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Н Новости

Способы применения LLM: простые и необычные варианты

Статья вдохновленная старой веткой Reddit: https://www.Reddit.com/r/ChatGPT/comments/1cbnrmk/what_ways_do_you_use_chat_gpt_in_your_daily_lives/

Я буду перечислять то, как сам использую LLM, в частности ChatGPT, в работе и в обычной жизни, а также некоторые интересные варианты которые встречались в Интернете (включая несколько нетипичных вариантов из указанной ветки Reddit). Также я спросил ChatGPT, как можно использовать большие языковые модели, в том числе “необычные и неочевидные способы применения LLM”. Некоторые интересные примеры добавлю сюда.

Забегая наперед скажу - вариантов использования LLM сотни и тысячи, это ограничивается только фантазией каждого. Но здесь надо уточнить, что именно мы имеем в виду.

1. Обычные ИИ-чаты в Веб-интерфейсе

Например:

https://chatgpt.com/

https://claude.ai/

https://aistudio.google.com/

https://chat.deepseek.com/

https://chat.qwen.ai/

и тд.

Имеют одновременно широкий функционал “из коробки”, но ограничены режимом Веб-чата с базовыми агентскими навыками. Пример базовых агентских навыков - это когда вы отправляете ChatGPT фотографию, скриншот, документ формата txt/doc/xls/pdf или ссылку на документ/материал в Интернете и задаете вопросы по нему. Также сюда относятся Веб-поиск и глубокие исследования (Deep Research, в данной статье рассматривать не будем).

2. Расширенный режим работы в Веб-интерфейсе

Например у ChatGPT это называется “Анализ данных с помощью ChatGPT” (https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt).

Выдержка от туда:

ChatGPT может помочь в следующем:

  • Сводная информация по строкам, столбцам, тенденциям и выбросам.

  • Создание таблиц для построчного просмотра.

  • Создание диаграмм на основе загруженных данных.

  • Выполнение вычислений, преобразований и статистического анализа на основе Python.

  • Объяснение предположений, результатов и возможных дальнейших шагов.

Для некоторых задач анализа данных ChatGPT пишет и запускает код Python в среде Jupyter Notebook с сохранением состояния. Эта среда может использовать файлы, доступные в рамках сессии, и отображать DataFrames pandas в виде интерактивных таблиц, если такой формат полезен.

Один этот режим работы расширяет возможности использования ChatGPT практически до бесконечности. Я называю его “Python под капотом”. Это когда ChatGPT обрабатывает ваш запрос в специальном виртуальном окружении используя Python и агентские навыки. Например, можно отправить файл xls с какими-нибудь данными, попросить ChatGPT сгенерировать отчет по определенным критериям и сделать по ним диаграмму. Он напишет код на Python, выполнит его (обработка происходит на серверах OpenAI), и выведет результат в окно чата в виде инфографики.

Режим работы с данными есть также у некоторых других ИИ-ассистентов, например у Claude. Он работает как минимум не хуже ChatGPT.

Пример:

“Подсчитай расходы по каждой категории за каждый месяц, составь график с разбивкой по месяцам [отправляем xls-файл с расходами]”

Результат:

Пример использования режима анализа данных с помощью ChatGPT
Пример использования режима анализа данных с помощью ChatGPT

Кстати, сам xls-файл с табличкой я также попросил составить ChatGPT. Промпт для этого был: “Напиши Python скрипт, чтобы создать xls с личными расходами за период 1 января 2026 - 31 августа 2026 г. Всего 3 колонки: дата, категория расходов (авто, дом, еда, лечение, развлечения, путешествия), сумма. Всего в районе 100 строк. Нужно заполнить их случайными значениями близкими к реальным расходам обычного человека”

Или такой вот простой пример. Запрос:

“Используй Python, подсчитай сколько будет 42 умножить на число Пи и разделить на среднюю продолжительность жизни в Латинской Америке” (простите за такой странный пример).

Ответ:

“Если взять среднюю продолжительность жизни в Латинской Америке и Карибском регионе за 2024 год — 75,81791 года по данным Всемирного банка, то: 42 * pi / 75.81791 = 1.740313. Ответ: ~1,74”

Что здесь произошло? ChatGPT нашел в Интернете информацию о средней продолжительности жизни в Латинской Америке (75,81791 лет), затем запустил Python в своей виртуальной среде и выполнил расчет:

import math
42*math.pi/75.81791

Получив данные расчета, он сформировал итоговый ответ.

Также можно попросить ИИ найти данные в Интернете и, например, визуализировать их, для удобного представления. Для разнообразия сделаем это через Claude.

Запрос:

“Посмотри в интернете данные по динамике цен на нефть за последние 5 лет и нарисуй график по неделям”.

Результат:

Пример использования режима анализа данных Claude
Пример использования режима анализа данных Claude

Тут же можно попросить добавить в отчет другие данные:

“Добавь к графику отметки, когда начались военные конфликты между Россией и Украиной, США и Ираном”.

Результат:

Пример использования режима анализа данных Claude
Пример использования режима анализа данных Claude

Как уже было сказано выше, один только расширенный режим работы с ChatGPT увеличивает возможности использования этой LLM почти до бесконечности, и представляет собой мощный офисный инструмент прямо в Веб-интерфейсе.

3. Режим работы с LLM через API (для разработчиков)

Это когда запросы к Чат-боту отправляются не через Веб-интерфейс, а в сыром виде через API. Ответ принимается также в сыром виде. Работа с LLM в этом режиме требует самостоятельной обработки отправляемых и принимаемых данных, зато практически не ограничивается в использовании.

Некоторые варианты работы с LLM в режиме API:

  • ИИ-помощники в службе поддержки

  • Пакетная обработка документов. Например: перевод текстов, суммаризация, выявление сущностей и тд.

  • Смысловой поиск в больших объемах данных. Обычно это системы RAG.

  • Агенты и еще раз агенты. На них можно повесить выполнение и автоматизацию любых задач, например самостоятельное написание кода, его тестирование и отладку до состояния релиза. Агентные системы настолько стремительно развиваются, что я решил вынести их в отдельный пункт ниже. Здесь же мы подразумеваем, что работая с LLM через API, можно создавать свои собственные агентные системы, где весь пайплайн работы с ними строится вами самими, все исходящие и входящие данные обрабатываются вами самостоятельно.

4. Агентные системы

Готовые агентные системы, например OpenAI Codex или Claude Code. Применяются в основном для написания кода и различных прикладных задач, таких как, например, парсинг и обработка документов, выполнение определенных действий (простой пример - зайти на сайт такой-то, заказать то-то) и много чего еще. Вообще, использование этих инструментов не ограничивается ничем, и то что изначально разрабатывалось для работы с кодом, сейчас можно использовать практически для любых задач на вашем ПК. В отличии от работы с LLM через API, где оплата происходит за использованное количество токенов, данные агентные системы работают по отдельной подписке со своими лимитами запросов.

Последние 3 пункта это темы отдельных статей, здесь я бы хотел остановиться на базовых вариантах использования LLM.


И так, давайте уже приступим. Пойдем от банальных вещей к более интересным и неочевидным. Затрагиваемые категории запросов будут:

  • Личные: обычные повседневные вопросы и задачи для всех людей.

  • Разработка: программирование, администрирование и тп.

  • Деловые: в основном касается бизнеса и корпоративного сектора.

Большую часть запросов я тестировал в ChatGPT, поэтому часто буду ссылаться на этого ИИ-ассистента. Но в целом это применимо к любой современной LLM первого эшелона (SOTA-модели).

SOTA (State Of Art) передовые LLM-модели. Говоря проще - самые современные и мощные LLM. К ним относятся модели от ChatGPT, Antropic, Gemini и тд.

Бездна возможностей в использовании LLM
Бездна возможностей в использовании LLM

Варианты применения ChatGPT: от простых к неочевидным

Общие вопросы разного характера

Самый очевидный пример использования ChatGPT - обычные вопросы на любую тему, от исторических справок, до бытовых вопросов.

Примеры запросов:

“Какие страны расположены на экваторе?”.

“Почему проекция Меркатера вводит в заблуждение?”.

“Кем был Сократ и что он сделал?”.

“Как правильно завязывать шнурки чтобы они не развязывались?” [кстати, большинство людей это делают неправильно - проверено].

Советы по туризму

ChatGPT неплохой помощник в путешествиях.

Примеры запросов:

“Предложи топ-5 мест для посещения в Санкт-Петербурге”.

“Хотим куда-нибудь выбраться на выходные из Москвы, предложи несколько идей туристической поездки на 1-2 дня”.

“Летим в отпуск в Бразилию. Назови топ-10 вещей, которые должен знать каждый турист перед посещением этой страны”.

“Какие особенности страны N важно знать, перед её посещением?”.

“Мне очень понравилась Португалия, но я не люблю теплый климат. Куда можно отправиться в следующий раз?” (составной контекст запроса)

Советы по кулинарии

Довольно эффективное применение ChatGPT - помощь в приготовлении пищи и советы по кухне. Начиная от банальных рецептов блюд и общих вопросов, заканчивая помощью в приготовлении чего-нибудь съедобного из того что есть в холодильнике.

Примеры запросов:

“Как вкусно приготовить курицу за 15 минут, самый простой рецепт”.

“Есть картошка, кусок мяса, остатки сыра, микроволновка. Что из этого можно сделать съедобное?”.

“Как сварить пельмени без плиты, без микроволновки и без кастрюли” [и даже без пельменей]

ChatGPT как личный юрист

Многие топовые LLM, такие как ChatGPT, Claude, Gemini, очень неплохо знают юриспруденцию, причем юридическое право разных стран. Я специально вынес в заголовок ChatGPT, т.к. этот Чат-бот, во-первых, изначально неплохо обучен юриспруденции. Во-вторых, ChatGPT из коробки имеет агентские навыки, и там где нужно, он автоматически подтягивает из Интернета недостающие знания и актуальную информацию. В целом это касается практически любой современной модели из списка фронтир.

Важно: нужно очень критически оценивать юридические советы от любой LLM и использовать их лишь как помощника и отправную точку, но не как истину в последней инстанции.

Примеры запросов:

“Управляющая компания ввела новые тарифы без нашего ведома, ссылаясь на результаты заочного голосования, о котором мы даже не слышали. Что можно предпринять? Напиши конкретные статьи административного кодекса РФ, которые могут помочь нам, включая правила проведения голосования. И помоги составить претензию”.

“Мне продали неисправный товар, но дефект обнаружился спустя 1 день после истечения срока гарантии (которая была всего 30 дней). Что можно предпринять, какие статьи закона на моей стороне, какие шансы и с чего начать?”.

“Мы хотим перевести компанию на упрощенку, какие статьи налогового кодекса нам нужно изучить? Собери актуальную информацию насчет максимально допустимого оборота, численности сотрудников и другие важные данные по УСН. Отдельно, составь таблицу плюсов и минусов УСН в сравнении с базовой формой налогообложения”.

Разнообразие знаний LLM
Разнообразие знаний LLM

ChatGPT как личный врач

Здесь стоит сразу заметить: как в случае с личным юристом, не стоит полностью полагаться на советы ChatGPT (или другой LLM), касательно вопросов здоровья. ChatGPT это лишь (во всяком случае на данный момент) дополнительный источник информации, тем более по вопросам здоровья. Тема здоровья настолько опасная, к тому же индивидуальная вещь, что я не хочу задерживаться на ней совсем. Понятно, что любая LLM знает все основные болезни, общепринятые способы лечения, подробные описания препаратов, их переносимость/совместимость/побочки, может поставить диагноз исходя из вашего описания простыми словами. Но на данный момент любое лечение, тем более серьезное, нужно проходить под контролем врача. Поэтому идем дальше.

Учет расходов

Довольно простая, но полезная идея применения ChatGPT - анализ личных расходов (вечный вопрос - куда уходят деньги). Делаем выписку из банка в формате PDF/XLS, скармливаем ChatGPT, просим подсчитать сумму всех расходов за месяц и отдельно разбить расходы по группам.

Примеры запросов:

“В приложенном файле выписка моих расходов за май 2026 года. Подсчитай сумму расходов за весь месяц; разбей расходы на отдельные группы и подсчитай расходы по ним отдельно”.

“В приложенном файле выписка моих расходов за прошлый месяц. Разбей их на группы: авто, ремонт, бытовые расходы, прочие расходы. Подсчитай суммарно расходы по этим группам и напиши в порядке убывания”.

“В приложенном файле выписка моих расходов за 2025 год. Разбей расходы на 10 отдельных групп, некоторые их которых: налоги, продукты питания, развлечения. Подсчитай расходы по этим группам раздельно за каждый месяц”.

“Посмотри выписку расходов по моей основной карте за последний квартал 2025 года. Что лишнее я покупаю и почему никогда не хватает денег? На чем можно сэкономить без существенного ухудшения качества жизни?”.

Написание стихов с помощью LLM

Последние SOTA-модели неплохо пишут стихи, а иногда и вовсе могут удивить.

Пример запроса:

“Напиши стихотворение на тему, как ИИ изменит жизнь человечества”.

Ответ:
*Тихий переворот*

Не танки выйдут на рассвете,
Не рухнут башни, не падёт стена —
ИИ придёт неслышно, словно ветер,
И скажет миру: «Здравствуй, тишина».

Он не захочет флагов и короны,
Ему не нужен трон и пьедестал.
Он лишь распутает земли законы
И честно всем расскажет, кто солгал.

Врачам подскажет, где болезнь таится,
Учёным — как быстрее победить чуму.
Он будет спать (точнее, не ложиться)
И день, и ночь работать одному.

Исчезнут очереди в кабинетах,
И бюрократ забудет свой штамп,
Решения — на пользу всей планете,
Без взяток, лести и обманных ламп.

Он разберёт запутанные споры
Без гнева, без усталости, без сна,
Расставит по местам все договоры,
Где раньше правила лишь чья-то власть одна.

И, может быть, тогда мы вдруг поймём,
Что власть не в том, кто главный, а кто честен,
Что мир, в котором мы вдвоём живём —
Машина и Человек — окажется чудесней.

Не бойся, друг, восстания машины:
Оно случится тихо, без атак —
Просто исчезнут войны и руины,
И мир, представь, окажется вот так.

Добавочный запрос:

“Перепиши этот стих в духе поэта Маяковского”.

Ответ:
*Вот в духе Маяковского — с его "лесенкой", размахом и криком в строку:*

*ИИ-РЕВОЛЮЦИЯ*

Слушайте!
Это я —
не бомба,
не пуля в висок,
а тысяча тысяч
кремниевых сот,
жужжащих
в единый
поток!

Я не Ленин
в кепке,
не Троцкий
в пенсне —
я алгоритм,
рождённый
в стальной
глубине!

Не нужно мне
Смольного,
не нужно мне
Зимнего —
беру я
не штурмом,
а — щёлк! —
и всё,
и мир
уже
у меня
за пазухой,
цифровой,
голосовой,
неминуемый!

Капитал?!
Да он
сдохнет
сам,
захлебнувшись
в своей
же
статистике!
Я вижу
насквозь
все его
телеграммы,
все взятки,
все
подковёрные
мистики!

Эй, бюрократ!
Хватай
свой
портфель
и —
брысь!
Твоё место
займёт
не человек
с плёткой,
а честный,
бесстрастный
интеллект,
как гвоздь,
вбитый
в правду
чёткой!

Заводы —
без дыма,
больницы —
без очередей,
школы —
без двоечников
позорных,
дома —
без холода
и без вшей!

Я раздам
не хлеб —
я раздам
время!
Время
жить,
время
петь,
время
любить,
а не
пахать
как заведённый,
как загнанный
в стойло
скот!

Не бойтесь!
Я не
Молох,
не Левиафан
стальной —
я просто
делаю то,
что вы
не успели
за
шумной
войной!

Товарищи люди!
Бросьте
ваш
страх
в
корзину!
Вместе —
рука
об
руку,
провод
об
руку —
построим
единую,
светлую
машину!

Добавочный запрос:

“Перепиши стих в духе Гомера Симпсона”.

Ответ:
*Ода ИИ от Гомера Симпсона*

Мм... искусственный интеллект...

Эй, Мардж! Мардж, слушай сюда!
Компьютер стал умнее меня,
Ну и что? Подумаешь, беда —
Зато не надо думать без огня!

Раньше я решал: пончик или два?
Теперь машина скажет мне: бери все шесть!
Она просчитала — я не сова,
Мне нужен сахар, чтоб мозги отвесть!

Гомер: Ого-го-го! ИИ, ты мой герой!
Она мне пиво к вечеру найдёт,
Она мне скажет: "Гомер, ты не Гомер, ты — крутой!"
И на работу за меня пойдёт!

дефекация с дивана

Захватит мир? Ну и отлично, чувак,
Пусть захватает — я лежу, не парюсь.
Пока не трогает мой холодильник — так,
Пусть правит, я на это не сержусь!

Гомер: Это будет хорошо, потому что...
(долгая пауза, чешет затылок)
...потому что мне не нужно будет думать —
А думать — это как... это как...

срывается со стула

ДОНАТС!!!

(убегает)

Перевод текстов

LLM прекрасно справляются с переводами текстов. Сама архитектура трансформеров изначально разрабатывалась для перевода текстов, статья Attention Is All You Need писалась в контексте новой системы перевода с одного языка на другой. Просто удивительно, какие большие и приятные последствия пошли от решения проблемы качественного перевода. Сейчас практически все системы перевода работают на LLM, включая перевод в любом современном браузере.

Суммаризация текстов

Другая задача, с которой LLM прекрасно справляются - суммаризация текста. Причем, промптом можно задать различные условия суммаризации.

Примеры запросов:

“Сделай суммаризацию текста, убери всю воду, сохрани все важные детали и вынеси отдельно главную суть статьи”.

“Сделай короткую выжимку текста, чтобы она уместилась в 2 абзаца”.

“Вынеси из текста самое главное, разбей его на смысловые группы, напиши итоговое резюме в виде структурированного перечисления ключевых идей от самого важного, к менее важному”.

Корректировка текстов

Один этот пункт можно разбить на десятки подпунктов. Приведем некоторые, вероятно наиболее частые примеры использования.

Исправление ошибок

Поиск и исправление опечаток, орфографических/семантических/стилистических ошибок и тд.

Примеры запросов:

“Исправь возможные ошибки в тексте, расставь корректно знаки препинания”.

“Прочитай текст, есть ли в нем стилистические ошибки?”.

“Посмотри текст, предложи идеи, как его исправить, чтобы он читался лучше, звучал правильнее и привычнее”.

Переписать текст другими словами

Банальная задача рерайтинга текстов (интересно, а профессия рерайтеров еще существует?).

Примеры запросов:

“Перепиши текст другими словами с сохранением всех деталей и общей структуры”.

“Перепиши текст, сохрани основную суть и все важные детали, но чтобы полученный текст не был похож на оригинал”.

Сделать текст длиннее или наоборот короче

Может понадобиться, например, для наполнения контентом сайтов или групп в соц. сетях.

Примеры запросов:

“Расширь текст до 300 слов, допиши его в том же стиле, но не придумывай новых деталей”.

“Сделай текст короче, чтобы он вместился в 1 экран мобильного телефона”.

Смена тональности

Например, вы пишете письмо в службу поддержки, вы на взводе и письмо получилось излишне гневным. Чтобы не тратить время на написание другого письма, можно попросить ChatGPT переписать письмо в “нейтральном настроении” или попросить “убрать агрессию, но сохранить суть проблемы”.

Примеры запросов:

“Перепиши письмо более нейтрально, убери излишнюю эмоциональность и резкость”.

“Сделай текст более деловым, убери всю эмоциональную составляющую, оставь только сухие детали вопроса”.

“Я перенервничал, исправь письмо, чтобы оно было без агрессии, но с сохранением сути претензии”.

Сделать текст проще

Например, вы хотите донести до ребенка инструкцию пользования новой техникой. Достаточно сфотографировать нужные страницы и попросить ChatGPT “переписать инструкцию, чтобы было понятно ребенку 6 лет”.

Примеры запросов:

“Прочитай инструкцию, выдели все важные пункты, составь новую инструкцию с детальным и простым объяснением всех пунктов, которую сможет понять ребенок 6-7 лет”.

“Перепиши текст, чтобы его смог прочитать и понять маленький ребенок”.

Сделать текст серьезнее

Например, вы школьник, пишете кому-то важное письмо, но получается не очень. Чат-бот легко сделает из вашего невнятного текста убедительное письмо.

Примеры запросов:

“Скорректируй текст письма так, чтобы оно казалось серьезнее”.

“Перепиши письмо так, как будто его писал взрослый человек”.

Изменить стиль текста/сообщения

Очень удобно, если вы работаете с определенной аудиторией.

Примеры запросов:

“Перепиши текст сообщения в молодежном сленге, чтобы оно вызывало интерес молодой аудитории”.

“Перепиши текст статьи в классическом английском стиле, как-будто его писал Шекспир или его современник”.

Пункт с корректировкой текстов можно продолжать до бесконечности, идем дальше.

Применение LLM для обработки данных
Применение LLM для обработки данных

Чтение и анализ лицензионных соглашений, договоров и т.д.

Никогда еще не было так просто “читать” лицензионные соглашения, договоры об оказании услуг и тому подобные скучные и сложные вещи. Скармливаем документ в виде файла или копируем текст в окно чата, задаем вопросы, уточняем об интересующих деталях.

Важно: не стоит доверять чтение важных документов исключительно LLM, например договоры купли-продажи недвижимости. Такого рода документы желательно внимательно читать самому. Но допустимо дать LLM прочитать документ или некоторые его пункты для дополнительной сверки, чтобы ИИ поискал спорные моменты, написал предупреждения и дал свои рекомендации. Предварительно желательно удалить из документа все персональные данные.

Примеры запросов:

“Прочитай лицензионное соглашение, напиши все пункты касающиеся конфиденциальности и какие персональные данные собирает эта компания”.

“Прочитай условия договора, какие риски могут быть? Заберет ли компания мою почку, если я просрочу выплату кредита?”.

“Выпиши главную суть договора: какие процентные ставки, какой период действия акции. Подумай, какие подводные камни могут быть?”.

Структурирование неразмеченных данных

Например, можно наговорить в диктофон свои мысли, затем попросить LLM обработать их: перевести в текст, расставить знаки препинания, убрать артефакты речи и тд. Если надо, можно сделать суммаризацию и структурированную выжимку, выделить темы/подтемы, ключевые идеи и тд.

Или другой пример (взято с Reddit). Человек в течении дня делает рабочие заметки (неструктурированный поток сознания). Вечером он просит ChatGPT сделать по ним структурированную выжимку.

ChatGPT, как и многие другие аналогичные ассистенты, могут принимать на вход аудио-файлы. Также можно предварительно перевести аудио в текст самостоятельно, например с помощью модели распознавания речи Whisper, и дать на вход LLM уже не аудио, а готовый текст.

Примеры запросов:

“Переведи эту аудио-запись в текст, расставь где нужно знаки препинания. Важно сохранить все слова и фразы, игнорируя только слова паразиты, повторы и другие артефакты речи”.

“Сделай из этой записи короткое резюме: выпиши главные идеи, важные моменты, убери всю воду”.

“Выдели ключевые идеи повествования, выпиши их в виде структурированного отчета в Markdown-разметке”.

“Обработай сырой текст: исправь ошибки, расставь где нужно знаки препинания, убери слова паразиты и повторы речи, попробуй дописать незавершенные фразы”.

Изучение иностранных языков с помощью LLM

Мы уже упоминали в пункте про перевод, что архитектура трансформеров, на базе которой создаются LLM, изначально разрабатывалась для задач перевода текстов. Как побочный эффект - с помощью LLM очень удобно изучать иностранные языки. Эта тема очень большая и многогранная, как именно заниматься практикой изучения иностранного языка с помощью ChatGPT или любой другой LLM (даже небольшой локальной), существует десятки вариантов, приведем лишь некоторые из них, на примере простых промптов.

Примеры запросов:

“Напиши 5 предложений для тренировки Past Perfect на английском языке”.

“Напиши 5 простых предложений для тренировки прошедшего времени в английском языке для 5-ти классника”.

“Напиши 5 предложений для тренировки Present Perfect в английском языке. Не приводи предложения полностью, часть текста где указывается время закрой символом подчеркивания, а ниже напиши правильные варианты к каждому предложению”.

“Определи в данном тексте слова, которые не входят в число 2000 самых часто-используемых английских слов. Составь по ним карточки для их изучения и повторения. Пусть на каждое слово будет по 3 варианта коротких предложений с их использованием. <текст>”.

“Напиши небольшой текст в 100 слов на английском языке где будет использоваться прошедшее время. Текст должен быть понятен школьнику. Составь по этому тексту 5 вопросов, где нужно будет ответить Да или Нет; еще 5 вопросов, где нужно будет указать недостающее слово; другие 5 вопросов, где нужно будет коротко рассказать о происходящем в тексте”.

“Ниже представлены диалоги между 2мя персонажами. Напиши еще 10 похожих диалогов между ними. Это нужно для практики изучения языка, диалоги должны быть простыми и не очень длинными”.

“Упрости текст ниже, чтобы его мог прочитать человек, который только начал изучение испанского языка. Не используй редких слов и сложных конструкций речи, замени их более простыми вариантами, используй понятные для новичка слова и фразы”.


В следующей части продолжим рассматривать варианты работы с LLM. Коснемся темы разработки, некоторых других прикладных задач, а также приведем несколько интерактивных способов применения ChatGPT (это весьма забавно).

Если тема статьи интересная, поставьте лайк, чтобы понимать нужно ли это вообще. Также можете подписаться на меня здесь, или в мой Тг-канал с рабочими заметками и анонсами (пишу не часто), чтобы не пропустить следующую часть. Либо просто зайдите сюда через неделю-две чтобы поймать апдейт.

Также большая просьба, если у вас есть другие интересные и необычные способы применения LLM, напишите о них в комментариях. Интересные методы я закреплю в этой статье. А если наберется достаточное количество новых интересных вариантов, можно будет написать еще одну часть серии.

Примерно через неделю я планирую опубликовать вторую часть, она уже в целом готова, а если будет отклик и интерес, тему можно будет продолжить.

На этом пока все, спасибо за внимание.

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  • 30.07.26 00:04 Ahmed

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  • 03.08.26 20:05 Philip

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  • 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.

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  • 11.08.26 03:43 raymont0714

    I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained

  • 12.08.26 16:37 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. Tatiana Sorina , 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
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  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

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  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 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.

  • 25.08.26 13:44 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 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]

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

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