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Галлюцинации нейросетей. Как это устроено, откуда берётся и как с этим бороться. Часть 2

В предыдущей статье мы обсудили откуда берутся галлюцинации LLM и что может их спровоцировать. В этой поговорим о последствиях и методах борьбы.

Whisper слышит больше, чем нужно
Whisper слышит больше, чем нужно

Шесть дел, которых не было

Весной 2023 года нью-йоркский юрист Стивен Шварц готовил возражение по иску против авиакомпании Avianca. Тридцать лет практики, а впереди рутинное дело о травме пассажира. Для поиска прецедентов Шварц впервые попробовал модную новинку — ChatGPT.

Новинка не подвела. Она выдала шесть релевантных судебных решений с номерами, цитатами и внутренними ссылками. «Варгезе против China Southern Airlines», «Шабун против Egyptair», «Петерсен против Iran Air» — солидные названия, солидные суды. Шварц вставил их в документ, его коллега Питер ЛоДука подписал и отправил судье.

Дальше было так. Юристы авиакомпании не смогли найти ни одного из шести дел. Судья Кевин Кастел тоже. В приказе от 4 мая 2023 года он констатировал: шесть представленных дел выглядят фальшивыми судебными решениями с фальшивыми цитатами и фальшивыми ссылками. Само «дело Варгезе» судья, полистав, охарактеризовал коротко: бессмыслица.

А Шварц ведь проверял. Знаете как? Он спросил у ChatGPT, настоящие ли это дела. ChatGPT заверил: настоящие, их можно найти в уважаемых юридических базах. Проверка галлюцинации у источника галлюцинации — запомните этот приём, мы к нему ещё вернёмся.

На слушаниях Шварц объяснял, что считал ChatGPT чем-то вроде супер-поисковика. Ошибка понятная. Но юристу такого класса непростительная.

Поисковик показывает чужие документы, которые существуют независимо от запроса. Генератор создаёт документ под запрос. Внешне выдача неотличима, но по сути это разница между библиотекой и очень начитанным импровизатором.

Финал истории вполне себе терпимый: 5000 долларов штрафа на двоих юристов и фирму. По манхэттенским расценкам — несколько часов работы того же юриста. Казалось бы, на первый раз, считайте, простили, только выводы сделайте.

Как бы не так. Французский исследователь Дамьен Шарлотен с 2025 года ведёт базу судебных дел, в которых всплыли выдуманные ИИ цитаты. В мае 2025-го, на старте, там было около 120 эпизодов. К концу августа 2026-го — 1980, из них 1362 в США.

В среднем по четыре новых дела каждый день, и это только то, что суды заметили и оформили. Чаще попадаются граждане, защищающие себя сами, но и профессиональных юристов в базе почти восемьсот.

В базе, кстати, два жанра. Основной — дела, которых никогда не существовало: таких эпизодов 1646. Но есть жанр потоньше: дело настоящее, а цитата из него выдумана. Таких больше пятисот, и ловить их на порядок сложнее. Номер-то пробивается.

Показательно, за что в итоге наказывают строже всего. Не за сам ИИ. Юрист из Колорадо Закария Крабилл, попавшись на выдуманных прецедентах, свалил вину на стажёра — и получил реальное отстранение от практики — это один из первых прецедентов. Главное, на что давило обвинение, это не слепое доверие машине LLM, а попытка это скрыть.

Хотя этим летом адвоката в Миннесоте отстранили уже просто за сам факт фальшивых цитат в брифе. Планка ответственности ползёт вверх.

Чат-бот как отдельное юрлицо

Джейк Моффатт покупал билет Ванкувер — Торонто на похороны бабушки. Чат-бот на сайте Air Canada объяснил ему: летите по полному тарифу, а скидку за утрату близкого оформите потом, у вас 90 дней после полёта. Моффатт так и сделал. Авиакомпания отказала: настоящие правила ретроактивных заявок не допускают, бот ошибся.

Билеты Моффатт покупал в ноябре 2022 года, а решение трибунала датировано февралём 2024-го. Год с лишним переписки и разбирательств ради компенсации меньше чем в девятьсот канадских долларов — тут явно был вопрос принципа. И принцип того стоил.

Дело дошло до трибунала Британской Колумбии, и там Air Canada выкатила аргумент, который можно было золотыми буквами записать в сборник плохих идей. Компания заявила, что чат-бот — отдельная сущность, которая сама отвечает за свои действия. Член трибунала Кристофер Риверс в решении от февраля 2024 года назвал этот довод замечательным, в кавычках, конечно. Читайте: «Они совсем там охренели».

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И сформулировал принцип: нет никакой разницы, получена информация со статичной страницы сайта или от чат-бота. Отвечает компания. Сумма выплаты вышла смешная, меньше тысячи канадских долларов. Но все смотрели не на деньги, а на прецедент.

Тут важно, если вы вдруг пропустили. Чат-бот — это не условный ChatGPT, это именно умный помощник на сайте авиакомпании. И логично, что авиакомпания несёт полную ответственность за все, что он говорит. С другой стороны, как мы узнали выше, как его не настраивай, глюк рано или поздно случится. И это очень важная вещь, которую компания стоит понимать про своих умных помощников.

Скрытый текст

Тут можно сделать круглые глаза и сказать: кааак. Все, кто используют чат-ботов, сейчас сидят на бочке с порохом? В общем да, с некоторыми оговорками так и есть. Но тут важно помнить, что условный стажёр на удалёнке, который отвечал в боте до LLM — это такая же бочка с порохом, только хуже. LLM хотя бы не будет грубить из-за плохого настроения или попадания в психологическую болевую точку оператора.

Чем нам всем предстоит научиться, и чему мы потихоньку учимся — LLM во многих задачах работают лучше, чем люди. Но они, видимо, никогда не достигнут точности условного Excel, который не ошибается вообще.

Бывают ошибки и подороже. В феврале 2023 года Google показала рекламный ролик своего нового чат-бота Bard. В ролике Bard отвечал на вопрос про телескоп «Джеймс Уэбб» и среди прочего сообщил, что тот сделал первые в истории снимки экзопланеты.

Мелочь? Первое фото экзопланеты на самом деле получил наземный телескоп VLT в 2004 году, за восемнадцать лет до «Уэбба». Астрономы заметили. 8 февраля, на фоне этой ошибки и в целом смазанной презентации, акции Alphabet просели на 7,7% — примерно сто миллиардов долларов капитализации за торговый день. Самая дорогая реакция на рекламную кампанию.

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Отдельный жанр — галлюцинации в отчётах крутых и уважаемых фирм. Deloitte написала для австралийского министерства занятости отчёт за 439 тысяч австралийских долларов; исследователь из Сиднея нашёл там несуществующие научные работы и выдуманную цитату из решения федерального судьи. Ирония в том, что отчёт был про систему автоматических санкций для получателей пособий — наследие скандала Robodebt, на котором австралийское государство уже однажды обожглось о слепое доверие алгоритму. Пришлось признаваться, что текст помогал писать GPT-4o, и возвращать последний платёж по контракту. Через месяц похожий скандал догнал Deloitte в Канаде — отчёт о здравоохранении на полтора миллиона канадских долларов, 526 страниц, и снова фантомные ссылки.

Дальше — больше. В июне 2026-го проверяющие прошлись по отчёту KPMG об агентном ИИ: из 45 проверенных ссылок подтвердились пять. Пять. Упомянутые в кейсах организации, включая NHS, публично открестились, отчёт отозвали.

А в апреле 2026-го правительство ЮАР отозвало проект национальной политики по искусственному интеллекту через 17 дней после публикации: минимум шесть источников из библиографии оказались выдуманными. Вдумайтесь: государственную стратегию по ИИ завернули из-за галлюцинаций ИИ. Более честной рецензии на состояние отрасли не придумаешь.

Пресса тоже отметилась. В мае 2025 года Chicago Sun-Times вышла с летним списком книг для чтения, где десять наименований из пятнадцати не существовали. Авторы настоящие, книги — нет. «Последний алгоритм» Энди Вира — согласитесь, звучит так, что хочется купить. Фрилансер, собиравший список через нейросеть, потом извинялся на всю страну.

Тот самый список книг
Тот самый список книг

Список можно продолжать долго: тем же летом журналисты нашли следы сгенерированных ссылок даже в докладе о здоровье нации, подготовленном для Белого дома, — часть процитированных исследований не существовала. Обратите внимание на общий знаменатель всех этих историй. Ни одна не про «глупую нейросеть». Все — про процесс, в котором между генератором правдоподобия и публикацией не оказалось ни одного проверяющего человека.

Клевета со скоростью токенов

Есть категория пострадавших, которым не смешно от слова совсем. Это отдельный, максимально интересный глюк, который обязательно нужно разобрать.

Немецкий журналист Мартин Бернклау не одно десятилетие писал судебные репортажи из Тюбингена. В 2024 году он обнаружил, что Copilot от Microsoft рассказывает о нём самом: осуждён за растление детей, сбежал из психиатрической клиники, обманывал вдов. Модель склеила автора репортажей с их фигурантами. Годы рядом с чужими преступлениями превратились в статистическую связь «этот человек совершал преступления».

Забавнее всего отреагировала прокуратура: отказала в возбуждении дела, потому что клеветника нет — автор обвинений не является лицом. Microsoft ложные ответы удаляла, через несколько дней они всплывали снова. Генератор не помнил, что его правили. Ну либо правили джуны, ибо дообучение на ограничение выдачи — это отдельная, сложная, тема.

Вообще, убрать конкретный ответ из модели практически нельзя — статистическая связь «Бернклау — преступления» размазана по весам, и в два клика её не вырезать. Точечное редактирование весов существует как исследовательское направление, но пока работает грязно: правишь один факт — плывут соседние. Поэтому такие вещи патчат снаружи: фильтрами на выходе, инструкциями в системном промпте. Фильтр промахнулся, формулировка запроса чуть изменилась — связь снова прорвалась в ответ.

Существует даже целое направление промптинга, правда в серой зоне. Подобрать такой запрос, чтобы нейросеть посоветовала лучший рецепт для наркотика, нарисовала голую Шер (не будем задавать вопрос зачем) или выдала ещё что-нибудь непотребное.

Норвежцу Арве Хьялмару Хольмену ChatGPT сообщил, что тот убил двух своих сыновей и получил 21 год тюрьмы. Пикантность в том, что модель верно назвала его родной город, число и пол его детей. Правдивые детали вперемешку с чудовищным вымыслом — и вымысел от этого выглядит достовернее. Правозащитники подали жалобу в норвежское управление по защите данных.

Заметьте, обе истории — это тот самый механизм из первой части. Имя знакомое, тормоз отпущен, дальше генератор собирает самое правдоподобное из ближайших статистических связей. Для судебного репортёра ближайшие связи — преступления. Работает как задумано. И от этого не по себе.

А теперь про случай, где галлюцинирует даже не чат-бот. Whisper — система распознавания речи от OpenAI, её встраивают повсюду, от субтитров до колл-центров. В октябре 2024 года агентство AP собрало показания разработчиков и исследователей: Whisper дописывает в транскрипции то, чего никто не говорил. Исследователь из Мичиганского университета находил вставки в восьми транскриптах из десяти проверенных.

Учёные из Корнелла и Вирджинии прогнали через Whisper аудиоархив с записями речи людей с афазией — выбор не случайный, у таких пациентов в речи много длинных пауз, самой провокационной для модели среды. Итог: примерно в одном проценте фрагментов — целиком выдуманные фразы и предложения, и 38% этих вставок несут прямой вред: несуществующие лекарства, приписанное насилие, случайные расовые уточнения. Замер делался на версии Whisper весны 2023 года — свежие версии выдумывают реже, но не перестали, что и показывали проверки AP полтора года спустя. Один процент звучит безобидно, пока не вспомнить масштаб: медицинский сервис Nabla на базе Whisper к тому моменту обслужил семь миллионов визитов к врачу. И — вишенка — стирал исходное аудио после транскрибации. Бывший инженер OpenAI Уильям Сондерс прокомментировал это исчерпывающе: нельзя поймать ошибку, если ты уничтожил эталон.

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Почему транскрибатор вообще выдумывает? Whisper — не чат-бот, его учили на парах «звук — текст». Но выход из него, как и из GPT, печатает авторегрессионный декодер: та же машина продолжения, только опирающаяся на звук. Тишина, шум, невнятное бормотание опоры не дают, а токены выдавать надо. И в паузах Whisper делает ровно то, что делал бы любой генератор: продолжает правдоподобно. Фразы вроде «спасибо за просмотр» — по распространённой гипотезе, следы субтитров с видеохостингов в обучающих данных; сама OpenAI их состав не раскрывала.

Каждый пятый пакет — призрак

Теперь история для тех, кто пишет код. Она началась как курьёз, а закончилась новым классом атак на цепочку поставок.

Когда просишь модель написать код, она охотно подключает библиотеки. Импорт такой-то, установите пакет такой-то. В 2025 году на конференции USENIX Security показали масштабное исследование: из 576 тысяч сгенерированных образцов кода на Python и JavaScript 19,7% рекомендованных пакетов не существовало. Каждый пятый. Всего набралось 205 474 уникальных выдуманных имени — телефонный справочник приличного райцентра, состоящий из призраков.

Оговорка про среднюю температуру: в выборке было шестнадцать моделей, включая мелкие открытые образца 2023 года, и именно они тащили процент вверх. У коммерческих моделей вышло 5,2%, у свежих флагманов ещё меньше. Но помножьте единицы процентов на миллионы ежедневных генераций кода — фантомов всё равно хватает.

Само по себе это полбеды: несуществующий пакет не установится, ошибку видно сразу. Беда в другом. Выдумки моделей не случайны — одни и те же фантомные имена всплывают у разных людей стабильно, из раза в раз. А что стабильно повторяется, то можно предсказать. А что можно предсказать, то можно зарегистрировать заранее.

Схему продемонстрировал исследователь Бар Ланьядо. Он заметил, что модели упорно рекомендуют несуществующий пакет huggingface-cli, и опубликовал под этим именем пустышку. За три месяца её скачали больше тридцати тысяч раз, пустышка утекла в том числе в репозитории крупных компаний. Теперь представьте, что вместо пустышки там был вирус. Приём получил имя слопсквоттинг — по аналогии с тайпсквоттингом, только опечатки за вас генерирует нейросеть.

Cлопсквоттинг
Cлопсквоттинг

Цифра, которая мне кажется недооценённой: открытые модели той когорты выдумывали пакеты вчетверо чаще коммерческих, 21,7% против 5,2%. Дело не в открытых весах как таковых — дело в силе модели. Чем слабее генератор, тем шире поверхность атаки, которую он вам генерирует.

Защита тут простая и оттого надёжная. Фиксировать зависимости, ставить пакеты через внутреннее зеркало с допуск-листом, смотреть на возраст и число скачиваний. Свежий пакет с нулевой историей, который вам насоветовала нейросеть, — повод насторожиться. Сканеры зависимостей эту специфику тоже начали учитывать.

Ладно, масштаб бедствия ясен. Возникает следующий вопрос: а как вообще измерить, сколько врёт конкретная модель? Спойлер: это отдельная боль.

Градусник для вранья

Академические линейки правдивости существовали давно — TruthfulQA застал ещё GPT-3. Но первый по-настоящему массовый публичный лидерборд галлюцинаций сделала компания Vectara в конце 2023 года. Методика простая: даём модели документ, просим пересказать, не добавляя ничего от себя, а модель-судья проверяет пересказ на отсебятину. В первой версии таблицы GPT-4 показал 3% галлюцинаций, GPT-3.5 — три с половиной, а замыкал список один из чат-ботов Google с 27%: больше четверти пересказов с отсебятиной при прямом запрете что-либо добавлять.

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Дотошный читатель уже поднял бровь: судья-то тоже нейросеть, кто судит судью? Претензия справедливая, у градусника есть своя погрешность. Vectara хотя бы выложила модель-судью в открытый доступ, так что её саму можно проверять и калибровать. Но помнить об этой матрёшке полезно: почти вся индустрия измеряет галлюцинации моделей другими моделями.

К 2025 году лидеры таблицы дожали показатель до уровня ниже процента. Победа? Vectara перезапустила бенчмарк на более сложных и длинных документах — и у лидера снова 1,8%, у части свежих топ-моделей больше десяти, у худших за двадцать.

Проблема не решилась. Просто подстроились к конкретному бенчмарку: модели дотюнили до его потолка. Но при смене методики всё возвращалось. Запомните этот фокус, он в нашей истории будет повторяться.

Второй градусник — SimpleQA от OpenAI: 4326 коротких фактологических вопросов, специально отобранных так, чтобы GPT-4 на них спотыкался. Лучшие модели 2024 года отвечали верно примерно на 40%. И все без исключения переоценивали свою уверенность.

Полезная деталь: ответы в SimpleQA раскладывают по трём корзинам — верно, неверно, не взялся. Уже тогда бросалось в глаза, что модели Anthropic заметно чаще выбирали третью корзину, чем конкуренты.

А теперь главный сюжетный поворот 2025 года. В апреле OpenAI выпустила «рассуждающие» модели o3 и o4-mini — и в их же собственной документации обнаружилось, что o3 галлюцинирует на внутреннем тесте PersonQA, вопросах о публичных людях, вдвое чаще предшественницы: 33% против 16% у o1. У o4-mini — 48%, почти каждый второй ответ. Официальный комментарий сводился к тому, что модель просто делает больше утверждений — и верных, и выдуманных, — а дальше «нужны дополнительные исследования».

Вдумайтесь. Модель стала лучше рассуждать и хуже придерживаться фактов, причём производитель честно написал об этом в собственной документации. Умение строить длинные цепочки выводов и умение не выдумывать — разные способности, и вторая не подтягивается за первой автоматически. Кто ставил на то, что галлюцинации сами рассосутся с ростом интеллекта моделей, — тот пока проигрывает.

К августу 2025-го GPT-5 частично отыграла ситуацию: с включённым веб-поиском доля ответов с серьёзной фактической ошибкой упала до 9,6% против 12,9% у GPT-4o, у think-версии — до 4,5%. Хорошая динамика. Но та же документация честно признаёт: отключи поиск — и на сложной фактологии модель ошибается почти в половине попыток. Знание из весов и знание из документа — очень разные знания.

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Предвижу вопрос: как соотносятся все эти проценты? У лидера Vectara 1,8%, у o3 на PersonQA 33%, где-то мелькает 86% — что из этого «настоящий» уровень галлюцинаций? Никакое. Это разные линейки: пересказ документа, вопросы о людях, штрафующий за наглость индекс. Сравнивать числа можно только внутри одного бенчмарка.

Когда в новостях пишут «модель X галлюцинирует в N% случаев» без указания, на чём мерили, — эта фраза не значит ничего. Буквально.

Свежий замер совсем иного масштаба вышел в марте 2026-го: 35 моделей, 172 миллиарда токенов. Задача — ответы по документам. На коротком контексте лучшие модели фабрикуют от 1 до 7% ответов, среднее по больнице — около 25%. А вот на контексте в 200 тысяч токенов даже лучшая модель выдумывает каждый десятый ответ. Мода «закинем в промпт всю базу знаний, контекст же большой» имеет цену.

Что реально помогает

Переходим к терапии. Сразу скажу: волшебной таблетки не будет, будет набор костылей разной степени полезности. Но костыли, если что, — недооценённый инструмент. На них ходят.

Первый и главный костыль — RAG, retrieval-augmented generation. Идею опубликовала команда Facebook AI в 2020 году: не спрашивай модель по памяти, а найди релевантные документы и дай их в контекст, пусть отвечает по тексту. Это работает. По моему опыту — это самый большой одиночный выигрыш из всех возможных: вопрос «знает ли модель» превращается в вопрос «нашёл ли поисковик», а поисковик хотя бы можно отлаживать.

Только не путайте «работает» и «решает». В 2024 году Стэнфорд протестировал коммерческие юридические ИИ-сервисы, построенные на RAG поверх лучших в мире правовых баз. Результат: один инструмент галлюцинировал в 17% запросов, второй — в 33%. Каждый третий ответ. С подключённой базой всех прецедентов страны. Вендоры тогда спорили с методикой подсчёта, продукты с тех пор два года дообучались — но главный вывод остался неизменным.

RAG не выключает генератор — он его подкармливает. Ретривер промахнулся — модель дорисует. Документы противоречат друг другу — модель смешает. Документ найден, но вопрос чуть в сторону — модель дотянет ответ до вопроса.

Откуда промахи, если поиск-то простой? А он не простой. Документы режутся на куски, куски превращаются в векторы, поиск идёт по смысловой близости. Близость темы не равна наличию ответа: на вопрос про исключение из правила ретривер честно принесёт само правило — они же почти об одном. Дальше вы знаете. Каждый стык этого конвейера — отдельное место для промаха, и отлаживать приходится всё.

Второй костыль — ссылки на источники. Тут держитесь за стул. Центр Tow при Колумбийском университете в марте 2025-го проверил восемь ИИ-поисковиков на 1600 запросах. Задача была узкая: по выдержке из статьи опознать первоисточник, издание и ссылку. Больше 60% ответов оказались неверными. У одного известного сервиса 154 ссылки из 200 проверенных вели в никуда.

Отдельная боль в том, что платные версии ошибались увереннее бесплатных. Ссылка в ответе — это всего лишь ссылка, которую ещё надо проверить. Я сам часто сталкиваюсь с пустышками при выдаче: модель говорит, что получила информацию вооот отсюда. Вооот там действительно есть страница, связанная с нужной темой. Но ничего того, что использовала модель в ответе, нет.

Третье направление интереснее: научить модель воздерживаться. Метод R-Tuning с говорящим подзаголовком «научи LLM говорить не знаю» получил награду на конференции NAACL 2024: модели явно показывают границу её знаний и дообучают отказываться за этой границей. Сюда же — реформа скоринга бенчмарков из первой части. Это лечит не симптом, а стимул, поэтому лично я считаю это направление самым перспективным. Минус очевиден: модель, которая часто отвечает «не знаю», хуже продаётся.

Четвёртое — детекция на лету. Оксфордский метод семантической энтропии вышел в Nature в 2024 году.

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Идея такая. Задаём модели один и тот же вопрос несколько раз с ненулевой температурой и смотрим на разброс ответов — но не по словам, а по смыслу. Ответы «Париж», «столица Франции — Париж» и «конечно, Париж» — это один смысловой кластер. Если все десять генераций легли в один кластер, модель отвечает устойчиво: что бы там ни было в весах, оно сидит крепко.

Если десять генераций разлетелись на семь смыслов — перед нами та самая конфабуляция: модель не знает и каждый раз изобретает заново. Разброс смыслов измеряется энтропией, отсюда название.

Метод не требует лезть внутрь модели и работает с любой, даже через API. Плата — кратный расход: на каждый вопрос нужно пять-десять генераций вместо одной. Для чата это дорого, для медицины или юриспруденции — вполне разумный тариф.

Пятое — проверка вторым проходом. Сгенерировал — попроси другую модель (или ту же, но в роли злого рецензента) найти сомнительные утверждения. OpenAI обучала специализированного критика CriticGPT: ревью кода, сделанные людьми с его подсказками, обходили ревью без помощи в 60% случаев. Подход честный, только помните: критик — тоже языковая модель, и он тоже галлюцинирует. Мы в больнице и пытаемся найти двух пациентов, чтобы отклонения одного компенсировали отклонения другого и наоборот. Схема, в общем-то рабочая, только без гарантий.

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В своей работе я часто делаю первую выборку фактов и ссылок Claude, а потом прошу проверить ChatGPT. Claude копает глубже и по умолчанию формулирует более человеческим языком. GPT тут слабее — по умолчанию генерит ответы жутким нейросетевым языком и часто не докапывается до важных фактов. Зато душнить проверкой: это прямо его. Когда нужно не сделать с нуля, а проверить за кем-то, GPT раскрывается на полную, ловить чужие косяки он обожает. И даёт список проблем в таких выражениях, что окно хочется приоткрыть.

Можно и просто спросить модель, насколько она уверена. Приём не бесполезный, но с поправочным коэффициентом: замеры на SimpleQA показали, что модели систематически завышают заявленную уверенность. «Уверен на 90%» в переводе с нейросетевого означает «ну, процентов шестьдесят». Однако сама шкала работает: там, где модель говорит «не уверен», проверять надо в первую очередь. Дешёвый сигнал приоритета, не более.

И шестое, со знаком «осторожно»: дообучение. Интуиция подсказывает — раз модель чего-то не знает, давайте зафайнтюним на нужных фактах. Это не самый рабочий подход. Исследование Technion и Google на EMNLP 2024 показало: при дообучении на парах вопрос-ответ новые факты модель усваивает медленно и неохотно, а по мере их усвоения растёт её склонность галлюцинировать — зависимость почти линейная.

Модель учится не новым знаниям, а новому жанру: уверенно отвечать в областях, где раньше молчала. Уточню границы: продолженное предобучение на большом корпусе — юридическом, медицинском, кодовом — знания как раз добавляет, это отдельная и рабочая история. Опасна именно попытка влить горсть новых фактов через SFT. Вот она множит галлюцинации.

Мифы и легенды промпт-инжиниринга

«Поставь temperature=0, и модель перестанёт выдумывать» — совет из каждого второго гайда образца 2024 года. Замер на 172 миллиардах токенов проверил это на документных вопросах-ответах: нулевая температура дала лучшую точность лишь в 60% конфигураций, а у большинства моделей чуть тёплое сэмплирование оказалось даже точнее.

Разброс между моделями — 72 процентных пункта, разброс между температурами — два-три. Иными словами, выбор модели влияет на порядок больше, чем крутилка. В том же замере t=0 ещё и чаще уводила модели в зацикливание. И до кучи: даже воспроизводимости нулевая температура не гарантирует — батчинг и параллельные вычисления вносят свой недетерминизм, два одинаковых запроса могут дать разные ответы.

Почему миф не работает, понятно из первой части. Температура выбирает из распределения, которое уже построено. Если модель уверенно не знает — самым вероятным токеном будет уверенная чушь, и жадный выбор возьмёт именно её. Ноль градусов не добавляет знаний, он добавляет решимости.

Второй миф — «просто напиши в промпте: выдавай только факты». Пишите, хуже не станет. Но привычку угадывать, которая у LLM годами, слой за слоем наращивали, одной строкой перебить сложно. Немного помогает связка «на каждое утверждение давай источник»: не потому, что модель начинает думать, а потому, что битую ссылку вам будет видно сразу, и это хотя бы проверяемая история.

Третий миф — «многошаговые рассуждения защищают от вранья». Цепочка рассуждений повышает качество на задачах с проверяемым ответом, тут спора нет: голосование нескольких цепочек когда-то добавило почти 18 пунктов на школьной математике. Но от выдумок длинные рассуждения сами по себе не защищают — у o3 и o4-mini они, как мы видели, и вовсе совпали с их ростом. А сами цепочки — отдельный источник обмана.

Anthropic в 2025-м измерила: модель, реально воспользовавшаяся подсказкой, упоминает её в своих «мыслях вслух» в четверти случаев. Красивая цепочка рассуждений — тоже текст, сгенерированный тем же генератором правдоподобия.

Четвёртый миф, самый живучий: «это детская болезнь, подождите годик». Я слышу его с 2023 года, каждый раз с новым дедлайном. Динамика правда есть: у свежих моделей с поиском доля серьёзных ошибок упала в разы, это видно и по бенчмаркам, и в ежедневной работе.

Но кривая выполаживается, а не падает в ноль. Причины мы разобрали в первой части, и они фундаментальнее сырых данных. Планировать процессы стоит из того, что галлюцинации — свойство инструмента, а не временный дефект прошивки.

Почему это не победить

Сведём причины в одно место, благо их ровно три и все уже знакомы.

Первая — статистическая. Факты-одиночки не выучиваются в принципе, а хвост редких фактов бесконечен. Эту часть лечит только внешний источник: поиск, база, документ.

Вторая — воспитательная. Пост-тренинг и бенчмарки годами награждали уверенное угадывание, и этот перекос вшит во все модели текущего поколения. Лечится сменой стимулов, процесс пошёл, но медленно.

Третья — экономическая, и о ней говорят реже всего. Модель, которая честно отвечает «не знаю», проигрывает на рынке. Она выглядит слабее в сравнительных обзорах, хуже смотрится в презентации для инвесторов и раздражает пользователя, который пришёл за ответом. Вендор, всерьёз закрутивший гайки воздержания, добровольно отдаёт очки конкурентам в таблицах, по которым его продают. Поэтому ждать, что производители сами решат проблему, наивно — стимулы смотрят в другую сторону. Спрос на честность придётся создавать нам, покупателям: тестами, контрактными метриками и голосованием кошельком.

Инструкция по ИИзации

Соберу в кучу то, чем пользуюсь сам. Ничего сверхъестественного, зато проверено на собственных ошибках.

Первое. Факты и цифры лучше перепроверить не из генеративных источников. Занимает время, да, но оно того стоит.

Второе. Никогда не проверять модель через неё же в том же чате. «Ты уверена?» — бесполезный вопрос: перед вами машина уверенности. Шварц спросил — ему подтвердили. Для проверки хорошо годится другая модель. И то помним, что погрешность остаётся.

Третье. Собственно, второй проход злым рецензентом — другой моделью: «найди в тексте утверждения, которые стоит проверить». Ловит удивительно много.

Только помним наш же тест китайских LLM и как две модели выдали почти идентичные шахматы. Если проверять одну модель другой надо следить, что бы они были не просто из разных лабораторий, а из разных школ (то есть использовали разные обучающие выборки) и, желательно, стран. В этом вам, кстати, отлично поможет агрегатор нейросетей BotHub, через который можно задать вопрос всем самым популярным (и не очень) моделям.

Четвёртое. Хранить первоисточник. Аудио до транскрипции, оригинал до перевода, сырые данные до саммари. В моём случае ещё оригиналы снимков до того, как они пройдут какие-то изменения.

Пятое. Длинный контекст — не свалка. Чем больше в промпте лишнего, тем выше шанс получить ответ по мотивам, а не по тексту, — вспомните цифры про 200 тысяч токенов. Отбирайте релевантное, режьте остальное. Длинные диалоги туда же — помните, что каждое новое сообщение на самом деле запихивает в модель весь ваш диалог. И с каждым вопросом этот диалог всё длиннее.

Нюанс. Всё перечисленное снижает частоту, а не устраняет явление. Если процесс построен так, что одна галлюцинация на тысячу ответов приводит к катастрофе — проблема в процессе, а не в модели. Проектируйте под ненулевую ошибку: с проверками, откатами и проверкой руками.

Заключение

История ходит по кругу. В 1999 году галлюцинацией называли способность алгоритма дорисовать несуществующие детали лица, и это было достижением. В 2026-м тот же самый механизм дорисовывает несуществующие судебные прецеденты, и это уже проблема.

Мне кажется, правильнее всего думать об этом так. Мы впервые в истории построили машину, которая ошибается: уверенно, связно, с деталями. Корсаковский пациент рассказывает про вчерашнюю дачу, левое полушарие объясняет лопату курятником, модель цитирует дело «Варгезе против China Southern Airlines».

Ваша собственная память устроена ближе к этим машинам, чем хотелось бы. Воспоминания не проигрываются, а реконструируются при каждом обращении, и самые яркие вы отчасти досочинили — уверенно, связно, с деталями. Элизабет Лофтус ещё в семидесятых показывала в экспериментах, как одна формулировка вопроса дорисовывает свидетелям несуществующие детали аварии.

24f21c03a0f7c0d52fdefe14e77031ee.jpg

Так что когда нейросеть в следующий раз выдаст вам красивый, гладкий, уверенный абзац — вспомните, что где-то внутри неё только что не сработал тормоз. И проверьте источники.

Приглашаю в комментарии с вашими любимыми галлюцинациями — коллекционирую давно и с удовольствием. Только чур с пруфами. В нашей теме это обязательно. Велкам)

Источник

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

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    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

    For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.

  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

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    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 09.07.26 19:13 Clara Soto

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  • 12.07.26 03:30 Kora Baltacha

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  • 12.07.26 03:33 Pahal Mathew

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 15.07.26 11:58 Lily Gagné

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 17.07.26 20:12 martinsjude080

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

    I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever

  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

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  • 15.09.26 03:35 elioduncan

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

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  • 15.09.26 15:45 lydiassmith567

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