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«По вертикали и по горизонтали»: как перенести бумажные сканворды в онлайн, чтобы решать с друзьями на удаленке

Несмотря на развитие технологий, журналы с кроссвордами, сканвордами и судоку до сих пор актуальны. Бумажную версию удобно разгадывать или в одиночку, или с людьми, которые непосредственно рядом. Но что делать, если хочется разделить процесс с друзьями, которые находятся далеко? Обратиться к технологиям, конечно.

Как оцифровать сканворд по фотографии? Насколько сложно сделать систему общего доступа? Действительно ли интересно разгадывать бумажные сканворды на электронном устройстве? Ответы на эти и другие вопросы — под катом.

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Используйте навигацию, если не хотите читать текст полностью:

→ Мотивация проекта
→ Распознавание игрового поля
→ Веб-интерфейс
→ Мультиплеер
→ Демонстрация

Мотивация проекта

«Дедовские» технологии.

Это началось спонтанно. Друзья переслали в чат мем про старость и бумажные кроссворды, а потом… начали его разгадывать. Сначала Настя решала все, что могла. Если не знала ответа, то запрашивала нашу помощь. Гораздо интереснее подкидывать загадки другим людям, а не искать ответ в бездушном поисковике. Вскоре мы начали решать сканворды полностью коллективным разумом.

К сожалению, «бумажный» формат накладывал некоторые ограничения.

Владелец оригинала должен следить за нашими сообщениями и вписывать варианты ответов.
Бумага не прощает ошибок. Можно, конечно, использовать карандаш, но все равно останется грязь.
«Удаленщики» не получают обновлений в режиме реального времени. Владелец должен каждый раз делать новую фотографию игрового поля.

В общем, за социальное взаимодействие и мозговую разминку — определенно «пятерка», а вот удобство нужно доработать.

В своем Telegram-канале я проводил опрос по популярности сканвордов. 44% интересуются разгадыванием кроссвордов и только четверть из них предпочитают бумажные версии. Подписывайтесь, там можно увидеть заметки по темам статей, над которыми я работаю, и небольшие познавательные посты.

Чтобы участникам было удобно, я продумал последовательность действий для игры в идеальных условиях.

Автор фотографирует страницу.
Система распознает игровое поле и строит его электронную версию.
Автор делится ссылкой на электронное игровое поле.
Каждый игрок заполняет свои ответы и видит, что и как заполняют другие.

Основополагающий момент — распознавание игрового поля по фотографии. Без «контента» кооперативный кроссворд будет просто «технодемкой», а составители кроссвордов вряд ли поделятся машиночитаемыми исходниками.

Распознавание игрового поля

До начала проекта мои знания о компьютерном зрении были равны практически нулю. Когда-то давно я слышал, что есть мощный проект OpenCV, но взаимодействовать с ним не приходилось.

Задача полегче: судоку. Источник.

Сперва я решил ознакомиться с существующими предложениями и узнать, кто уже решил задачу за меня. Оказалось, что проблема беспокоила нескольких людей, но никто не поделился итоговым решением. Чисто человеческим взглядом мне показалось, что будет хорошо научиться определять вертикальные и горизонтальные линии, из которых состоит любой кроссворд или сканворд. Я начал поиск и нашел несколько полезных материалов.

Вопрос на StackOverflow по определению разделительных линий в судоку.
Потенциальный решатель судоку по фотографии с использованием распознавания цифр.
Распознаватель кроссвордов, который не полностью справляется со своей задачей. Вопрос не решен.
Магистерская ВКР из университета Коломбо (Шри-Ланка): End-End Automated Crossword Puzzle solver using image processing, NLP and neural network.

К сожалению для меня, в магистерской работе автор уделяет внимание обработке естественного языка (NLP), а распознаванию поля кроссворда — менее страницы. К тому же технология распознает кроссворд не с фотографии, а со скриншота, который сразу содержит игровое поле.

Определение линий.

Я зацепился за идею обнаружения линий и приступил к копированию кусочков кода со StackOverflow. Однако система прерывала линии, а в качественных фотографиях создавала их даже из части букв. Полученные результаты совершенно не вдохновляли: у меня не было понимания как отсеять лишнее. В отличие от судоку, линии в сканвордах не обязательно проходят от одного конца игрового поля до другого.

В общем, идея не сработала и пришлось перечитывать источники в поисках упущенных знаний. Так и оказалось. В магистерской диссертации и нерабочем распознавателе кроссвордов использовалась функция поиска контуров findContours. Гениально! Вместо непонятных линий можно искать ячейки «изнутри».

Преобразования до обнаружения контуров.

Для успешного распознавания нужно выполнить несколько шагов.

Уменьшить входящую картинку (desampling) — в нашем случае до 1024 пикселей по большей грани. Перевести в оттенки серого и размыть по Гауссу с ядром 3х3.
Применить оператор Кэнни для определения краев (Canny Edge Detector).
Применить операцию dilate, чтобы расширить распознанные грани.
Применить операцию erode для сужения граней. В результате получаются более тонкие грани с меньшим количеством шума.
Вызвать функцию findContours на изображении после всех преобразований. На примере выше контуры находятся поверх оригинальной фотографии.

Преобразуем шаги в код на Python:

import cv2

def resize(img, size=1024):
    x = img.shape[0]
    y = img.shape[1]
    factor = max(x / size, y / size)
    if factor <= 1:
        return img
    return cv2.resize(img, (int(y // factor), int(x // factor)))

file_path = 'data/photo_2024-07-25_13-13-16.jpg'
img = cv2.imread(file_path)
img = resize(img, size=1024)

gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)

gray = cv2.GaussianBlur(gray, (5, 5), 0)
show('0-Blur', gray)

edges = cv2.Canny(gray, 30, 200, apertureSize=3)
show('1-Canny', edges)
kernel = np.ones((3, 3), np.uint8)
edges = cv2.dilate(edges, kernel, iterations=1)
show('2-dilate', edges)
kernel = np.ones((3, 3), np.uint8)
edges = cv2.erode(edges, kernel, iterations=1)
show('3-erode', edges)

contours, hierarchy = cv2.findContours(edges, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)

c = cv2.drawContours(img, contours, -1, (0,255,0), 3)
show('4-contours', c)

Когда на изображение наносят сразу все контуры, то разобрать что-либо затруднительно. Однако чтение документации творит чудеса. Функция findContours не только находит контуры объектов, но и структурирует их в иерархию, если передать флаг RETR_TREE. При этом массив hierarchy содержит кортеж [Next, Previous, First_Child, Parent] для каждого контура.

Распознавание основного контура.

Спустя некоторое время наблюдений я обнаружил стабильную закономерность. Можно найти контур, внутри которого больше всего дочерних контуров. Это позволяет смело отбросить контуры за пределами игрового поля.

Крайние случаи.

Если в кадре несколько игровых полей, побеждает то, которое содержит больше внутренних контуров и полностью находится в кадре. Вот и нашлось первое ограничение: фотографировать нужно только одну страницу.

Шаги исключения лишних внутренних контуров. Слева — без обработки, середина — удаление контуров малой площади, справа — исключение не квадратов

Следующий этап — оставить на игровом поле только те контуры, которые определяют ячейки. В ходе экспериментов я выработал алгоритм.

Вместо контуров стоит работать с прямоугольником, в который вписан контур. Его можно получить с помощью функции boundingRect.
Контрастные фрагменты изображений и буквы условия определяются как контуры малой площади. Если фрагменты меньше, их нужно отсечь. Далее выбрал условие: площадь, то есть произведение длины и ширины описанного вокруг контура прямоугольника, должна быть больше 1000 пикселей.
Ячейка сканворда квадратная, поэтому исключаем остальные фигуры. Поскольку фотография может быть под углом, считаем квадратом все, у чего разность ширины и длины не превышает десяти пикселей.

Значения в 10 и 1000 ~~квадратных~~ пикселей — это эмпирические данные, которые сработали на тестах. При этом они задают ограничение: система, скорее всего, не сможет корректно распознать фотографию размером А1 — будут «ложные клетки». Но в А4-А5 покажет достойный результат. В коде это выглядит так:

children = dict()

# Делаем словарь из списка
for i, (next_, prev, first_child, parent) in enumerate(hierarchy[0]):
    if parent not in children:
        children[parent] = list()

    children[parent].append(i)

    print(f"{i} -> {next_}, {prev}, {first_child}, {parent}")

max_i = -1
max_value = 0

# Находим самого большого родителя
for key, value in children.items():
    if len(value) > max_value:
        max_i = key
        max_value = len(value)

print(f"Biggest part: {max_i} ({max_value})")

# Выбирает только детей этого родителя
out = []
for i, (next_, prev, first_child, parent) in enumerate(hierarchy[0]):
    if parent == max_i:
        out.append(contours[i])

# Дебаг-вывод родительского контура
c = cv2.drawContours(img, [contours[max_i]], -1, (0,255,0), 3)
show('5-contours', c)

# Фильтрация дочерних контуров
c_s = list()
for c in out:
    x,y,w,h = cv2.boundingRect(c)
    if abs(w - h) > 10:
        continue
    if w*h < 1000:
        continue
    c_s.append((x, y, w, h, c))

# Дебаг-вывод оставшихся дочерних контуров
for x, y, w, h, c in c_s:
    cv2.rectangle(img,(x,y),(x+w,y+h),(255,255,0),2)
show("6-all", img)

После обработки остаются большие промахи, которые либо являются частью рисунка, либо ячейки с текстом. В идеале необходимо научиться распознавать клетки с текстом и исключать их из выборки. Однако лучшее — враг хорошего, поэтому я отказался от определения клеток-условий. Через человеческие интерфейсы проще удалить существующую разметку, чем разметить удаленное.

В общем, с таким распознаванием уже можно работать. Пора делать веб-сервис, который будет обслуживать пользователей.

Веб-интерфейс

Для основной части бэкэнда я использовал FastAPI. В его основе нет особенностей, которые требуют подробных разъяснений. Для фронтенда использовал шаблон Jinja2.

Все файлы отправляются с клиента на бэкэнд через форму с типом multipart/form-data. При загрузке фотография разбирается на контуры, а их координаты и размеры сохраняются в базу данных вместе с оригинальным файлом.

Чтобы отобразить игровое поле в браузере, использовал Konva.js — он удовлетворял мои базовые запросы. Относительно просто обрабатывал «перетягивание» объектов и увеличение-уменьшение по колесику мыши.

Страница редактирования. Ожидание.

Сперва я добавил возможность удаления клеток, которые были распознаны неверно. Для этого поместил на сцену оригинальное изображение, а потом нанес на него полупрозрачные зеленые прямоугольники в соответствии с координатами распознавателя. При нажатии на прямоугольник квадрат окрашивается в красный — значит, это кандидат на удаление. Кнопка «Сохранить», в свою очередь, отправляет запрос об удалении выделенных прямоугольников.

Страница редактирования. Реальность.

Внимательный читатель может заметить, что технология обнаруживает контуры на уменьшенной версии изображения, а для читаемости условий сохраняет в базу данных оригинальное изображение. Контуры, обнаруженные на маленьком изображении, никак не могут «подойти» к оригинальному изображению.

Проблема, в общем-то, незначительная. При уменьшении изображения сохраняем коэффициент уменьшения, поделив высоту изображения до уменьшения на высоту изображения после уменьшения. После обнаружения контуров умножаем каждую компоненту контура на этот коэффициент.

Игровое поле в браузере.

Игровое поле — это модификация поля редактирования. Акцент (выделение клетки) можно сделать только один. При наличии выделенной клетки события с клавиатуры изменяют текст с пробела на выбранную букву.

С веб-интерфейсом разобрались. Осталось подключить мультиплеер.

Мультиплеер

Чтобы организовать мультиплеер, необходимо организовать обмен информацией между всеми подключенными клиентами. Проще всего — сделать из сервера репитер. Клиент будет отправлять сообщение серверу, а сервер — посылать его всем остальным с тем же идентификатором игры. Для организации связи клиент-сервер ничего выдумывать не надо, используем WebSocket. В сокет передаем словарь в виде JSON-строки.

/* URL подставляется через шаблоны FastAPI */
let socket = new WebSocket("wss://{{ host }}/live/{{ game_id }}")

/* При открытии соединения запрашиваем начальное состояние */
socket.onopen = function (event) {
    socket.send(JSON.stringify({init: true}))
}

/* Обрабатываем сообщения */
socket.onmessage = function (event) {
    let data = JSON.parse(event.data)

    if(data.hasOwnProperty("init")) {
        /* Если есть init, то заполняем */
    }

    if(data.hasOwnProperty("letter") && data.hasOwnProperty("pos")) {
        /* Кто-то заполнил букву letter в клетку с индексом pos */
    }

    if(data.hasOwnProperty("unset")) {
        /* Кто-то “отпустил” клетку с индексом unset */
    }

    if(data.hasOwnProperty("set")) {
        /* Кто-то “залочил” клетку с индексом set */
    }
}

socket.onclose = function (event) {
    alert("Соединение потеряно! Перезагрузите страницу")
}

На сервере создаем ответную часть через FastAPI WebSockets. Есть два пути: быстрый и правильный. Использую быстрый и объявляю глобальную переменную, которая хранит список всех подключенных веб-сокетов.

live_router = APIRouter(prefix="/live", tags=["live"])


games: Dict[str, List[WebSocket]] = dict()


@live_router.websocket("/{game_id}")
async def game_websocket(game_id: str, ws: WebSocket):
    # Сохраняем вебсокет в глобальной переменной
    if game_id not in games:
        games[game_id] = list()
    games[game_id].append(ws)
    await ws.accept()

    try:
        while True:
            # receive text from the user
            data = await ws.receive_json()

            if data.get("init"):
                # Считываем из БД и отправляем
                …
                await ws.send_json({"init": result})
            if data.get("letter") and data.get("pos") is not None:
                # Записываем, что кто-то заполнил клетку
                …

            # Пересылаем это сообщение другим клиентам
            for client in games[game_id]:
                if client != ws:
                    await client.send(data)

    except WebSocketDisconnect:
        games[game_id].remove(ws)

Глобальная переменная доступна только в рамках одного worker’а, поэтому он будет работать в dev-версии бэкэнда с параметром reload=True, либо при одном процессе FastAPI. Одного процесса достаточно для небольшого проекта, поэтому оставлю как есть.

Демонстрация

Чтобы улучшить пользовательский опыт на фронтенде, я сделал определение вертикалей и горизонталей, а также автоматический переход к следующей клетке. Ну и для красоты добавил цветные «курсоры» и ники пользователей. По ссылке — видео с решением кроссворда.

Хотел как лучше, а получилось как всегда?

Заключение

Сначала проект казался мне неприступным: нужно было использовать компьютерное зрение, в котором у меня совершенно не было опыта. Но если подробнее изучить технологию, то создать онлайн-кроссворд не составит труда.

Сейчас работа над проектом не закончена. Есть несколько типов кроссвордов, которые не подходят под алгоритм. В планах настроить его так, чтобы он распознавал разные форматы кроссвордов. А также добавить соревновательную часть для друзей.

Разгадываете ли вы сканворды в свободное время? Пишите в комментариях свои ответы и делитесь вариантами любимых журналов.

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22 авг. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

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