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Н Новости

Сэкономил на копирайтере: как нейросеть ведет канал по путешествиям на 20к подписчиков

Контент – самое главное скажет любой редактор медиа. В этой статье мы рассказываем, как написали нейросеть-парсер, который пишет для нас новости.

Посмотреть, как он работает – можно тут. Ссылка открытая.

Не призываем подписываться на канал. Но зачем вкладывать только скрины в статью, если можно увидеть работу нейронки вживую на самом канале.

В это статье рассказываю:

Контентщик против нейросети: собираем парсер правильно
Учим ChatGPT правильно писать посты: крупный лайфхак по промтам
Что у нас получилось?

Контентщик против нейросети: почему нейронка – это выгоднее и эффективнее?

Я уверен, многие Хабровчане будут недовольны: «Вы плодите мусорный контент из новостей Туризма!» — дай бог, чтобы людям стал интересен туризм, мы бы начали писать авторский контент с обзорами винных городов с дизайном Лебедева или расценки горнолыжного Шерегеша.

Я бы сам писал обзоры, советовался с архитектором по поводу новой планировки винного города в Геленджике без деревьев и теней, офигевал от цен на отели горнолыжных курортов. Но это всё никому не нужно.

В сфере туризма откликаются некоторые из тем обычной прессы: ненавистные ограничения гнилой Европы и «Омерики», возможности получения ВНЖ и виз, розыгрыши Грин‑Карт, смешные видео с обезьянами из Тайланда, выходки пьяных пассажирок на внутренних рейсах, фатальные ошибки пилотов из S7, штрафы и аресты.

И, конечно же, красивые места: Аргентина, Тбилиси, Тай…

Красивые места — это всегда про помечтать, отвлечься от серого мира Челябинска за окном 64 автобуса. А провокационные новости — это провокационные новости…

Привлечение действительно путешествующей аудитории могло выходить за границы нашего бюджета (примерно в три раза), охваты на той стороне держались идентично, рекламные интеграции выходили в меньшую цену. Бизнес есть бизнес.

Мы привлекали женскую аудиторию. Надежд на рекламирование премиальных автомобилей не было, как в некоторых каналах с потенциально «богатой аудиторией», но мы бы и не потянули по бюджету.

Хуже обстояло дело, что мы в погоне за дешевым подписчиком из‑за байт‑постов получали не целевого рафового релоканта — женщину‑сварщицу с местного предприятия или хуже — пенсионерку.

Новости любят читать все — на них и делалась ставка.

Так как канал не особо большой, то экономия на контентщике существенная и делает прибавку в 20–30% к чистой прибыли. Поэтому я решил написать бота, который бы компилировал новости и давал бы некоторую оценку и комментарий.

Постараюсь не добавлять сюда слишком много кода, а сориентироваться на теории и конкретном результате.

Возможно, после консультации с кодером и доведения бота до ума — выложу на Гитхаб или продам конкурентам.

Немного теории: собираем парсер для анализа материалов

Суть таких парсеров — они позволяют собирать новости с огромного числа источников за полчаса, пока бедный контентщик накопает лишь несколько топ‑новостей из каналов конкурентов.

На самом деле, писать интересные комментарии под новостями, как то делают в тг‑каналах по маркетингу — топ для поднятия ERR. Но в нашей тематике «авторский» контент не работает. Поэтому нам достаточно минимально «живого» комментария в конце поста.

Проблемы:

Нужны не все новости. А агрегаторы, даже платные с настройками — это чаще про выбор тематики. Нам неинтересны новости про поднятие стоимости визы на 2 доллара в Италию — нам интересен полный запрет на визы в Италию.

Нужна правильная компоновка новости. Нужны новости по ключевым словам: «неадекватный пассажир», «катастрофа», «бесплатные», «льготы и так далее»

Нужно предварительно собрать список агрегаторов, где таких новостей больше всего.

Помимо новостей — нужны изображения к постам. Иногда для новости видео или изображение важно — иногда достаточно рандомной «пикчи» с Пинтереста.

Источниками могут послужить RSS‑ленты крупных новостных сайтов: BBC, CNN, а также cпец. туристических порталов вроде Skift. Дополнительно можно подключить API новостных сервисов: Google News API или Bing News API. Плюс крупных агрегаторов — фильтры.

Cюда можно подключить агрегаторы социальных сетей. Но всегда лучше парсинг отдельных твиттер и инстаграм аккаунтов — наилучший вариант, так как самые важные и свежие посты заливаются туда. Особенно, видео с «бибизьянами» и все остальное.

Тут есть некоторая проблема:

Настройка по ключевым словам. Это сложно, ведь словарь должен содержать такие ключевые слова, которые бы могли пересекаться.

Для этого составляется SEO‑словарь, разделенных по категориям. Например, к категории «инциденты» можно отнести такие слова, как «неадекватный пассажир», «конфликт», «скандал». Для экономии — «бесплатные», «льготы».

Совет: на самом деле, лучше написать несколько парсеров для сбора конкретных новостей в одной рубрике. Предположим, рубрик всего 7: бесплатное, авиапроисшествия, новые ограничения, красивые места и так далее.

Почему много узкоспециализированных парсеров лучше, чем один универсальный? – универсальность – это сложно.

Например.

Мы знаем: основную информацию National Geographic выписывает в «лиде», первом абзаце. Это их редакционная политика. Лишние данные — медвежьи данные для нейросети, так как в одном посте может появиться: «самолет был красный» с «самолет разбился». Второстепенное соседствует с главным.

Нейросеть не до конца понимает, что важно в тексте, а что нет. Нет смысла парсить всю страницу, если можно получить сразу всю выжимку.

Но в журнале Discovery другая ситуация. В лиде — только «водянистое» приветствие.

Желательно создать несколько функций с разной сортировкой новостей в зависимости от источников, рубрикаций и типов собираемого контента. Один парсер на одну рубрику — дичь.

Один из парсеров, например, у нас под красивые места с коротким описанием. Тут нужно парсить не только текст, но и медиа.

Я нашел источник, откуда можно взять и видео, и описание к месту сразу.

Используя API или регулярные выражения, можно вычленять только те записи, которые содержат необходимые фразы.

Пример кода, реализующего данный подход с использованием FeedParser, может выглядеть следующим образом:

import feedparser

# Список RSS-источников (список может пополняться)
rss_feeds = [
    "https://www.bbc.com/news/rss.xml",
    "https://skift.com/feed/"
]

# Ключевые слова (нужно подобрать, как можно больше ключей)
keywords = ["неадекватный пассажир", "катастрофа", "бесплатные", "льготы"]

# Фильтруем функцию  (заголовок/ссылка/описание)
def fetch_relevant_news(feeds, keywords):
    relevant_news = []
    for feed_url in feeds:
        feed = feedparser.parse(feed_url)
        for entry in feed.entries:
            if any(keyword.lower() in entry.title.lower() or keyword.lower() in entry.summary.lower() for keyword in keywords):
                relevant_news.append({
                    "title": entry.title,
                    "link": entry.link,
                    "summary": entry.summary
                })
    return relevant_news

filtered_news = fetch_relevant_news(rss_feeds, keywords)

# Выводим результат
for news in filtered_news:
    print(f"Заголовок: {news['title']}\nСсылка: {news['link']}\nОписание: {news['summary']}\n")

Следующим этапом является обработка собранных данных, включая очистку от HTML-кода и приведение текста к читаемому виду.

Это можно реализовать с помощью библиотеки BeautifulSoup для удаления нежелательных элементов: теги, скрипты и стили. Например:

from bs4 import BeautifulSoup

# Очистка HTML
def clean_html(raw_html):
    soup = BeautifulSoup(raw_html, 'html.parser')
    return soup.get_text()

for news in filtered_news:
    news["summary"] = clean_html(news["summary"])

Это слегка упрощенный формат парсинга.

Создаем несколько словарей под рубрики с ключевыми словами. Используем агрегаторы ключевых слов: Яндекс‑Вордстат или Keyword.tool.

Лучше всего собрать SEO самостоятельно или через нейросеть после загрузки подходящих новостей в PDF‑файл и прогонки через нейросеть. Поверьте, эти SEO вам еще понадобятся для создания авторского контента.

Пишем несколько функций с индивидуальными фильтрами и принципом парсинга. Разный тип контента, редакционная политика источников, формат — все это нужно учесть, иначе конечный контент превратится в суп.

Очищаем данные от примесей.

Мы привели объяснение простого парсера, который мы использовали в самом начале. Наш совет: ориентироваться на узкоспециализированные источники и писать парсеры конкретно под них.

Писать словари с ключевыми словами, оптимизировать фильтры и финальную очистку — все под источники, а не тип новостей — так конечные новости и тип текста будет ближе к желаемому. Еще лучше — собрать несколько парсеров под сбор конкретных рубрик в конкретных источниках.

Так вы будете получать самые релевантные результаты. Как говорится: подготовка данных — самое важное в обучении.

Предположим, что таким образом мы получаем 50 новостей в день, разбитых по рубрикам и источникам.

Сортируем данные и пишем промты: почему инструктаж ChatGPT не работает

Внушительнаячасть «нейровизионеров» записывает килотонны туториалов по написанию промтов… Это настоящий мрак.

Большинство промтов выглядит как‑то так:

«Преврати следующий текст в провокационный пост для социальной сети. Используй резкий стиль, добавь эмоции, сделай заголовок, который привлекает внимание. В конце добавь комментарий от автора с выражением сильного мнения».

ChatGPT хорошо реагирует на структурированные инструкции. И их нужно приводить, но их роль — чисто косметическая (сократить заголовок, разбить на абзацы, убрать вводные конструкции). Но главное — задание контекста.

КОН‑ТЕКСТ. Нужно задать определенную семантическую фактуру для нейронки, чтобы она правильно подбирала комментарии к постам, преобразовывала их, давала интересный заголовок. Это связано с принципом работы самого GPT.

Вот примерное объяснение: GPT или трансформер (как его называют в мире нейросетей и программирования) — это огромная сетка весов, значимостей одних слов для других, одних текстовых конструкций для других. В GPT встроен механизм «внимания», который выбирает, как одни слова относятся к другим.

Хочешь, чтобы GPT строчило как Довлатов? — покажи, а не приводи инструкции.

Поэтому промты должны предполагать включение собранных вами SEO, внедрение стиля письма под конкретные ситуации.

Пользуемся ChatGPT и обучаем модель писать нужные нам посты

Для создания нейросети, которая будет преобразовывать спаршенные данные в отформатированные посты, используя API ChatGPT, необходимо грамотно организовать весь процесс от подготовки данных до вызова модели и интерпретации её ответа.

У нас есть уже очищенные и структурированные данные, содержащие заголовок, описание, ключевые слова и ссылку на источник. А также необходимый набор SEO, промтов.

Совет: и тут для каждой рубрики следует собрать свои промты с предварительной загрузкой SEO, жаргонизмов, сленга — необходимо словарь из типов высказываний и слов для разных ситуаций. Так мы уникализируем контекст, стиль письма и разнообразим контент.

Из структуры: сформировать провокационный заголовок, уникализировать текст и добавить авторский комментарий.

Первым шагом является проектирование запроса (prompt), который будет отправляться в API.

Далее реализуем интеграцию через API. Используя Python и библиотеку openai, создаем запрос. Предположим, данные из парсера уже сохранены в JSON‑формате.

Пример кода:

import openai

# Вводим ключик
openai.api_key = "ключ_API"

# Пример данных (конечно, саммари может быть длиннее от заданных параметров)
news_item = {
    "title": "Авиакомпания ввела новые правила перевозки багажа",
    "summary": "Теперь каждый пассажир может провозить только одну единицу ручной клади.",
    "keywords": ["багаж", "новые правила", "авиакомпания"],
    "link": "https://example.com/news/123"
}

# Формирование запроса для нейросети
def generate_post(data):
    prompt = f"""
    Преврати следующий текст в провокационный пост:
    Заголовок: {data['title']}
    Описание: {data['summary']}
    Ключевые слова: {", ".join(data['keywords'])}
    Проанализируй, является ли новость положительной. Проработай описание, чтобы оно выглядело уникальным. Задействуй keywords, используй (сюда выписываем список жаргонизмов), “прокомментируй”. 
    """
    response = openai.ChatCompletion.create(
        model="gpt-4",
        messages=[{"role": "user", "content": prompt}],
        max_tokens=300,
        temperature=0.8  # Увеличиваем креативность
    )
    return response["choices"][0]["message"]["content"]

# Генерация поста
post = generate_post(news_item)
print(post)

Обратите внимание на параметр temperature. Значение 0.8 позволяет модели выдавать более нестандартные, креативные ответы, что идеально для задач, требующих создания, например, провокационных заголовков.

Так как мы загрузили нейронку нужным SEO и контекстом — ответы будут интересными, но не уходить куда‑то в сторону.

После вызова API нейросеть возвращает структурированный текст.

Следующий шаг — постобработка данных для интеграции в наш супер‑проект.

Для повышения уникальности текста, если это требуется дополнительно, можно использовать параметр temperature совместно с top_p, что позволяет нейросети выбирать менее очевидные слова и фразы.

Пример обновленного вызова:

response = openai.ChatCompletion.create(
    model="gpt-4",
    messages=[{"role": "user", "content": prompt}],
    max_tokens=300,
    temperature=0.9,
    top_p=0.85  # Балансируем между креативностью и правдоподобием
)

Для полного цикла автоматизации результат можно сохранять в базу данных или передавать напрямую в API социальной сети.

Например, с использованием библиотеки requests для взаимодействия с Telegram Bot API. Это позволяет сразу публиковать посты в канал или группу. Тогда следует ограничить количество новостей для парсинга до, например, четырех.

Но мы советуем уделять 5 минут времени и отсеивать новости самостоятельно. Ведь основа новостника — это сами новости, а не их «текстовая» обработка.

Такой подход объединяет парсинг, генерацию контента и публикацию в единую систему, минимизируя необходимость ручного вмешательства.

Куда может дойти такой бот: миллионы на нейросетях?

Итого:

Примерно 5 из 7 рубрик превосходно работают. Удалось найти удачный контекст и ключевые слова, чтобы сформировать почти авторский новостной контент. Читать не так скучно.
Остальные две рубрики постоянно требуют коррекции.
На разработку бота потрачено часов 10, сэкономлено за все существование канала около 150 тысяч.

Если грамотно составить парсеры на отдельные источники, грамотно подобрать SEO и подготовить ИИ можно добиться результатов уровня “авторского текста”.

Безусловно, сюда не подойдут каналы о маркетинге, где часто фигурирует видео – его описать ИИ не сможет. К сожалению, нейросети не могут выдавать рассуждения на достойном уровне.

Но любая экономическая новость всегда может быть разжевана при помощи чужих рассуждений на основе теории Хайека, например. Важно, чтобы в материале была фактура, от которой GPT смог бы оттолкнуться.

Если хочется посмотреть, как работает бот – ссылка на канал. Некоторые посты авторские. Но вы их сразу заметите.

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Дата

17 дек. 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]

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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

COMMENT ON I NEED A HACKER TO RECOVER MONEY FROM BINARY TRADING. HIRE FASTFUND RECOVERY
25.11.24 02:20 briankennedy

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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

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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.
01.12.24 17:21 KollanderMurdasanu

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02.12.24 23:02 ytre89

Online crypto investment can seem like a promising opportunity, but it's crucial to recognize that there are no guarantees. My experience serves as a stark reminder of this reality. I was drawn in by the allure of high returns and the persuasive marketing tactics employed by various brokers. Their polished presentations and testimonials made it seem easy to profit from cryptocurrency trading. Everything appeared to be legitimate. I received enticing messages about the potential for substantial gains, and the brokers seemed knowledgeable and professional. Driven by excitement and the fear of missing out, I invested a significant amount of my savings. The promise of quick profits overshadowed the red flags I should have noticed. I trusted these brokers without conducting proper research, which was a major mistake. As time went on, I realized that the promised returns were nothing but illusions. My attempts to withdraw funds were met with endless excuses and delays. It became painfully clear that I had fallen victim. The reality hit hard: my hard-earned money was gone, I lost my peace of mind and sanity. In my desperation, I sought help from a company called DEFTRECOUP. That was the turning point for me as I had a good conversation and eventually filed a complaint via DEFTRECOUP COM. They were quite delicate and ensured I got out of the most difficult situation of my life in one piece.
04.12.24 22:24 andreygagloev

When I first heard about Bitcoin back in 2018, I was skeptical. The idea of a decentralized, digital currency seemed too good to be true. But I was intrigued as I learned more about the technology behind it and its potential. I started small, investing just a few hundred dollars, dipping my toes into the cryptocurrency waters. At first, it was exhilarating to watch the value of my investment grow exponentially. I felt like I was part of the future, an early adopter of this revolutionary new asset. But that euphoria was short-lived. One day, I logged into my digital wallet only to find it empty - my Bitcoin had vanished without a trace. It turned out that the online exchange I had trusted had been hacked, and my funds were stolen. I was devastated, both financially and emotionally. All the potential I had seen in Bitcoin was tainted by the harsh reality that with decentralization came a lack of regulation and oversight. My hard-earned money was gone, lost to the ether of the digital world. This experience taught me a painful lesson about the price of trust in the uncharted territory of cryptocurrency. While the technology holds incredible promise, the risks can be catastrophic if you don't approach it with extreme caution. My Bitcoin investment gamble had failed, and I was left to pick up the pieces, wiser but poorer for having placed my faith in the wrong hands. My sincere appreciation goes to MUYERN TRUST HACKER. You are my hero in recovering my lost funds. Send a direct m a i l ( muyerntrusted ( @ ) mail-me ( . )c o m ) or message on whats app : + 1 ( 4-4-0 ) ( 3 -3 -5 ) ( 0-2-0-5 )
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
12.12.24 00:35 amandagregory

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19.12.24 17:07 rebeccabenjamin

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27.12.24 00:21 swiftdream

I lost about $475,000.00 USD to a fake cryptocurrency trading platform a few weeks back after I got lured into the trading platform with the intent of earning a 15% profit daily trading on the platform. It was a hell of a time for me as I could hardly pay my bills and got me ruined financially. I had to confide in a close friend of mine who then introduced me to this crypto recovery team with the best recovery SWIFTDREAM i contacted them and they were able to completely recover my stolen digital assets with ease. Their service was superb, and my problems were solved in swift action, It only took them 48 hours to investigate and track down those scammers and my funds were returned to me. I strongly recommend this team to anyone going through a similar situation with their investment or fund theft to look up this team for the best appropriate solution to avoid losing huge funds to these scammers. Send complaint to Email: info [email protected]