.08.26 13:44 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

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

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