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Н Новости

Мечтает ли GPT-4o о сегментации картинок...?

Всем привет, Меня зовут Богдан Печёнкин. Многие Меня знают как соавтора Симулятора DS на Karpov.Courses. Сейчас Я фаундер стартапа Vibe AI – это AI Dating Copilot для парней и девушек, который помогает в переписках на сайтах знакомств и в мессенджерах (на май 2024 у нас 13,000+ пользователей).

Примеры AI-разборов (здесь и ниже все переписки
публикуются с разрешения пользователей)

Одна из ключевых фичей нашего бота – это AI-разборы переписок (ещё у нас подсказки, что написать или ответить, которые занимают 90%+ всех запросов, но они под капотом тоже задействуют тот же модуль парсинга скриншота переписки).

Что дают эти разборы пользователям?

Для парней – подсказывают, на какой стадии коммуникации ты находишься, какой уровень интереса у девушки, какие у тебя ошибки в переписке, т.е. по сути тренирует эмпатию, навык чувствовать другого человека, его эмоциональное состояние.
Для девушек – подсвечивает красные флажки у парней, иногда тоже подсказывает, что можно было делать лучше; где это реальный искренний интерес у парня, а где он просто делает вид, а на самом деле он токсичный абьюзер и/или нарцисс.

Чтобы эти разборы работали хорошо и визуально приятно глазу отрисовывались, нужно чтобы часть с распознаванием сообщений со скриншота работала стабильно и безошибочно (эта задача называется OCR – Optical Character Recognition).

Распознанные диалоги отправляются в GPT и происходит дальнейшая ИИ-магия...

Грубая схема как оно работает под капотом

Но нас сегодня интересует именно часть с OCR, в результате которой мы хотим получать сообщения + их координаты + кое-что ещё*

Почему OCR это сложнее, чем кажется?

Пользователи отправляют скриншоты со всех возможных дейтинг-приложений и со всех мессенджеров.

У каждого приложения своё собственное форматирование (где расположены сообщения, какие отступы), свои элементы (время отправки, "прочитано", реплаи); бывает, что пользователь отправляет сообщения, где видно клавиатуру, и ещё много-много других нюансов.

Примеры, что может пойти не так:

Примеры ошибок (скриншоты взяты с разрешения пользователей)

Любой разработчик знает поговорку: "мусор на входе – мусор на выходе".

Поэтому нам нужно приложить усилия, чтобы на стадии парсинга переписки со скриншота удостовериться, что нет мусора. Однако, есть и другой вариант развития событий...

А можно ли совсем без OCR?

Сейчас у нас OCR производится через Yandex Vision. Блоки текста проходят через огонь, воду и медные трубы... через ряд if-else, которые отбраковывают системные сообщения, лишние блоки, объединяют блоки (если относятся к одному сообщению) и тому подобное.

То есть, по факту, здесь у нас rule-based модель, которая с помощью внешнего API и короткой постобработки за 200-300ms выдаёт готовый диалог с координатами сообщений, притом приемлемого качества (уже без отваливающихся сообщений, без лишних элементов и цитат, с правильной разбивкой по отправителям и т.д.).

У современных мультимодальных языковых моделей (LLM – Large Language Model) часто есть родное "зрение", которые позволяет обрабатывать картинки уже как текст напрямую.

Но есть пара нюансов...

Проблема №1: Скорость. Вызов LLM это... дольше. LLM генерируют ответ токен за токеном (токен – кусочек слова), а сообщения и, как минимум, их координаты - это, в случае всего 1 скриншота, уже очень много токенов. Такая обработка занимает как минимум пару секунд.

Но эта проблема не самая страшная, есть легковесные Haiku, Phi-3, Gemini Flash, которые достаточно шустрые, чтобы их вызов не дамажил user experience наших пользователей.

Проблема №2: Цена. В наш сервис сейчас поступает в среднем ±2000 скриншотов в день, что уже выливается в хорошую такую копеечку, если хотя бы на салфетке не прикидывать юнит-экономику.

Но опять же, есть озвученная ниша легковесных моделей, наверняка и будут появляться новые, ещё быстрее и точнее. Но пока эти быстрые-дешевые модели слабо работают с распознаванием сообщений со скриншота...

Проблема №3: Координаты. Вот где иголка кощея.

Yandex Vision, т.е. специализированная API-шка под OCR выдаёт точные координаты для сообщений, по крайней мере, с помощью DBSCAN или аналогичных алгоритмов кластеризации их потом можно дополнять до полной рамки сообщения на основе близости в "пространстве цвета пикселей и координат между".

Предположим, сейчас SOTA среди моделей это GPT-4o (возможно на момент публикации это уже не так), вот как она размечает сообщения и координаты:

Пример какие координаты выдаёт GPT-4o

Я пробовал в ChatGPT, в Playground, по API, с разными промптами, разным разрешением скриншотов, с "low" и c "high" детализацией – всё очень-очень плохо (и вы можете сами поиграться со своими промптами и картинками). Всегда координаты куда-то съезжают, всегда что-то не то.

Бывает, GPT старается, и координаты, действительно, примерно идут в правильном порядке... и масштаб пикселей примерно соответствует разрешению картинки... но всё равно всё не то:

Он пытался, правда...

Всё куда-то улетает, съезжает. Почему так происходит?

Я не знаю, как именно GPT-4o работает с картинками, но Моя гипотеза:

Картинка нарезается на квадратики ("патчи") по сеточке, по аналогии с тем, как текст нарезается на токены ("кусочки слов");
Каждый такой квадратик кодируется в вектор (набор чисел, снова, по аналогии). Важно: на это этапе теряется информация о координатах (это нужно, чтобы патчи можно было обработать параллельно, т.е. без явного "шеринга информацией" между патчами);
А чтобы всё же в эмбеддинг "просачивалась" информация о взаимном расположении, к эмбеддингу добавляют позиционное кодирование, чтобы GPT, обрабатывая эти квадратики параллельно, всё же понимал близость к другим таким же кусочкам и на основе неё ("смысла в пространстве координат") делал те или иные умозаключения.
И далее всё прогоняется через модель как с обычным текстом...

Подробнее в статье "An Image is Worth 16x16 Words: Transformers
for Image Recognition at Scale": https://arxiv.org/abs/2010.11929

По сути, этот шаг #3 (на диаграмме обозначен как ☯) – это, вероятно, единственное место, откуда GPT понимает, где что находится. И, вероятно, это единственный источник сигнала, за счёт чего он может догадаться, где какое сообщение расположено.

Кстати, а почему, вообще говоря, игра стоит свеч?

Какие бенефиты мы получим, решив эту загадку, «как сделать детекцию сообщений, используя только LLM»?

Думаю, нагляднее всего это продемонстрировать так:

GPT-4o сильно обогащает парсинг переписки...

То есть, по факту, GPT-4o при несложном промптинге (если закрыть глаза на скорость, стоимость и координаты, тем не менее, понимает кучу нюансов, которые через стандартный OCR и постобработку на нашей стороне сделать либо сложно, либо невозможно):

точно фильтрует всё лишнее «из коробки»;
понимает, где реплаи, а где нет;
выписывает время каждого сообщения (что важно, чтобы понять, кто кому отвечает сразу, а кто тянет время);
понимает, было ли сообщение отредактировано;
замечает реакции на сообщения (может выписать, какие);
сообщения из одних только эмодзи, стикеры;
картинки внутри переписки, кружочки, голосовые;
и многое другое...

Ну это же охереть как полезно для более тонкого понимания динамки коммуникации!

В общем, игра определённо стоит свеч!

Но вернёмся к препятствиям:

Скорость – на самом деле, если задуматься, не проблема, ведь мы можем работать в streaming режиме, когда генерация происходит не сразу, а пользователь видит процесс (как в ChatGPT и других UI) – что в принципе будет для пользователя уже достаточно увлекательно, чтобы он не ждал от отправки скриншота до первого отклика системы.
Цена... мы видим, что модели становятся дешевле (ноябрь 2023: GPT-4 → GPT-4-turbo сократилось в 2.5 раза; май 2024: GPT-4-turbo → GPT-4o ещё в 2 раза). Делаем ставку, что этот тренд будет продолжаться. Да и Сэм Альтман рекомендует делать на это ставку, а не жить в парадигме, что AI сегодня == AI завтра.

Остаётся «победить» координаты...

Вроде умный, а координаты вытащить не может :(

Итак, как же подступиться к проблеме?

Пробуем наивный промпт:

instruction = """
You are given an image of a conversation between two people. 
Precisely detect coordinates of each message (in number of pixels).
Return them as a JSON object with the following format:

  ```json
  {
    "language": "en",
    "dialogue": [
      {
        "sender": "left",
        "text": "Hello!",
        "coordinates": [x0, y0, x1, y1],
      },
      ...
      {
        "sender": "right",
        "text": "Hi there!",
        "coordinates": [x0, y0, x1, y1],
      }
    ]
  }
"""

Прогоняем через GPT-4o:

import json
import base64

# Load initital image
file_bytes = open(image_path, "rb").read()
base64_image = base64.b64encode(file_bytes).decode("utf-8")

# Get response
response = client.chat.completions.create(
    model="gpt-4o",
    temperature=0,
    response_format={"type": "json_object"},
    messages=[
        {"role": "system", "content": instruction},
        {"role": "user", "content": [
                {
                    "type": "image_url",
                    "image_url": {
                        "url": f"data:image/png;base64,{base64_image}",
                        "detail": "high",
                    },
                },
            ],
        }
    ]
)

json_response = json.loads(response.choices[0].message.content)
print(response.choices[0].message.content)

Отрисовываем результат:

from PIL import Image
import cv2

# Load initial image using Image
image = cv2.imread(image_path, cv2.COLOR_GRAY2BGR)
print(image.shape)

# Now let's visualize parsed blocks and senders in image
for message in json_response['dialogue']:
    x0, y0, x1, y1 = message['coordinates']

    # Draw a rectangle around the message
    color = (103, 68, 255) if message['sender'] == 'left' else (255, 1, 91)
    cv2.rectangle(
        image,
        (x0, y0),
        (x1, y1),
        color,
    )

# Save image to /tmp
final_img_path = 'tmp/image_boxes.jpeg'
cv2.imwrite(final_img_path, image)
Image.open(final_img_path)

Что получилось?

В целом последовательность +- верная, местами между сообщениями
недостаточно пространства, длины блоков частично похожи на правду.

Сыграем в «Морской Бой»?

И разгадка этого квеста через 3... 2... 1... Нужно было всего лишь воспользоваться проверенным советским средством – сыграть в «морской бой».

Да, морской бой!

На этот раз вместо того, чтобы сразу подавать картинку на вход, мы сначала сделаем дополнительную "разметку" для GPT. Мы банально отрисуем метки пикселей по бокам через тот же matplotlib, накинем сеточку на изображение и вуаля:

import matplotlib.pyplot as plt

# Load the image with bounding boxes
image = Image.open(image_path)

# Create a figure with the specified size
fig, ax = plt.subplots(figsize=(20, 20))
ax.imshow(image)

# Set labels
ax.set_xlabel("Width (pixels)")
ax.set_ylabel("Height (pixels)")

# Add grid lines
ax.grid(True)

# Set xticks and yticks on both sides
ax.set_xticks(range(0, image.width, 100))
ax.set_yticks(range(0, image.height, 100))
ax.xaxis.set_ticks_position('both')
ax.yaxis.set_ticks_position('both')
ax.tick_params(axis='x', which='both', bottom=True, top=True, labelbottom=True, labeltop=True)
ax.tick_params(axis='y', which='both', left=True, right=True, labelleft=True, labelright=True)

# Save the image displayed with matplotlib
new_image_path = "tmp/image_with_coords.png"
plt.savefig(new_image_path)

Слегка дополненный промпт:

instruction = """
You are given an image of a conversation between two people. 
Precisely detect the coordinates of each message (in the number 
of pixels, use marks on the x-axis and y-axis as guidance).
Return them as a JSON object with the following format:

  ```json
  {
    "language": "en",
    "dialogue": [
      {
        "sender": "left",
        "text": "Hello!",
        "coordinates": [x0, y0, x1, y1],
      },
      ...
      {
        "sender": "right",
        "text": "Hi there!",
        "coordinates": [x0, y0, x1, y1],
      }
    ]
  }
"""

Результат:

Всё ещё не идеально (можно усложнять подход и дальше), НО! Учитывая то, зачем это нужно, этой точности нам более чем достаточно (а именно, визуально выделить сегмента диалога, на который GPT даёт обратную связь, чтобы в него попали все упоминаемые сообщения).

Почему это работает?

Первым делом, раскопав находку, Я рассказал о ней своему другу Игорю (мы работали вместе в AliExpress Russia; в прошлом году он опубликовал статью про ChatGPT, завёл канал "Сиолошная" и стал известным в СНГ AI-инфлюенсером).

Конечно, все свои находки сперва обсуждаю с Игорем: https://t.me/seeallochnaya

Мы делимся разными прикольными новостями и статьями в мире AI. Как человек, который постоянно в новостей в мире ИИ, наверняка он видел или знает что-то из подобных приёмов или сервисов. В ответ на Мою находку он подкинул статью, кто заводил что-то подобное: https://som-gpt4v.github.io/

1 из 4 пар скриншотов с демонстрацией работы метода,
рекомендую перейти по ссылке, посмотреть остальные

По сути, делается что-то аналогичное: сперва мы "обогащаем" изображение цифрами (например, объекты) с помощью вспомогательной модели, затем задаём интересующий нас вопрос. Метод называется Set-of-Mark (SoM) – "набор меток".

Такое предварительное "впрыскивание" дополнительной информации в языковую модель тоже помогает ей не запутаться между взаимным расположением пар похожих объектов, а также заранее «якорит» её рассуждение на уже известных координатах.

Моя интуиция здесь такая: это очень похоже на обмен информацией по шумному / ограниченному каналу связи.

Возьмём классический пример из криптографии Алисы и Боба. Пусть Алиса и Боб – агенты под прикрытием и вместе находятся на задании. Их слышат посторонние, да и вообще, они находятся в шумной обстановке. Им "в моменте" обязательно необходима координация действий: что-то может идти не по плану, либо в какой-то момент нужно приступать к другому плану.

Если они будут каждый раз, когда им нужно переговорить, отходить в сторону и обсуждать, это вызовет большие подозрения (да и вы физически не можете это делать часто). Но если они заранее придумают некий секретный код, договорятся о небольшом числе тайных сигналов, то они смогут осуществлять обмен такими сигналами сильно-сильно чаще.

(пример: если кто-то из вас двоих упомянул в разговоре музыку/вайб места на вечеринке, значит, "здесь всё идёт хорошо и нужно задержаться"; если кто-то из вас двоих сделал кому-то третьему комплимент обуви, значит, "с минуты на минуту нужно уходить").

Ключевой момент, что эти условные обозначения нужно зафиксировать заранее.

Аналогично, в случае языковой модели: после разбивки на "патчи" у GPT теряется информация о координатах, и нужно придумать костыль, который помогал бы ей "просачиваться" в каждый из патчей.

Таким механизмом могут выступать сетка (с указанными в явном виде координатами в пикселях, если), метки-цифры и т.д. Если эти разметки попадают в соответствующие патчи, то они уже будут служить кодом/ориентиром, благодаря которому модель сможет восстановить позицию/координаты исходного патча.

Наверняка, в GPT-4.5/GPT-5 некая такая мета-информация о позиции будет подаваться на вход модели вместе с сырыми пикселями, поскольку то, каким образом сейчас происходит позиционное кодирование патчей картинки – не тянет для покрытия классических задач компьютерного зрения (детекции/сегментации), хотя, конечно, "интеллекта" языковых моделей для них вполне хватало бы уже сейчас. Будем посмотреть.

P.S. На случай вопросов о публикации переписок:

В заключение

Данного подхода лично для нашего OCR уже достаточно, чтобы уметь по высоте уже вырезать нужные сегменты, пропуская шаг с "честным OCR". Может быть, пока что рано полностью переезжать на GPT-4o, но здесь мы стали на шаг ближе.

Надеюсь, для ваших Vision-задач, где нужно получать на выходе расположение объекта этот приём (либо приём из статьи) будет полезен. Если речь про объекты сильно больше, чем сообщения (каждое из которых занимает всего ничего), погрешность координат безусловно окажется существенно меньше.

Спасибо что дочитали о конца!

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5 июн. 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

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06.09.24 01:44 Celinagarcia

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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]

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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

After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

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26.11.24 23:12 rickrobinson8

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
27.11.24 00:39 [email protected]

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27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.