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Н Новости

MITRE ATT&CK в декорациях детектива: новый формат обучения безопасности

Правило можно прочитать, а привычку — только натренировать. На этой мысли держится «Кибердетектив» — браузерная игра, в которой сотрудники Авито расследуют атаки на вымышленную компанию. Компания выдуманная, а схемы атак настоящие: подделанный голос руководителя, счёт с домена «на одну букву мимо», шквал запросов MFA, чужой человек за незаблокированным ноутбуком.

Меня зовут Илья Никифоров, в Авито я отвечаю за Security Awareness в команде GRC: обучаю сотрудников, провожу учебные фишинговые рассылки, занимаюсь безопасностью генеративного ИИ. Я не разработчик и никогда не делал игр. «Кибердетектива» я придумал и собрал сам за 74 дня: код, тесты и ревью делали ИИ-агенты, а коллега помог превратить прототип в сервис компании.

Расскажу, что получилось, на каких реальных атаках построены задания, как распределялась работа между мной и нейросетями и как всё устроено внутри — для тех, кому интересен код. И почему считаю, что сегодня человек не из разработки может сделать полезный продукт в своей области.

Оглавление

51bdf160d838276b2cb56bf84338c536.jpg

Откуда взялась идея

Летом мы провели Security Week. Об одном из форматов той недели — CTF для тех, кто не работает в ИБ, — я уже рассказал в этой статье. И он зашел, но CTF, все-таки, про отдельные задачи. В отзывах к Security Week кто-то написал, что хочет «чего-то эдакого», да и мне хотелось сделать историю, в которую втягиваешься, где одна мелочь тянет за собой следующую.

Так 31 июля я сделал первый коммит — 1 544 строки, серые клетки и два человечка. Уже через 74 дня — 12 октября, на старте месяцы Security Awareness, — игра вышла в свет для всех сотрудников Авито.

Между этими датами — больше 100 часов после работы и на выходных. Это была моя личная инициатива, но делал я ее для работы: игра решает именно ту задачу, ради которой существует наша команда.

День 1: первый коммит, серые клетки и два человечка
День 1: первый коммит, серые клетки и два человечка

Зачем игра, если есть курс

У нас есть обязательный курс по информационной безопасности. Он нужен, мы не планируем от него избавляться. Однако у просто курса с проверочным тестом есть предел — он проверяет лишь то, знает ли человек правило. А «реальная» атака в формате игры проверит, сможет ли он поступить правильно в спешке, когда звонит якобы руководитель, когда счёт выглядит как обычно.

При этом мне было важно сделать формат, в котором попадает в ситуацию, где его просят продиктовать код, и он сам решает, что с этим сделать. Ошибается, видит последствия и запоминает.

Из этого появилось три требования к игре.

  • Ошибаться безопасно. Неверную версию можно исправить без всяких штрафов. Если наказывать за ошибку, человек начнет просто угадывать правильный ответ, а не думать.

  • Атака — это цепочка. Редко какая атака укладывается в одно письмо. Чаще всего это несколько с виду безобидных мелочей, ведущих к серьезным потерям. Мне хотелось, чтобы в игре такая цепочка тянулась через всё задание.

  • Учить действию, а не теме. Закончив игру, сотрудник Авито должен не «знать о фишинге», а знать, что ему нужно сделать конкретное действие — «сообщить по сформированному алгоритму».

Какой получилась игра

Действие происходит в вымышленной компании Lumi. Игрок управляет Споком — медоедом, маскотом нашей команды ИБ.

Стартовый экран. Спок — медоед, маскот нашей команды ИБ
Стартовый экран. Спок — медоед, маскот нашей команды ИБ

Нужно ходить по башне компании с помощью мыши или клавиатуры, осматривать предметы, слушать записи звонков, сравнивать письма, читать журналы входов и собирать свою версию того, что всё-таки произошло.

Башня Lumi: этаж — отдельная зона и свои риски
Башня Lumi: этаж — отдельная зона и свои риски
Дело №001: лобби, Спок идёт к конверту, с которого всё началось
Дело №001: лобби, Спок идёт к конверту, с которого всё началось

Первый сезон игры называется «Тихий найм». В нём шесть дел, каждое — отдельная схема атаки.

Дело

Что случилось

Что тренируем

001 «Гость без пропуска»

Чужой человек сел за незаблокированный ноутбук

Блокировать экран и не пускать «своих по виду»

002 «Архив»

Диски вывозят под видом макулатуры

Сверять, что выносят и по какому документу

003 «Платёжка»

Счёт пришёл с домена, который отличается на одну букву

Проверять реквизиты по известному контакту

004 «Голос Марка»

Голос руководителя подделали

Знакомый голос — ещё не доказательство, перезвонить самому

005 «Ключ от всех дверей»

27 запросов MFA за 11 минут

Не подтверждать вход, который не начинал

006 «Верный»

Нужно закрыть доступы и при этом сохранить улики

Сначала сохранить доказательства, потом чинить

Каждая серия занимает около 15 минут, дела открываются по очереди. Перед каждым — короткий пролог, его можно посмотреть в виде ролика или просто прочитать как переписку. После дела — разбор, что произошло и на каком шаге атаку можно было остановить.

Первое задание: осмотреть конверт и отметить признаки ненадёжного источника
Первое задание: осмотреть конверт и отметить признаки ненадёжного источника

Кроме сюжета есть ещё три вещи.

Полигон. Доска тренировок на 21 задание по 10-15 минут:

  • фишинг — 8 заданий,

  • ИИ — 6 заданий,

  • «технарское» — 7 заданий.

Есть уровни — стажёр, детектив и мастер. Например: дать доступ ИИ-сервису доступ к почте только в нужном объёме, подготовить запрос по внешнюю нейросеть без данных клиентов, найти подменённый пакет данных в зависимостях.

Полигон: отделы компании и задания трёх уровней
Полигон: отделы компании и задания трёх уровней

18 игровых механик. Разбор журнала входов, расстановка событий по времени, связь улики с выводом, выбор безопасного маршрута проверки, закрашивание лишнего на фото офиса, оформление заявки — и еще много других. У всех правило одно: у каждого задания свой глагол. Задания в стиле «прочитай и выбери пункт» не принимается.

Кухня. Это перерыв между делами — головоломки без оценки и полка из 15 памяток, которые можно скачать и распечатать.

Кухня: полка безопасных практик
Кухня: полка безопасных практик
Головоломка «Три чашки» — без оценки, просто передохнуть
Головоломка «Три чашки» — без оценки, просто передохнуть

Ранг за то, как ты проверяешь

Больше всего времени занял не код, а сценарий и арки героев, их характеры, предыстории, отрисовка и генерация изображений. А ещё — правила оценки игроков.

  • Ранг даётся за процесс, а не за угадывание. Открыл подозрительную ссылку, ответил атакующему или взял готовое решение — ранг ниже. Проверил отправителя, перезвонил по нужному номеру — выше. Ранги называются «Чистая работа», «Холодная голова» и «С оговорками».

  • Подсказки в три ступени. Первая наводит на мысль, вторая сужает фокус. Готовое решение — только по явному запросу.

  • Не учим «отклонять всё». В игре есть законные просьбы, которые нужно выполнить. Иначе человек выйдет с привычкой отказывать всем и во всём подряд, а это тоже проблема.

Значки дежурного за пройденные задания Полигона
Значки дежурного за пройденные задания Полигона

В итоге игрок обзаводится шестью привычками: проверять отправителя, прежде чем кликать ссылку, перезванивать руководителю по номеру из корпоративного справочника, не диктовать коды, давать минимальный доступ, не отправлять в нейросети данные клиентов, а главное — если в чём-то сомневаешься, обращайся в ИБ.

На чём стоят сценарии

Сюжет вымышленный, но каждое дело построено на технике, которую применяют реальные злоумышленники. Для сверки я использовал MITRE ATT&CK — открытую базу тактик и техник атак, которой пользуются безопасники по всему миру.

Что в игре

Техника MITRE ATT&CK

Где

Носители и находки

T1091, T1052

002

Фишинговые письма и ссылки

T1566.001, T1566.002, T1204

003

Письмо «от своего»

T1656

003

Звонок с подделанным голосом

T1566.004

004

Выманивание информации под легендой

T1598

004

Подбор и кража паролей

T1110, T1078

005

Шквал запросов MFA, кража сессии

T1621, T1539

005

Сбор сведений о людях и компании

T1589 –T1591

Полигон

Секреты в коде

T1552

Полигон

Атака через зависимости

T1195

Полигон

Физический доступ — проход за сотрудником без пропуска — в ATT&CK отдельной техникой не описан, поэтому дело 001 построено на классической социальной инженерии.

Техника отвечает на вопрос «что делает атакующий». Игре нужно ещё и показать, как злоумышленники влияют на выполнение тех или иных действий человеком. Поэтому у каждого дела есть и психологический рычаг: авторитет, срочность, привычка, забота, страх. Рычаг определяет механику. Если давит срочность, значит, тикает таймер. Если давит авторитет, то игроку звонит «руководитель» — и спорить с ним неловко.

Дело 004: слушаешь запись звонка и отмечаешь признаки подделки голоса
Дело 004: слушаешь запись звонка и отмечаешь признаки подделки голоса
Дело 005: журнал входов показывает, как атакующий дожал MFA
Дело 005: журнал входов показывает, как атакующий дожал MFA
Дело 003: письмо со сменой реквизитов — какой способ проверки выбрать
Дело 003: письмо со сменой реквизитов — какой способ проверки выбрать
Полигон: фото доски выложили в открытый канал — что на нём видно чужому
Полигон: фото доски выложили в открытый канал — что на нём видно чужому

Как это сделано с ИИ

Код писали и ревьюили ИИ-агенты Claude Code и Codex. Я же взял на себя другие роли:

  • Сценарист и геймдизайнер. Сюжет и арки, герои, их характеры и предыстории, улики, ветки, тексты, правила рангов. Это агентам не отдать — они не знают, как на самом деле выглядят атаки в компании и на что могут повестись люди.

  • Продакт. Что делаем, что выкидываем, что считаем готовым.

  • Методолог. Какую привычку тренирует какое задание и как понять, что она и правда натренирована.

  • Приёмка. Каждую фичу я проходил руками. Агент говорит «готово» часто раньше, чем фичу действительно можно принять.

У меня было несколько правил, которые помогали в работе с ИИ.

Небольшие задачи с критериями готовности. Промпт нужно расписывать подробно: не «сделай дело 004», а что-то вроде «добавь мини-игру — запись звонка, три фрагмента, игрок отмечает подделку; проверка — вот такой тест».

Второй агент как ревьюер. Один пишет, другой ищет, что не работает или ломается. Так можно поймать больше косяков, чем при самопроверке.

Тесты как страховка. К релизу я провёл их более двух тысяч. Не из-за перфекционизма — просто без них каждое следующее изменение могло сломать что-то в соседнем деле.

Плейтест агентами. Перед релизом агенты прошли все шесть дел и 21 задание. У них была задача — «пройди как игрок и найди, что ломается». Агенты нашли критичный баг: в одном из дел версия фиксировалась первым кликом, а ключевая улика открывалась только после выбора правильной версии. Так получался замкнутый круг.

Арт, видео, звук

Здесь нейросети сделали то, на что у меня не было ни бюджета, ни команды.

  • Фоны локаций — изометрию офиса, — сгенерировал в ChatGPT.

  • Персонажей сгенерировал в 3D через Hyper3D Robin. Скелет, анимации ходьбы и стойки — сделал в Blender, а спрайты с восьми ракурсов агент отрендерил скриптом с камеры сцены.

  • Ролики — прологи к делам и перебивки между сценами — сгенерировал Grok через API, а заставочный ролик сделан в Dreamina.

  • Озвучка — музыку сделал в Suno, а голоса персонажей в ElevenLabs.

Здесь главное правило — один эталон внешности на персонажа. Все позы и ракурсы делаются именно от него, а не описываются каждый раз заново. Иначе у Спока в каждом кадре будет новое лицо.

Как держали безопасность

Мы же безопасники. Конечно, было бы странно сделать всё иначе.

  • Компания в игре вымышленная, персонажи — тоже. Никаких совпадений с реальными людьми или реальных данных.

  • В нейросети не уходило ничего, кроме сценариев и кода игры.

  • Инструменты для ИИ-агентов проверяли так же, как требуют наши правила по безопасной работе с GenAI.

Производство в цифрах

От первого коммита до релиза

74 дня

Коммитов к релизу

372

Автотестов

около 2 200

Кода игры

80 модулей на JavaScript, около 22 тысяч строк

Дел в первом сезоне

6

Заданий на Полигоне

21

Игровых механик

18

Памяток

15

Плейтестов на живых людях до релиза

8

Моё время

больше 100 часов вечерами и на выходных

Для технарей: как всё устроено

Главный принцип архитектуры — сделать её максимально скучной. Агенты хорошо работают в простой системе и плохо — с хитрой. Каждая лишняя подвижная часть для них — это ещё одно место, где агент может что-то незаметно сломать.

Движок: чистый JavaScript без сборки

Игра — статический сайт: index.html и 80 ES-модулей, которые браузер грузит напрямую. Ни фреймворка, ни бандлера. Решение отказаться от сборки позволило избежать целого класса ошибок, а любой модуль так можно открыть и просто прочитать как есть. Кадры планирует собственный планировщик поверх requestAnimationFrame.

Сцены — это изометрический фоны 2048x1280 в WebP, каждая размером примерно в 170 КБ. Персонаж — атлас спрайтов: кадр 256x320, восемь направлений движения, циклы «стоит» и «идёт», рядом JSON-описание со скоростью цикла и точкой опоры «ног». Направление движок выбирает по вектору движения, а кадр — по времени в состоянии.

Дело — это данные, а не код

Дело целиком описано в JSON: сцены, объекты с координатами в процентах, персонажи, улики, задания, версии и финал. Вот, например, фрагмент сцены из первого дела:

"scenes": {
    "office": {
      "title": "Этаж продуктовых команд",
      "art": "assets/scenes/01-lobby.webp",
      "world": {
        "spawn": { "x": 52, "y": 78 },
        "bounds": { "left": 5, "right": 96, "top": 28, "bottom": 88 }
      }
    }
  }

У каждого задания есть жанр — одна из 18 механик. Он задаёт набор полей, а манифест жанров описывает общие поля, базу и добавки каждого жанра. Новое задание существующего жанра — это всего лишь правка JSON, а не куска кода.

Контейнер живёт отдельно от кода

В проде игра берёт контент из S3-бакета. Релиз — это манифест плюс файлы контента, медиа адресуются по хешу содержимого, а какой релиз сейчас живой прописано в live.json. Публикация и откат не требуют выкатки кода, достаточно переключить указатель.

Адрес бакета хостинг подставляет в модули при старте. Если подстановки нет, контент ищется рядом с index.html — так работают локальный запуск и тесты.

Два редактора — визуал и тексты правит человек

Правки визуала оказались самой дорогой частью разработки сцены: поставил координаты в JSON на глаз, открыл браузер, промахнулся, поправил — снова открыл. Поэтому работали в два редактора.

Режим правки сцены прямо в игре — ?edit=1. Улики, персонажей, доску и двери таскаешь мышью сразу в настоящем рендере, а готовые координаты забираешь в JSON. Новые объекты добавляем из палитры, а зоны, где можно ходить, тоже можно править мышкой. Почему внутри игры? Потому что отдельное приложение рисует немного иначе, чем движок, и позиция почти совпадает. Нам же нужно было точное совпадение. Режим правит только координаты, смысл сцены же остается в JSON.

Редактор контента — отдельный интерфейс на внутренней платформе Авито: React и TypeScript, бэкенд на Python. Он нужен, чтобы тексты, задания и картинки правили люди без репозитория и без релиза кода.

  • Дерево полей вместо форм. Форма, написанная под сегодняшнее дело, начала бы врать на следующем, так как у каждого жанра свой набор полей. Дерево показывает ровно то, что есть в файле, а для тех, кто умеет, рядом есть переключатель в сырой JSON.

  • Предпросмотр на настоящем движке. Кнопка собирает черновой релиз, и игра открывается в окне редактора на этом черновике. Если игроки в этот момент играют, они видят прежнюю версию.

  • Проверки связности. Девять правил плюс ссылки на медиа. Если что-то оборвалось, публикация не пройдёт.

  • Медиатека. Картинку загружаешь в бакет, а в релиз она попадает при публикации.

  • Публикация и откат — кнопками, с записью кто и когда что опубликовал.

Тесты и выкатка

Игра прошла около 2200 тестов на Jest. Формат бакета закреплён эталонным примером, и с ним сверяются и игра, и редактор: разъехаться они могут только через падение теста. Список событий движка тоже сверяется тестом с кодом. После каждой выкатки запускается smoke-тест, а сборка и тесты иду в CI внутренней платформы.

Как игра попала в Авито

Прототип — это ещё не сервис. Чтобы играла работала у всех сотрудников, её нужно развернуть во внутренней инфраструктуре, настроить выкатку и договориться, как править контент без релиза кода.

Здесь помог Михаил Черняков (Руководитель отдела по защите персональных данных) — он предложил перенести игру во внутренний PaaS, ревьюил и принимал изменения, выкатывал релизы и сам прошёл игру в качестве первого плейтестера. Код, который пишет агент, всё равно должен пройти проверку человека — особенно перед тем, как уехать в прод.

12 октября мы открыли игру, с чем и начали месяц Security Awareness.

Счётчиков в игре пока нет, поэтому лучшая метрика — опрос по итогам месяца. Почти все, кто оценивал «Кибердетектив», поставили ему высшую оценку — и почти все ждут второй сезон.

Вот что писали коллеги в первые сутки — без имён:

«Будто окунулась в популярный детективный сериал… не заметила, как пролетело минут 30»

«Вернулась во времена детских квестов, которые были на дисках»

«Перезагрузилась от рабочих дней и обсуждений, хоть в игре и надо подумать»

«Круто, что есть выбор видео или текста. И очень надеюсь на следующие сезоны»

А это — из опроса по итогам месяца:

«Игра „Кибердетектив“ — щенячий восторг»

«Я вообще не имею ничего общего с профессией кибербезопасности, но было мегаинтересно»

«Очень жду второй „Кибердетектив“! Я его фанат»

Была и критика, но по делу. Например, местами формулировки оказались тяжёлыми для понимания, а белый текст на светлом фоне было сложно читать. Всё ушло в правки.

Грабли

Merge не публикует контент. Раз контент живёт отдельно от кода, правки JSON в репозитории до игроков не доезжают. Коллега предупредил об этом заранее, но всё равно первые первые «выкаченные» исправления в проде не появились, пока я не опубликовал их через редактор вручную.

Статический хостинг умеет меньше, чем кажется. Браузер не показывал субтитры, потому что они отдавались неправильным типом. На отсутствующий файл вместо 404 возвращалась главная страница, и недокачанный модуль превращался в непонятную ошибку. Заголовков кэширования не было, поэтому вернувшиеся игроки какое-то время видели старую версию. Часть этой проблемы теперь отлавливает проверка после выкатки, а часть упирается в платформу.

Одна картинка может уронить всё дело. Если фон сцены не грузился за 5 секунд, дело просто не открывалось. Поймали на неожиданном: у меня работал личный VPN, из-за чего картинки могли висеть минутами. Теперь проверяю игру только в окружении обычного сотрудника.

ИИ пишет гладко, но тяжело. Тексты от нейросети выглядят правильными, но игроки спотыкаются на формулировках. Когда я попросил ИИ расписать второй сезон целиком, получил нечитаемые 87 страниц. Теперь работаю так: сначала короткие арки на пять страниц, потом детали. Каждый текст я переписываю человеческим языком.

Большие файлы пугают агентов. Главный модуль игры вырос до 130 КБ, и агенты стали промахиваться в правках. Перед вторым сезоном мы порежем его по смыслу и поставим проверку, которая не даст файлам снова раздуться.

«Готово» от агента — это гипотеза. Агент отчитался, тесты пройдены, а в браузере игра не работает. В чем именно была проблема? Помогает только ручной прогон и скриншоты.

AI First: что это значит для тех, кто не пишет код

В Авито есть движение AI First — использовать нейросети везде, где они облегчают работу. «Кибердетектив» для меня — живой пример этого движения.

Год назад игра для всей компании потребовала бы целую студию, бюджет и полгода согласований. Сейчас её может собрать один человек, который понимает свою предметную область.

Понимание своей предметной области — это главное. Нейросети не придумали за меня, на какие уловки могут клюнуть люди и какие привычки им нужно тренировать, чтобы этого избежать. Я знаю эти вещи, потому что это моя работа. ИИ помогли трансформировать это знание в реальный тренажёр.

Тот же подход работает в любой другой роли: аналитик может собрать свой инструмент проверки данных, HR — тренажёр для интервью, юрист — помощника для типовых договоров.

Что бы я посоветовал коллегам, которые хотят попробовать внедрить ИИ в свою работу?

  1. Начинайте с задачи, а не с технологии. Чего вы хотите добиться? «Сделать игру про фишинг» — значит просто сделать игру. «Человек должен сообщить по конкретному адресу в ИБ о подозрении на фишинг?» — уже задача. Под неё придумываем ситуацию, а под ситуацию — механику.

  2. Делайте скучную архитектуру. Статистика, данные в JSON, тесты. Агенты хорошо работают только в простых системах. На хитрых могут посыпаться.

  3. Дробите и проверяйте. Маленькие задачи с критерием приёмки, второй агент для ревью, ручной прогон каждой фичи.

  4. Сделайте инструменты для людей. Редактор, в котором будут вносить правки без репозитория, окупится куда быстрее, чем кажется.

  5. Найдите союзника. Прототип вы соберёте сами, а в прод его должен провести разработчик, который знает инфраструктуру.

  6. Соблюдайте правила работы с ИИ. Не скармливайте агентам реальные данные и используйте только проверенные инструменты.

Что дальше

Сейчас мы работаем над вторым сезоном. Он называется «Чёрный ход» и начнётся с одной строки в старом коде, которую кто-то просил не удалять. Если без спойлеров — будет больше ситуаций с ИИ-помощниками, атак через документы, поставщиков и решений, где правильный ответ не так очевиден. Визуал тоже хотим подтянуть — персонажей будем делать в 3D с самого начала.

Итог

Три вещи, которые я вынес из 74 дней разработки:

  • Привычку тренирует ситуация, а не заученное правило. Игра даёт ситуацию, в которой безопасно совершить ошибку.

  • ИИ не заменит экспертизу реального человека, но масштабирует её. Без понимания атак и человеческого мышления нейросеть сделала бы просто красивую и совершенно бесполезную игру.

  • Проверка — ваша работа. Агенты сэкономят время на коде, но не на приёмке.

Игра внутренняя, но механики и подход открыты. Если делаете что-то похожее или хотите обсудить, как ещё можно научить людей замечать атаки — пишите, обсудим в комментах.

Источник

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  • 04.08.26 11:05 Kisnoles

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  • 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]

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  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 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

  • 12.10.26 19:34 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

  • 13.10.26 14:14 lisalisa22

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    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

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