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Как мы разрабатывали помощника программиста: кейс MTS AI

Привет, Хабр! Последние два года разработчики-исследователи MTS AI создавали помощника программиста, который называется Kodify. В этой статье мы расскажем о работе над этим продуктом и его функционале. Этот пост — адаптация доклада с конференции True Tech Day 2.0. Его запись можно посмотреть здесь.

С чего всё началось

Вернёмся в 19-й год. Вся эта история начинается не с нас, а с компании OpenAI, которая представила модель, базирующуюся на GPT-3. Её обучили помогать разработчикам и назвали Codex.

С Codex можно было общаться в чате. Всё как обычно: вы пишете запрос, и модель генерирует кусочек кода, который тут же можно исполнить. Ниже — промпт и результат его выполнения:

Через полгода корпорация Microsoft в сотрудничестве с GitHub выпустила Copilot. Это помощник программиста — сервис, способный дописывать код за вас.

Чуть позже появился Codex Glue. Он умеет в том числе обнаруживать дефекты и клоны, переводить код на другой язык и генерировать код по описанию на естественном языке.

В области обработки естественного языка и анализа текстов общепринятой практикой стало проведение бенчмарков — тестирование производительности моделей на стандартных наборах данных. Для новых языковых моделей они тоже выполнялись начиная примерно с 2020-го года.

Это не так сложно, ведь обработка текстов программ похожа на обработку текстов на естественном языке. Почему так? Если вы учились программированию в университете, то на первой лекции вам должны были сказать, что разработчик пишет программу не для машины, а для человека. То, что компьютер тоже так может, это на самом деле в каком-то смысле даже побочный результат.

Вернёмся к обработке кода. Ниже на инфографике показаны три базовых типа задач обработки и текстов:

Расскажем о них подробнее:

Understanding — понимание. На инфографике этот тип размещён слева. Модель читает тест, потом выдаёт векторное представление прочитанного, то есть то, с чем уже можно что-то делать, например, решать задачу классификации или выполнять поиск. То есть мы только понимаем текст. Кстати, раньше это было весьма популярное направление.

Сейчас актуальнее другое — генерация. Если пару лет назад мы называли себя специалистами по natural language understanding, то есть пониманию естественного языка, то теперь называем себя специалистами по natural language processing. То есть обработке и пониманию, а ещё генерации.

На инфографике к Generation относятся две колонки — центральная и правая. Генерация бывает двух типов:

Есть некоторый текст, и ему нужно сопоставить другой. Например, код программы: мы догадываемся, что там есть ошибка, и просим машину переписать всё так, чтобы убрать проблему.
Генерация текста, где всё устроено немного иначе. Первый шаг — затравка или промпт. Пример: «Напиши мне программу на языке C++, которая решает задачу Эйлера о мостах».

Что нужно знать о помощнике программиста от MTS AI

Теперь расскажем о нашем проекте. Это многоплановый сервис: он может писать код, помогать дописывать его, генерировать по запросу и так далее. В целом, есть много разных приложений. Мы расскажем только про часть, иначе статья получится слишком большой.

Например, автодополнение. Разработчик пишет код. Если вы кодили на каком-нибудь объектно ориентированном языке — Java, Python, может быть, даже C++ — то знаете, что есть такой синтаксис через точку: когда вы её ставите, появляется возможность вызвать или метод, или поле класса. IDE, интегрированная среда разработки, «знает», что у этого объекта есть класс, а у него — методы и поля. Помощник может предсказать, что хотел разработчик, какое поле класса или метод вызвать.

Чтобы сделать предсказание, требуется их упорядочить. Как? Самый простой способ — по алфавиту, но это неоптимальные стратегии.

Чтобы как-то с этим работать, нам пришлось создать свой набор данных.

Обучение языковой модели

Первоначально мы взяли Llama, о которой не раз писали на Хабре, и адаптировали её к работе с программистами — но с тех пор мы улучшили нашу модель. Изначально мы обучили Llama на большом количестве кода — 500 миллиардов токенов кода. Для этого мы использовали гитхаб. Плюс дополнительно отдельно обучали на питоне, делали instruction fine-tuning и получили несколько вариантов кода. Вот это одна из базовых моделей, с которой мы работали. С другими дело обстоит примерно так же.

Как обучают модели

Коротко расскажем о том, как обучают модели.

Слева на картинке — классическое обучение, то, что сейчас принято называть pre-training. Мы просто предсказываем следующее слово — и так 500 миллиардов раз. Это и есть pre-training. После обучения с моделью можно дополнительно что-то делать.

Дальше — alignment. Внутри это то, что сейчас принято называть supervised fine-tuning. Когда я начинал, это называлось машинным обучением. То есть мы брали и просто учили модели делать что-то полезное. Supervised fine-tuning — это как раз классическое обучение до изобретения pre-training и всего на свете.

Наконец, обучение с подкреплением на основе отзывов людей — RLHF. После него наступает черёд дообучения, иногда лишь для конкретной задачи.

Если сказать о RLHF в двух словах, оно устроено так. Обучение с подкреплением — концепция, когда у нас есть среда, в ней действует некий агент, и он получает награду. Это именно тот уровень абстракции, с которым мы работаем. Что это значит? У нас есть среда — скажем, человек, который слушает, что «говорит» модель. Эта модель и есть агент. За то, что она сказала, следует награда.

Обучать модель таким методом — безумно дорого и долго. Просто потому, что человек очень быстро устаёт, его нужно учить, да и платить тоже. Поэтому мы предложили новый вариант — воспользоваться другой моделью. Вместо того, чтобы напрягать 10 тысяч человек, мы обучим другую модель. И уже с её помощью мы можем обучать основную с подкреплением.

Что касается измерения, мы проводим его на наборе данных, который называется human eval, то есть обучение на человеческом суждении. Как оно устроено? К примеру, у нас есть текстовое описание задачи. Соответственно, на определённом языке программирования нам нужно сформулировать решение, написать код.

Выше — таблица, где можно увидеть подробности. Идея в том, что мы можем обучить нашу небольшую модель — 7b, она последняя здесь. Стоит отметить, что она очень неплохо справляется даже по сравнению с большими моделями, за исключением одной, слишком большой.

Есть и другие задачи — например, детектирование проблем в коде. Это когда мы пытаемся найти ошибку — не синтаксическую, которую очень легко парсером обнаружить, а что-то более глубокое.

Можно рассматривать перевод с языка программирования — например, C# на java. Если вы пытались переписывать свой код с Python 2 на Python 3, может быть, вы поймёте, в чём здесь боль и в чём польза.

Технические подробности разработки

В этом разделе детальнее обсудим автодополнение как одну из ключевых функций помощника программиста. С тех пор как появился GitHub Copilot, здесь многое изменилось по сравнению с классической функцией, к которой все привыкли.

Сейчас автодополнение срабатывает даже необязательно после точки в середине слова. Ещё оно генерирует качественное дополнение сложной конструкции по нескольку строк, причём не требует выбирать из разных вариантов. Обычно самый первый вариант оказывается правильным.

Как мы делаем конкурентоспособное по качеству Copilot-решение?

Сначала расскажем, чем отличается однострочное дополнение от многострочного. Технически между ними почти нет разницы. Просто во втором случае модель нужно попросить работать чуть дольше.

А вот в пользовательском опыте отличия большие. Дело в том, что разработчику приходится читать то, что сгенерировала модель. На этом этапе возникают некоторые проблемы, ведь короткий код читать намного быстрее, чем длинный. Причём зависимость нелинейная.

Компания Google проводила исследование на своих сотрудниках. Ситуация: автокомплит предлагает код, разработчик его принимает и оставляет в своём коде. Так вот, оказалось, что 90% кода от автокомплита, который принял разработчик, — однострочное дополнение. Поэтому, если мы генерируем многострочное, его стоит предлагать только когда оно качественное и корректное. Как же этого добиться? Да ещё и сделать так, чтобы генерировалось дополнение исключительного качества? И как вообще понять, что нужно предлагать многострочное дополнение?

Датасеты и бенчмарки

Как мы их делаем? Берём кусок кода и делим его на prompt в первой части, а вторую отправляем в target, completion и suffix — находится ниже курсора. То есть имитируем ситуацию, когда разработчику нужно, допустим, после инструкции IF что-то дописать.

Так создаём четыре типа датасетов:

1. На своих репозиториях. Они у нас внутренние, мы делаем из них закрытые данные.

2. У нас в компании помощник программиста уже работает, ведёт логи. Мы достаём из этих логов данные, на которых можем обучаться и валидироваться.

3. Взяли известный human VLX и для каждого языка тем же способом сделали себе датасет.

4. Данные с самых популярных и свежих репозиториев github. Здесь кроется проблема. Есть закрытые данные, а есть открытые. Первые мы не можем никому отправлять — значит, нам сложно сравниваться с какими-то другими решениями. Вторые, к сожалению, очень быстро попадают в обучающую выборку, и поэтому мы не можем быть уверены в их уникальности. Возможно, на них уже обучался Copilot или какие-то другие модели.

Метрики

Мы используем две метрики:

Доля совпадений первого значащего токена, то есть в сгенерированном тексте и в таргете. Допустим, у нас есть промпт, и нужно сделать дополнение функции getUserName. Независимо от того, передаём мы именованный аргумент или позиционный, у нас должен быть один и тот же первый значащий токен. Мы его выделяем.
Просто измеряем перплексию на первых N токенах.

Возможные архитектуры

А сейчас обзор SOTA-архитектур, которые есть сегодня. Первая — gpt. На картинке — пять открытых моделей, которые хорошо себя проявляют в автодополнении. В, все они — похожие друг на друга gpt-шки.

Контекст

Prompt. Чтобы gpt что-то сгенерировала, ей нужен контекст. В этом качестве используется классический промпт. Грубо говоря, это текст в файле, который разработчик редактирует в этот момент: от начала файла до курсора, в том месте, где запрошено автодополнение.

Suffix. Суффикс — оставшаяся часть, от курсора и до конца.

Cross-file context. Сниппеты из файлов проекта, открытого в этом случае, часто используется для увеличения качества.

Static code analysis augmentations. Мы экспериментируем с аугментациями, полученными при помощи статического анализа кода.

Infilling

Теперь расскажем про infilling и почему без него ничего не работает. Что это вообще такое?

Названия могут быть разными: fill in the middle, вставки. В целом, мы хотим немного изменить логику генерации, работы gpt. Причём нужно, чтобы она не как обычно предсказывала просто продолжение текста, а текст, который находится в середине, то есть между промптом и суффиксом, про который мы говорили.

Как это сделать? У нас промпт, подаваемый на вход модели, модифицируется так:

чаще всего сначала идёт токен fill in the middle_begin;
потом prompt;
потом token fill in the middle_hole, обозначающий, что сюда надо сгенерировать вставку;
потом суффикс;
потом токен fill end, после которого мы хотим, чтобы модель уже начинала генерировать ответ.

Посмотрите на скриншот выше. Токены раскрашены разными цветами так, как их видит токенизатор одной из популярных моделей. Так, если мы обучаем без infilling и хотим, например, чтобы он дополнил такую строку if, пробел, скобка открывается, t. Когда мы его учили, слово token означало токен целиком.

А теперь мы хотим, чтобы после буквы t он дополнил нам текст «oken». Получается, это не то, чему мы его учили. В случае с infilling мы немного упростили и вставили только один токен, но смысл остаётся понятным. То есть у нас этот токен разделяет слово, которое мы хотим дополнить. Выходит, что модель предсказывает именно то, что нам нужно. С infilling, когда мы вставляем технические токены, всё работает прекрасно. Модель дополняет любые части слов после любой буквы. Можете остановиться — и она вам сгенерирует.

Взаимодействие модели и пользователей

Теперь расскажем об интересной особенности взаимодействия модели и пользователей.

Всё началось с того, что мы развернули новую модель. Примерно два месяца она у нас работала без изменений. Единственное, мы следили за метрикой exact match. В первом приближении можно сказать, что это доля предложенных пользователю автодополнений, которые он принял и оставил в своём коде. Сначала она была на уровне 48%, потом мы разместили объявление на внутреннем ресурсе и привлекли много пользователей.

После этого показатель упал до 43%, а потом снова стал неуклонно расти. Сейчас примерно ⅔ автодополнений, которые система предлагает юзерам внутри нашей компании, принимается разработчиками. Судя по всему, разработчики просто обучаются ждать автодополнения именно тогда, когда они знают, что оно будет правильным. То есть сами учатся даже лучше, чем модель. Это значит, что мы, к сожалению, не сможем офлайн сравнивать разные модели по пользовательским логам.

Оценка автодополнения

Как можно улучшить автокомплит? Первый вариант — реранжировать кандидаты, которые предложил статический анализатор. То есть у вас есть автодополнение, где он предлагал разные методы после точки, их и ранжируем при помощи нашей модели GPT.

Второе — генерируем только то автодополнение, которое легально с точки зрения статического анализа. Как работает re-ranker. Допустим, библиотека JEDI предложила несколько вариантов автодополнений. По каждому из них мы померили, например, перплексию и выдаём пользователю уже отсортированный список.

Данные клиентов

Наконец, пара слов по поводу систем наподобие Copilot. Их основной недостаток в том, что они ресурсоёмкие, плюс это серверное решение. Получается, что каждую секунду ваш код должен улетать для анализа на сервер.

С точки зрения безопасности понятно, что сейчас заказчик устанавливает подобные системы для того, чтобы его код оставался на своём сервере. Но если у каждой организации клиента есть свой помощник, почему бы не сделать это решение более индивидуальным? У нас есть репозитории, которые существовали уже до того, как это решение было развёрнуто. Ещё у нас есть логи действий пользователей. Всё это можно задействовать, запустить пайплайн подготовки данных и обучения и сделать индивидуальное решение для заказчика. Если этот пайплайн хорошо автоматизировать, мы получим модель, которая, можно сказать, учится сама.

В целом, на сегодня всё. Если у вас возникли вопросы или предложения, пишите в комментариях — всё обсудим!

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19 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

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

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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.