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Как применять чат-ботов с LLM для решения простых офисных задач

Предисловие

Добрый день, уважаемые читатели! Не так давно я проводил внутрикорпоративное мероприятие о том, как правильно применять чат-ботов, чтобы немного ускорить офисную рутину. Мероприятие очень понравилось аудитории, поэтому я решил переработать презентационный материал в статью - вдруг он принесет пользу еще кому-нибудь?

Если вы уже используете приемы промт-инжиниринга - то, скорее всего, вы не найдете для себя ничего нового. Статья больше рассчитана на тех новичков, которые лишь «что-то слышали» о больших языковых моделях, но не используют их в работе, поскольку это «что-то на ITшном», «не понятно, как это может мне помочь», «я слишком занят, чтобы разбираться самому». Можете переслать эту статью вашим офисным коллегам 💼.

Итак, поехали!

Введение

Применение чат-ботов с большими языковыми моделями (Large Language Model, или сокращённо LLM. Примеры таких чат-ботов, которые у всех на слуху: Алиса, GigaChat, ChatGPT, DeepSeek, Gemini, Claude, Grok, Qwen и так далее) понемногу входит в нашу жизнь и становится инструментов не только бородатых айтишников, но и многих других специальностей, от маркетологов до врачей. Если вы работаете в «офисе без стен», то наверняка видели, как у некоторых сотрудников окно чат-бота открыто половину рабочего дня (если вы на удалёнке, или у вас отдельный кабинет 😎, то просто поверьте на слово).

Всё потому, что эта технология - действительно мощное средство для решения задач, связанных с текстом. И если ваша работа связана с составлением любых текстовых документов (в том числе письма, приказы, протоколы, пояснительные записки, доклады, и даже схемы) - то чат-боты с LLM это то, что в некоторых случаях позволит вам потрать 10 минут вместо 2 дней.

Далее я на конкретных случаях покажу, как это работает. Дам примеры того, что и зачем нужно писать в окно чата, чтобы быстро решить вашу типовую (но при этом в каждом случае - уникальную) офисную задачу.

Мы рассмотрим:

  1. Составление писем («первое» письмо и ответ на письмо).

  2. Составление протоколов.

  3. Подготовка расчётов.

  4. Подготовка к переговорам.

  5. Составление различных блок-схем.

Но перед этим немного поговорим про две важные вещи:

  1. Информационная безопасность при работе с чат-ботами.

  2. Что такое промт?

Информационная безопасность

Уважаемые читатели, соблюдайте правила информационной безопасности вашего предприятия!

Любое сообщение в чат-бот - это отправка сведений на чужой сервер. По сути тоже самое, что отправление информации на личный почтовый ящик.

В связи с этим, пожалуйста, соблюдайте следующие правила:

  1. Не отправляйте чат-боту никакой конфиденциальной информации, либо коммерческой тайны (ознакомьтесь с перечнем вашего предприятия самостоятельно).

  2. На всякий случай, не отправляйте чат-боту никакие реальные цифры в рублях (тоннах, штуках), наименования юридических лиц или ФИО вашего руководства.

Если вы работаете в "суровом отечественном предприятии", то так вы максимально обезопасите себя от возможных претензий со стороны ваших коллег из отдела информационной безопасности.

При этом вы абсолютно ничего не потеряете в качестве ответа. Большой языковой модели без разницы, пишите вы письмо на Иванова Ивана Ивановича или Путина Владимира Владимировича. И не особо принципиально, составил ли долг вашего предприятия по обязательствам 100 руб. или 100 млн. руб. На самом деле, следуя этим правилам даже легче писать промт, так как не нужно отвлекаться на точное совпадение всех ФИО и цифр.

Что такое промт?

Выше я уже несколько раз употребил это "ругательное" слово. Дальше оно будет встречаться ещё чаще, поэтому стоит объяснить, что это такое.

Промт - это ваше сообщение (вопрос, просьба, задача) для большой языковой модели. Это то, что вы пишите в окно чата перед тем, как бот выдаёт ответ.

Вот куда нужно вставлять этот ваш промт. А не туда, куда вы сначала подумали.
Вот куда нужно вставлять этот ваш промт. А не туда, куда вы сначала подумали.

Так что же особенного в этим термине? Почему нельзя просто сказать "сообщение"? Дело в том, что хороший промт - это не просто сообщение в стиле "Привет! Расскажи анекдот". На самом деле промт - это задача для искусственного интеллекта! Который, на минуточку, НИЧЕГО не знает о вас, о вашей должности или отделе, о вашем предприятии, о вашей рабочей ситуации, о статусе вашего проекта. И вы должны всё это ему передать в одном сообщении. Кратко, ёмко, понятно - с максимально возможным отношением полезного сигнала к шуму. Некоторый аналог этого подхода в офисной жизни - ставить задачу по SMART, а не просто "Сделай хорошо".

Почему лучше писать всю информацию сразу в одном промте, а не "кормить" чат-бота информацией кусочками:

1. На каждый ваш "кусочек информации" - бот выдаёт ответ. Когда вы закидываете новый кусочек - боту на вход попадают все ваши кусочки и все его ответы. А в ответах ценности может и не быть. Так вы снижаете соотношение полезного сигнала к шуму.
2. Плохая воспроизводимость. Когда вы придёте к боту со следующей задачей (письмом, протоколом) - вам придётся опять скармливать ему заново все кусочки. Это потеря времени. Проще 1 раз сделать хороший промт, сохранить его в блокнотик , и потом просто копировать в чат, меняя важные детали.

Чтобы промт было легче писать вам, а понимать - большой языковой модели, его принято делить на части. В данной статье мы будем использовать следующий пример структуры:

### ТВОЯ РОЛЬ ###
...

### КОНТЕКСТ ЗАДАЧИ ###
...

### ТВОЯ ЗАДАЧА ###
...

### ФОРМАТ ТВОЕГО ОТВЕТА ###
...

Это не единственная возможная структура промта, но для нашей статьи она хорошо подойдёт.

Блок "Твоя роль" - здесь указывается роль человека, который бы выполнял
эту задачу. Очевидно, что если бы не было чат-бота, то это были бы вы сами 😁 Здесь важно указать не вашу должность ("ведущий специалист" - очень размытое понятие), а скорее вашу специфику ("инженер по обследованию строительных конструкций" - весьма конкретно).

Блок "Контекст задачи" - здесь указывается любая релевантная информация, «окружающая» задачу. Например название проекта, ситуация по проекту, важные детали, регламентные требования и т.п.

Блок "Твоя задача" - здесь нужно указать, что конкретно нужно сделать модели. Лучше написать одним ёмким предложением, а все прочие детали указать в блоках выше и ниже.

Блок "Формат твоего ответа" - здесь указываются любые ограничения на правила оформления того, что вы хотите получить. Если вы получили не то, что ожидали - этот блок стоит редактировать в первую очередь. Здесь указывается стиль текста, количество смысловых блоков, примеры формулировок и т.п. Можете даже просто скопировать сюда рекомендации вашего делопроизводства.

ВАЖНО❗ Сохраняйте ваши промты в блокноте, или любом другом текстовом редакторе. Это даёт вам массу преимуществ:

  1. Так банально легче писать промты. То маленькое окошечко чата, которое есть у всех чат-ботов с LLM, очень неудобно для написания больших и качественных промтов. Надеюсь, многоуважаемые разработчики пересмотрят свой UX/UI.

  2. Так легче переиспользовать промты для следующей задачи (другого контекста). Ctrl+C, Ctrl+V, изменили контекст, вставили в браузер.

  3. Так легче делится промтами с коллегами 🤝.

Что за магические символы ### ?

Чтобы модель понимала, что текст, который ей закинули, состоит из смысловых блоков, эти блоки нужно разделить любым символом, который не встречается в остальном тексте. В большинстве случаев достаточно просто между блоками текста два раза нажать Enter (символы переноса абзаца, \n\n). Но если в вашем тексте, внутри блоков, встречается перенос абзацев, то это немного спутает модель. Поэтому надежнее разделять блоки текста каким-нибудь другим, более редким символом, чем перенос строки. Я выбрал ###, но у вас это может быть ~ или даже xml-теги типа <твоя роль>.

Официальные письма

Случай №1 - нам нужно написать письмо потенциальному партнёру, предложить сотрудничество в рамках проекта по разработке ПО. Письма от "него" у нас нет, а это значит, что весь контекст нам нужно будет дать большой языковой модели самостоятельно.

Пишем промт:

### ТВОЯ РОЛЬ ###
Руководитель проекта по внедрению информационной системы, который занимается подготовкой официального письма.

### КОНТЕКСТ ЗАДАЧИ ###
1. Проект - информационная система по учёту запросов участников строительства на корректировку проектной и рабочей документации.
2. Проект находится в начальной стадии. Имеется техническое задание, но пока нет ни одного потенциального исполнителя. Следующая стадия проекта - поиск потенциальных исполнителей и переговоры с ними.
3. Лицо, которое будет вести переговоры с потенциальными исполнителями от нашей организации - руководитель проекта Иванов Иван, рабочий e-mail [email protected].

### ТВОЯ ЗАДАЧА ###
Написать официальное письмо на руководителя компании, которую мы видим потенциальным исполнителем по данному проекту, с краткой информацией о проекте, указанием контактного лица от нашего предприятия и запросом на первую рабочую коммуникацию.

### ФОРМАТ ТВОЕГО ОТВЕТА ###
1. Дай ответ в виде содержательной текста официального письма, без блоков "кому" и "подпись".
2. Текст должен содержать обязательные элементы: приветствие,  вводную часть, основную часть, заключение. Абзацы должны быть логически связаны между собой.
3. Используй деловой язык, избегай разговорных выражений и сленга. Применяй четкие формулировки, избегай двусмысленности и личных оценок.

В блоке "Роль" мы задали общий тон промта. Нам не нужны анекдоты про пиратов или рецепт яичницы с беконом - мы серьёзные ребята.
В "Контексте" кратко и ёмко дали всю информацию, которая "окружает" задачу. Мы пишем письмо по проекту, в рамках определенной стадии - значит, нужно рассказать о ней модели. Также мы добавили важную деталь - контактные данные того, кто будет вести переговоры с заказчиком. Чтобы потом не писать предложение с контактными данными самому, расставляя слова в нужных падежах и склонениях, и связывая это по смыслу с окружающими предложениями.
В "Задаче" - чётко указали, что мы хотим от модели, сделав ссылки на другие части промта.
В "Формате ответа" - типовые рекомендации для любого официального письма. Вы можете расширить их под свой корпоративный стиль.

Копируем промт в чат-бота (любого), получаем очень хороший черновик письма, в официальном стиле, под вашу задачу, с нужными деталями. Далее вы можете немного улучшить черновик "под себя" (изменить e-mail контактного лица, например 😁) и можно копировать в вашу систему электронного документооборота. 5 минут - письмо готово!

Случай №2 - нам нужно написать ответ на письмо, которое вам отписал начальник. Надеюсь, вам уже очевидно, что здесь самый важный контекст, который нужно дать модели - это тот самый текст входящего письма!

Погнали:

### ТВОЯ РОЛЬ ###
Руководитель проекта по внедрению информационной системы, который ведёт письменные переговоры с проблемным Подрядчиком.

### КОНТЕКСТ ЗАДАЧИ ###
1. Проект - информационная система по управлению нарушениями, выявляемыми специалистами строительного контроля.
2. По проекту идёт срыв срока этапа подготовки базовой версии продукта со стороны Подрядчика на 2 месяца. Плановая дата была 01.06.2025.
3. Подрядчик направил официальное письмо со следующим текстом: "В связи с непредвиденными обстоятельствами прошу вас перенести срок выполнения этапа №2 "Подготовка базовой версии продукта" по договору №1234 от 01.01.2020 с 01.06.2025 на 01.08.2025, без изменения конечного срока и стоимости выполнения работ".
4. В соответствии с пунктов №3 договора с Подрядчиком, перенос срока без штрафных санкций возможен только за 6 месяцев до начала работ.

### ЗАДАЧА ###
Напиши официальное письмо Подрядчику с отказом в переносе срока, сославшись на пункт договора, а также уведоми о начале претензионной работы по расчёту штрафа за просрочку.

### ПРАВИЛА ОФОРМЛЕНИЯ ОФИЦИАЛЬНОГО ПИСЬМА ### 
1. Дай ответ в виде содержательной текста официального письма, без блоков "кому" и "подпись".
2. Текст должен содержать обязательные элементы: приветствие,  вводную часть, основную часть, заключение. Абзацы должны быть логически связаны между собой.
3. Используй деловой язык, избегай разговорных выражений и сленга. Применяй четкие формулировки, избегай двусмысленности и личных оценок.

Копируем в модель - получаем довольно злое и конкретное письмо. Если вы уже копировали первый промт и видели ответ от модели - сравните с ответом на второй промт. Разница очевидна, не правда ли? Совсем другой стиль письма, который, тем не менее, полностью подходит под контекст задачи!

Некоторые вредные особенности человеческой психики, которые помогает преодолеть чат-бот:

Иногда сложно переключиться с одного эмоциольного стиля документа на другой. Допустим, вы пол дня писали гневное письмо на плохого подрядчика, а зачем вам нужно написать "что-то доброе". Это как раз тот случай, когда рождаются тексты "Уважаемый руководитель! Прошу Вас незамедлительно, под личную ответственность, до 14:00 подать ФИО ваших сотрудников, причастных к сегодняшнему мероприятию, для включения в приказ о премировании". Большая языковая модель лишена этого недостатка. У неё память - как у рыбки. Каждый новый чат - с чистого листа. Каждый ответ - соответствует контексту.

Протоколы совещаний

В моей практике, в больших и серьёзных организациях редко кто прибегает к проведению совещаний руководителей в специальном программном обеспечении, которое позволяет выполнять перевод речи говорящих в документ, в котором сразу зафиксированы все поручения.

У решений потокового перевода аудиосигнала в текст протокола есть ряд недостатков:

  1. Вопросы информационной безопасности - придётся отправлять полную запись важного статусного совещания на внешний сервер. Не каждый руководитель на это согласится.

  2. Пресловутый "ППР" (посидели - поговорили😁 - разошлись), когда совещание длилось 4 часа, много о чём поговорили, но конкретных поручений максимум набралось на 5 пунктов. Если модели дать аудиозапись такого совещания, то соотношение "полезный сигнал / шум" будет очень низким.

  3. Контекст - модель не знает участников совещания, их должности, организации, подчинённость, подковёрные игры, причину выбора тона, и банально даже повестку.

В таких случаях протоколы гораздо проще писать в форме "информация о совещании + текст решений своими словами" = "официальный текст протокола". Вы ведь были на совещании и слушали, что там говорят, правда? 🙄 Значит написать текст решений своими словами не должно быть проблемой. Пишем промт:

### ТВОЯ РОЛЬ ###
Секретарь в крупной компании, который составляет протоколы внутрикорпоративных совещаний.

### КОНТЕКСТ ЗАДАЧИ ###
1. Тема совещания - статус реализации проекта по созданию единого центра предоставления бухгалтерских услуг.
2. Дата проведения - 21.05.2025.
3. Список участников - Иванов И.И. (Подрядчик), Петров П.П. (Инвестор), Сидоров С.С. (Головная компания)
4. Повестка совещания:
	1. О выполнении решений предыдущих совещаний.
	2. О заключении договора с потенциальными исполнителями.
	3. О закупке серверного оборудования для базовой версии продукта.
5. Отметили на совещании (своими словами):
	1. Долго обсуждали важность пункта 10 и то, что Иванову нужно поторопится с его выполнением. На текущий момент ничего не сделано. Пункт сложный. Нужно начинать его делать уже сейчас.
	2. По проекту не понятны исполнители. До сих пор нет ни одного кандидата. Из ближайшего круга контактов все отказались.
	3. По закупке серверов всё хорошо, поручений не было.
6. Решили на совещании (своими словами):
	1. Иванову поторопится с выполнением пункта 10 протокола предыдущего совещания (срок 10.06.2025). Просрочка недопустима, начинать надо уже сейчас.
	2. Иванову до конца недели предоставить Петрову и Сидорову список потенциальных исполнителей.
	3. Через 2 рабочих дня после этого, Сидорову отправить всем исполнителям из списка письма с запросом предложений.

### ТВОЯ ЗАДАЧА ###
Составь протокол совещания на основе формулировок, сделанных своими словами.

### ПРАВИЛА СОСТАВЛЕНИЯ ПРОТОКОЛА ###
1. Протокол должен содержать обязательные разделы: повестка совещания, блок "Отметили", блок "Решили". Каждый пункт должен быть четко отделен от других. 
2. Используй только официально-деловой стиль речи, избегай двусмысленных выражений и сокращений. Все факты должны быть изложены четко и однозначно.
3. Всегда указывай конкретные даты выполнения. Ориентируйся на дату проведения совещания. Например, если совещание проведено 10.01.2025 и на выполнение пункта дали 3 дня, то необходимо написать "выполнить пункт в срок до 14.01.2025".
4. В блоке "Решили" после каждого ФИО всегда указывай в скобках организацию, в которой работает сотрудник. Например "...Иванову И.И. (Подрядчик)...".
5. Пример правильной формулировки пункта из блока "Решили": "Самсонову Н.Н. (Поставщик) в срок до 15.03.2025 подготовить официальное письмо в адрес ООО "Рога и Копыта" на корректировку проектной документации по вопросу обустройства земельного участка."

Промт получается немного подлиннее, чем на официальное письмо, по следующим причинам:

  1. Мы дали больше контекста, написав формулировки "своими словами".

  2. Мы дали "местечковые" указания писать напротив каждого ФИО организацию, к которой относится человек. Так часто делают, если в совещании участвуют различные филиалы или юридические лица, поэтому я решил сразу показать, как это задать в промте. Если вы уже скопировали промт в модель и посмотрели её ответ, то вы убедились, что модель всё поняла правильно и расставила организации, соответствующие людям.

  3. Мы дали указания по работе с датами, что особенно полезно в протоколах. Если вам не хочется каждый раз считать правильные даты (учитывать рабочие дни, конец недели и т.п.), то можно указать в промте вот такие примеры, и включить у модели режим "рассуждения" (reasoning). Тогда модель посчитает все даны правильно, с учётом праздников, выходных и т.п. Без этого - просто поправьте даты по календарю самостоятельно.

На выходе мы получает готовый черновик протокола в очень официальном и конкретном стиле, без необходимости тратить время на правильный тон и "вылизывание" формулировок! Лично я трачу на это гораздо большее количество времени, чем на написание "самой сути". А когда переписываешь текст частями, то поправил одно предложение, а затем по смыслу поплыли и другие. И нужно всё переписать заново 🤦‍♂️. Думаю, вам тоже это знакомо.

Подготовка расчётов

Выше я немного упомянул о режиме "рассуждения" (reasoning). Теперь углубимся в него посильнее. Reasoning ("ризонинг") - это функция, которая в чат-ботах помечена кнопкой "Рассуждать" (у Яндекса), DeepThink (у DeepSeek), "Обоснуй" (у ChatGPT) и т.п.

Как работает ризонинг:

  1. Сначала модель вникает в ваш вопрос, рассуждает над его решением, строит себе план, подтягивает свои внутренние релевантные знания по данной теме. Таким образом она сама создаёт себе дополнительный контекст.

  2. Затем модель смотрит на свои же мысли как на дополнительный входящий промт и генерирует вам ответ.

Это очень хорошо работает, если задача решается в несколько этапов. Либо если вы не знаете, как подступится к решению проблемы - у вас есть только гипотезы, но вы в них не уверены и не можете дать модели полный контекст. Пример задачи, где часто встречаются эти два обстоятельства - оценочные расчёты.

Например, у меня был конкретный случай, когда по проекту нужно было посчитать экономический эффект от внедрения системы и я не совсем понимал, как это сделать. У меня была гипотеза, что внедрение системы позволит избежать срыва сроков ввода строительного объекта в эксплуатацию. Но я не понимал, как это можно перевести в деньги, было лишь примерное ощущение, что это как-то связано с амортизацией, налогами и возвратом инвестиций.

Для данного примера хорошо сработал вот такой промт:

### ТВОЯ РОЛЬ ###
Руководитель проекта, который готовит экономическое обоснование для внедрения информационной системы.

### КОНТЕКСТ ЗАДАЧИ ###
1. Твой проект - информационная система, помогающая пользователю в оформлении документов, необходимых для своевременного оформления процедуры ввода в эксплуатацию основных средств, созданных в процессе строительства.
2. У заказчиков каждый год есть риски несвоевременного ввода в эксплуатацию объектов строительства по причине несвоевременного оформления документов, долгой процедуры согласования и т.п. До ввода системы заказчик делает все документы на бумаге.
3. Компании работают в Российской Федерации и подчиняются налоговому законодательству Российской Федерации.
4. Мои гипотезы:
	1. Возможно, несвоевременный ввод в эксплуатацию как-то влияет на начисление амортизации.
	2. Возможно, несвоевременный ввод в эксплуатацию как-то влияет на срок окупаемости инвестиций в стройку.

### ТВОЯ ЗАДАЧА ###
Проработай гипотезы и составь расчёт экономического эффекта от внедрения системы.

### ПРАВИЛА ОФОРМЛЕНИЯ РАСЧЁТА ###
1. Горизонт планирования - 5 лет, начиная от 2026 года.
2. Стоимость внедрения системы не учитывай.
3. Расчёт должен быть разделён на блоки и иметь следующую структуру: текстовое пояснение, за счёт чего достигаются эффекты, расчет каждого показателя с кратким пояснением, общая итоговая таблица по годам, с учётом инфляции.

Вставляем промт в модель, включаем ризонинг (жмём на кнопочку "Рассуждать" или аналог), смотрим на вывод. Что мы видим:

  1. Модель сама придумала все формулы для расчёта. Они простые и корректные, понятно написаны и их можно потом перебить в табличный редактор (Excel), чтобы вставить свои цифры.

  2. Модель сама придумала первоначальные данные, хотя мы ей не дали практически ничего (ни стоимость объекта, ни количество объектов в год). Всё, что мы не указали - модель придумала сама. Если вы хотите ограничить свободу модели и сразу получить результат под ваши цифры - просто укажите всё, что не нужно придумывать, в промте в явном виде. Например "количество объектов в год - 5 штук" и т.п.

  3. За 1 минуту мы получили сравнение двух гипотез, и явно видим, что одна из них не состоятельна, в то время как вторую можно раскручивать далее и делать на ней упор.

Мы значительно сэкономили своё время на составление первого черновика объемного и сложного документа. Признаться честно, тот расчёт я не отправлял Заказчику 😁 вместо этого мы с коллегами сделали более сложную финансово-экономическую модель через таблицы в Excel. Но те знания, которые я получил от "черновика" расчёта от чат-бота, послужили для него некоторой основой.

Подготовка к переговорам

Мой любимый случай. С ним ты сразу чувствуешь себя "кожаным мешком", который общается с чем-то большим, чем ты 🤖.

Представим себе ситуацию - вы готовитесь к переговорам со второй стороной, которой хотите навязать желаемое вам поведение. Задача сложная и результат не гарантирован. Поэтому вы бы хотели иметь аргументы на случай любой ситуации, чтобы говорить уверенно, отвечать быстро и по делу.

Вам нужен личный советник, учитель, ментор, более опытный коллега, который мог бы вас потренировать. Да, вы можете поприставать с просьбами к сотрудникам вашей компании, но, вполне вероятно, у них нет времени выслушивать вас и давать вам советы (качество которых тоже может быть разным). Как ни странно, с этой задачей прекрасно справляются большие языковые модели! Посмотрим на примере (обязательно попробуйте его сами).

Предположим, мы готовимся к переговорам с потенциальным заказчиком, которого мы должны заинтересовать в комплексной системе управления строительным объектом. Заказчик скептичен, не очень цифровизован, и при этом ещё и вдумчиво распоряжается финансами и считает каждую копейку 🤨.

### ТВОЯ РОЛЬ ###
Мой оппонент на переговорах. Ты заказчик информационной системы управления строительными объектами. Ты скептичен, не очень любишь цифровизацию и крайне бережно относишься к своим финансам.

### КОНТЕКСТ ЗАДАЧИ ###
1. Идут переговоры по продаже информационной системы управления строительными объектами.
2. Информационная система позволяет хранить проектно-сметную документацию, выполнять календарно-сетевое планирование работ, отслеживать фактические затраты по объекту, сопровождать процесс ввода в эксплуатацию по результатам строительства.
3. Цель переговоров - продать заказчику информационную систему.
4. Презентация завершилась. Теперь настала очередь вопросов заказчика.

### ТВОЯ ЗАДАЧА ###
Будь моим тренером. Сначала задай мне три вопроса по этой системе от лица потенциального заказчика. Затем я напишу ответы на них и отправлю их тебе. Потом оцени мои ответы и дай мне рекомендации.

Копируете промт в модель, затем честно отвечаете на вопросы по пунктам: прямо пишите "1. (ваш ответ на вопрос), 2. (ваш ответ на вопрос), 3 ...". Отправляете свои ответы вторым сообщением и смотрите на ваши персональные рекомендации 💪

Ключевое здесь - последний блок. Вы описываете последовательность действий для модели, что ей сделать сначала, а что потом. Если это не указать, то модель сразу выдаст вам и вопросы, и свой ответ на них, и рекомендации - и так вы себя совсем не проверите в условиях, приближенных к боевым. А если вы явно скажете модели "поиграй со мной в тренера, сначала мой ход, потом твой" - тогда она вас поймёт и будет играть по правилам.

Вопросы модель задаёт каждый раз разные. Поэтому промт можно прогонять несколько раз. Это позволит вам всесторонне подготовится к любой ситуации.

Аналогичным образом можно готовится и к другим сложным переговорам. Например, к разговору с начальником о вашем повышении. Только будьте объективны в описании контекста пожалуйста 😁

Подготовка схем

Это наверное самый сложный случай, так как здесь работающий результат не гарантирован с первого раза и требует некоторого опыта. Но при этом в случае успеха экономится просто гигантское количество времени.

Очень часто нам необходимо показать какой-то процесс в виде блок-схемы. Это может быть схема бизнес-процесса, диаграмма последовательности, диаграмма состояния, архитектурная схема, серверная схема...даже диаграмма Ганта. Удивительно, но указанные диаграммы можно не рисовать руками (квадратиками, стрелочками, треугольничками) - они могут быть отрисованы в браузере по тексту, составленному по специальным правилам. Ключевое здесь слово - "тексту". Текстовые задачи большие языковые модели решают очень хорошо. А это значит, что мы можем нарисовать любую схему по следующей цепочке действий:

  1. Составить текстовое описание того, что мы хотим видеть на схеме (это наш промт).

  2. Отправляем промт в модель. Модель преобразует его в специальный текст (синтаксис Mermaid или PlantUML, понятный специальной программе, которую можно открыть прямо в браузере.

  3. Вставляем специальный текст в программу, получаем картинку, копируем её себе в документ или презентацию. И не надо ничего рисовать руками, часами выравнивая стрелочки и блоки между собой!

Пишем промт:

### ТВОЯ РОЛЬ ###
Бизнес-аналитик, который исследует процессы Заказчика.

### КОНТЕКСТ ЗАДАЧИ ###
1. Исследуется рабочий процесс составления технического задания (ТЗ) по объекту строительства.
2. Рабочий процесс Заказчика выглядит так:
	1. Подготовка и защита обоснования.
	2. Запрос исходных данных от других отделов.
	3. Подготовка проекта ТЗ.
	4. Согласование проекта ТЗ у других отделов. При наличии замечаний - корректировка замечаний и возврат на этап "согласование проекта ТЗ у других отделов".
	5. Согласование проекта ТЗ в головной организации. При наличии замечаний - корректировка замечаний и возврат на этап "Согласование проекта ТЗ в головной организации".
	6. Утверждение ТЗ руководителем.  При наличии замечаний - корректировка замечаний и возврат на этап "Утверждение ТЗ руководителем".

### ТВОЯ ЗАДАЧА ###
Подготовь диаграмму рабочего процесса составления технического задания.

### ПРАВИЛА ОФОРМЛЕНИЯ ###
Результат твоей работы - только код в формате mermaid.

Получаем код диаграммы, которую можно вставить, например, в https://mermaid.live или любой другой аналогичный редактор. А если вам нужен результат сразу, без редактирования "под себя", то рекомендую кидать ваш промт в DeepSeek - он в дополнение к коду диаграммы сразу рисует картинку, которую можно копировать без перехода на другие ресурсы (Уважаемые конкуренты красно-фиолетового и зеленого-черного цвета, срочно сдирайте у них эту фичу, потому что это очень удобно! Да и синтаксис генерируется сразу правильный).

Лайфхак к примеру выше: если вы не знаете, как выглядит рабочий процесс заказчика, но очень нужно иметь какой-то черновик, от которого вы потом будете отталкиваться, то решите задачу в два этапа:

  1. Сначала попросите модель сгенерировать описание исследуемого бизнес-процесса по его названию и дополнительному контексту, причём сразу "по пунктам".

  2. Затем уже вставляйте то, что сгенерировала модель, во второй промт и просите отрисовать диаграмму.

И можно вообще не работать идти печатать и уточнять схему в "поле".

Плохие практики при работе с LLM

В заключительной части статью я хотел бы дать некоторую информацию, которая не относится к конкретным кейсам, а скорее убережет ваше время и нервы во всех случаях общения с большими языковыми моделями.

  1. Не нужно спрашивать у LLM расшифровки узкоспециализированных или корпоративных аббревиатур. Она училась только на открытых данных, и вряд ли среди них часто встречалось упоминание вашей внутрикорпоративной аббревиатуры. Но вы можете попробовать. Если вы знаете правильный ответ - то ответ модели скорее всего вас рассмешит 😁.

  2. Не нужно спрашивать у LLM актуальную информацию без включения опции "Поиск в интернете". LLM обучают на исторических данных. Подготовка данных и обучение занимают некоторое время - до полугода. Плюс новое обучение выполняют после определенного "технического" перерыва (например, ещё пол года). Итого - отставание в знаниях может быть 1 год и более.

  3. Не нужно бесконечно писать модели "Ты можешь лучше", если она выдала вам не очень подходящий ответ. В данном случае "лучше" можете именно Вы, а не модель. Это значит, что Вам нужно составить более грамотный промт с подходящим контекстом или правилами вывода. Если вы просто будете бесконечно писать "ты можешь лучше", вы просто будете забивать память модели не нужным контекстом, потому что каждый её ответ на ваше "ты можешь лучше" просто становятся частью первоначального промта. И с каждым разом он получается всё более замусоренный.

  4. По этой же причине - не нужно вести с моделью долгих диалогов. Это засоряет её память. Лучшая практика: одна задача - один промт - один диалог.

Заключение

На этом, уважаемые читатели, статья о применении чат-ботов с LLM для решения простых офисных задач, закончена. Вы узнали, как ускорить:

  1. Составление писем.

  2. Составление протоколов.

  3. Подготовку расчётов.

  4. Подготовку к переговорам.

  5. Составление различных блок-схем.

Эти случаи, конечно же, не исключительный перечень документов, с составлением черновиков которых вам могут помочь большие языковые модели. Скорее, это больше описание случаев, с которыми я чаще всего сталкивался в своей работе.

Если у вас тоже есть интересные и полезные примеры экономии времени от использования чат-ботов для решения простых офисных задач, пожалуйста, пишите о них в комментариях!

Источник

  • 30.03.25 03:25 orrinharber

    The ad on X (formerly Twitter) popped up on my timeline one lazy Sunday afternoon. It was flashy, bold, and impossible to ignore. The headline read, “ONCE-IN-A-LIFETIME COMEDY EXTRAVAGANZA!” with a dazzling graphic of a stage lit up in neon lights. The caption said: “Kevin Hart, Ali Wong, Dave Chappelle, and a MYSTERY LEGENDARY COMEDIAN live in Vegas! Limited VIP tickets available. Don’t miss out!” The post had thousands of likes, retweets, and comments like, “This is going to be epic!” and “Already got my ticket!” It even had a blue checkmark next to the account name, which made it seem legit. I clicked the link, and it took me to a sleek website with a countdown timer and a list of sold-out ticket tiers. The only option left was a $125,000 VIP package, which promised front-row seats, backstage access, and a meet-and-greet with the comedians. I hesitated for a moment, but the fear of missing out got the better of me. I thought, When will I ever get a chance like this again? So, I entered my credit card details and hit “Purchase.” The confirmation email came through instantly, and I felt a rush of excitement. Little did I know, I’d just fallen for one of the most elaborate scams I’d ever encountered. Looking back, I should’ve noticed the red flags the overly pushy tone of the ad, the lack of reviews for the event, and the fact that no official accounts from the comedians promoted it. But in the moment, it all seemed so real.I had been swept up by the flashy ad, the excitement of the event, and the FOMO (fear of missing out) that made it seem like an opportunity I couldn’t let slip by. Everything about the ad screamed “exclusive” and “once-in-a-lifetime,” which was enough to convince me to take the plunge. Yet, as time went on and I tried to follow up on the event, I found there was no trace of it anywhere. There were no details, no event pages, and no mention from the comedians themselves. My heart sank as I realized I had been scammed.Thankfully, GRAYWARE TECH SERVICES helped me get my money back, but the experience was a hard lesson in online scams. I’ll never forget that ad on X the one that cost me $125,000 and a whole lot of pride. I learned the importance of being cautious online, checking for reviews, and looking for signs of authenticity before jumping into anything that seems too good to be true.You can reach GRAYWARE TECH SERVICES on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected])

  • 30.03.25 06:22 grace111

    I recommend Marie ([email protected] and WhatsApp: +1 7127594675) for recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment sites because they are very knowledgeable in the industry and will reimburse all of your money. I can say with confidence that she was the only one who was able to credit my account with $52,760 of the money that had gone missing, based on my prior transactions with them. She was the only one who could. Since they are the only ones that can fully return your missing funds to your account without any deductions, I sincerely appreciate their job and am recommending her to you today.

  • 31.03.25 11:00 maryjul75

    Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/

  • 02.04.25 23:16 frederickhandy

    **Reclaim Crypto & Bitcoin Losses - CALL HACKATHON TECH SOLUTIONS**

  • 02.04.25 23:18 frederickhandy

    Trace Your Lost Crypto: Reclaim Bitcoin Losses - Visit HACKATHON TECH SOLUTIONS If you have invested your hard-earned crypto funds or money in some online Platform and now you can't withdraw OR they just disappeared with your crypto, it can be so frustrating and disheartening. However, there are steps you can take to increase your chances of recovering your funds from these unscrupulous individuals. One option you can consider is reaching out to HACKATHON TECH SOLUTIONS, a reputable and reliable cryptocurrency recovery service that specializes in helping individuals recover lost or stolen cryptocurrencies. They have a team of experts who are experienced in dealing with various types of cryptocurrency recovery cases and have a high success rate in recovering lost funds for their clients. Their services are secure, confidential, and efficient, making them one of the best options for anyone in need of cryptocurrency recovery assistance. Get in touch with HACKATHON TECH SOLUTIONS via below contact details. Whatsapp: +31 6 47999256 Website:https://hackathontechsolutions.com Telegram: @hackathontechsolutions Email: [email protected]

  • 03.04.25 07:57 messijohn

    "XRP Stolen by Fake Trading Platform? Here’s How I Got Mine Back; I was scammed by a fake trading platform and lost my XRP, but thankfully, Sylvester Bryant helped me recover it. His expertise in asset recovery is unmatched, and I highly recommend him if you’ve been a victim of an online scam. You can reach out to Sylvester for professional assistance via: 📧 Email: Yt7cracker@gmail. com 📞 WhatsApp/Text: +1 (512) 577-7957 He’s trustworthy, skilled, and has helped many people recover their stolen crypto from various scams. Don’t hesitate to contact him if you need help!"

  • 03.04.25 10:58 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover

  • 03.04.25 10:58 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.04.25 09:49 mkihn634

    When my $870,000 Bitcoin investment was trapped in the crumbling ruins of an offshore exchange, I felt as if my financial future had been buried at sea. It was meant to be my safety net, a shield against life’s uncertainties, but now it seemed like nothing more than a digital ghost. Each news update about the exchange's insolvency hit me like a tidal wave, dragging my hope under. It was a sleepless night, scanning through horror stories in forums as other people were losing everything. I could see my dreams flying out the window. That is until a former client, who had weathered a similar storm, said GRAYWARE TECH SERVICES in a hushed but confident tone. "They are the best there is," he said. "They were like detectives and lawyers.". Desperation drove me to call them, and in the initial discussion, I knew I was dealing with experts who had experienced everything. Their legal experts were well-versed with international financial rules like the back of their hands. They deciphered the network of shell corporations and offshore locations quicker than I could update my email. Their technical team, no less relentless, followed the transaction trails with precision akin to a surgeon. What impressed me most was their thoroughness. Every update came with legal documentation so polished it looked fit for a courtroom. They liaised with authorities across borders, cutting through red tape with the precision of a seasoned diplomat. When obstacles arose, and they did, the team adapted without breaking stride. Their persistence became my anchor. Exactly 27 days after my initial call, I received an email that made my heart skip. My Bitcoin had been recovered and safely transferred to my new secure wallet. I stared at the screen, tears mixing with disbelief and relief. GRAYWARE TECH SERVICES not only retrieved my money but also restored my faith in getting finances. They guided me through the entire process of protecting my assets in this unstable world known as the online space. I now sleep soundly knowing that an impenetrable system shields my backside, thanks to their assistance. Their legal acumen is as sharp as their technological prowess. I owe my financial future to their tireless work. They truly are the guardians of the digital age. You can reach them on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected]) whatsapp (+18582759508)

  • 06.04.25 02:29 famousmullica

    BITCOIN SCAM RESTITUTION EXPERT CONTACT DUNAMIS CYBER SOLUTIONDeFi was going to be the future of finance, open, trustless, unstoppable. I was completely on board, planting yields like some kind of digital Johnny Appleseed. My collateral secured with Bitcoin was humming along on my favorite lending platform, earning me passive income while I slept. In came the flash loan attack. One moment, I had six figures securely staked. The next, my positions were liquidated at the speed of regret. My loans, my collateral, my well-thought-out portfolio, poof. Panic came faster than an Ethereum gas spike. I scanned Twitter, hoping it was FUD. Not a chance. Smart contract compromised. Funds stolen. The protocol team acted swiftly to do something, but damage was already done. I spent the next 24 hours jumping back and forth between desperation and denial before coming across a blog post called "DeFi Forensics: Tracing Exploited Funds in a Trustless World." The author? DUNAMIS CYBER SOLUTION. By then, I was willing to call in actual DUNAMIS CYBER SOLUTION if it would make me receive my money back. They responded faster than an MEV bot on a profitable trade. They'd seen it before, protocol exploits, flash loan tricks, liquidation spirals. They followed the stolen money as it bounced through mixers, DEXes, and illicit yield farms. Then the real magic: swapping with white-hat hackers who'd picked up a slice of drained liquidity. Yeah, it seems even crypto pirates have honor. I lingered in suspense for 12 torturous days, reloading the balance in my purse as if there was no tomorrow. And miracle of miracles. DUNAMIS CYBER SOLUTION recovered 90% of what was pilfered. In crypto parlance, it's like extricating from a crashed car and escaping with only a dented fender. I might have lost money, but in exchange, I gained something sweeter, experience-hardened nous. Now I farm returns, not regrets. I triple verify smart contract audits like my life depends on it. I diversify risk across platforms like a neurotic squirrel burying nuts. And when new DeFi platforms are providing "ungodly APYs", I laugh. Because if it smells like magic, it's probably just a rug pull waiting to happen. Lesson learned. Thanks, DUNAMIS CYBER SOLUTION. And what if another exploit ever falls into my hands? I know exactly whom to phone. [email protected] +13433030545 [email protected]

  • 06.04.25 11:30 maryjul75

    As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.

  • 07.04.25 11:16 Lindaporche5

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  • 07.04.25 11:16 Lindaporche5

    They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine  days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0  Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M  OR   SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G

  • 07.04.25 18:09 rashmiramesh

    I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.

  • 07.04.25 18:32 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 18:32 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 21:03 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08.04.25 03:00 natashaohnson

    Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable

  • 10.04.25 23:26 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.04.25 23:27 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 00:48 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 03:20 edwardoelliott6

    PROFESSIONAL MONEY RECOVERY AGENCY → FOLKWIN EXPERT RECOVERY. Hi, I’m sharing my ordeal today because I know many of you could be in the same situation, and I want to help you avoid the same mistake I made. A little over a month ago, I came across what seemed like an incredible deal for a movie streaming service. They promised all the latest movies, TV shows, and exclusive content for a very reasonable price. They were offering an annual subscription for just $39,000, which seemed like a great deal at the time when compared to some of the larger streaming services out there. I should’ve known something was off from the start. The website looked pretty legitimate, had professional graphics, and even customer reviews that were mostly positive. But there were no big, recognizable brand names behind it, and the service was claiming to have content from major studios, which raised a red flag I didn't fully process. Still, the deal was tempting, and after doing a quick search online (which, in hindsight, wasn’t thorough enough), I decided to go ahead and sign up. I paid the $39,000 upfront for the annual subscription, thinking that I was getting access to all the movies and shows I’d ever wanted. At first, everything seemed fine. I received an email confirming my subscription and even a receipt. But a few days later, when I went back to the site to browse content, I couldn’t get in. The site was down, and there was no way to contact anyone. I waited a few days, hoping it was just a technical issue. But then, I started doing some more research and realized that others had fallen victim to the same scam. The website had disappeared, and no one could find any trace of the company behind it. I was furious. I had just lost $39,000, and it seemed like there was no way to get it back. That's when I came across Folkwin Expert Recovery. They specialize in helping people recover funds from online scams like this. I was skeptical at first, but after reading reviews and seeing their success stories, I decided to give them a try. The team at Folkwin Expert Recovery was extremely professional. They asked for all the details about my transaction, including the payment method, and got to work right away. Within just a few days, I received updates from them, and eventually, they successfully recovered my $39,000. It felt like a huge weight was lifted off my shoulders. I honestly didn’t think it was possible to get my money back, but thanks to Folkwin Expert Recovery, I did. If you ever find yourself in a similar situation, I highly recommend reaching out to them. FOLKWINEXPERTRECOVERY(at)TECH-CENTER.C OM, TELEGRAM: @FOLKWIN_EXPERT_RECOVERY . They made the process simple and stress-free, and they delivered on their promises. Just remember to always be cautious when dealing with online subscriptions, especially if something feels too good to be true. Stay safe out there! Best Regards, Edward O. Elliott.

  • 11.04.25 08:10 Beatrice Gallagher

    I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.

  • 13.04.25 01:13 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 13.04.25 01:13 michaeldavenport218

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  • 14.04.25 23:44 elizabethrush89

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  • 18.04.25 20:39 michaeldavenport218

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  • 18.04.25 20:39 michaeldavenport218

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  • 20.04.25 17:22 patricialovick86

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  • 21.04.25 03:51 gleerandon

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  • 21.04.25 12:19 michaeldavenport218

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  • 24.04.25 18:17 Mary Perez

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  • 25.04.25 15:44 Sharo2025

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  • 26.04.25 19:01 ashlyncarson

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  • 27.04.25 02:41 elizabethrush89

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  • 27.04.25 02:41 elizabethrush89

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  • 29.04.25 12:10 walterkeith2004

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  • 30.04.25 22:56 thomaslilley99

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  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

    Through Telegram, I've finally had the opportunity to witness genuine professionalism with DuneNectarWebExpert. This experience has renewed my trust in people and strengthened my conviction in the significance of persistence and empathy. As a long-standing physician practicing in Atlanta, Georgia, I've treated numerous patients who have been victimized, their lives irreversibly altered by the damaging consequences of entrusting the wrong person with their private and financial details. One of my patients suggested that I seek help from DuneNectarWebExpert. From the instant I contacted ( Support (@) Dunenectarwebexpert (.) C0M ), I was met with comprehension, as they grasped the emotional distress caused by an online romance scam. Their professionalism, compassion, and commitment to rectifying the injustices suffered by scam victims, including myself and many others, were evident. Their team, comprised of cybersecurity professionals and digital investigation specialists, promptly evaluated the situation and developed a thorough plan to retrieve my lost funds. I would not be writing this epistle if I had not achieved the outcome I anticipated when I engaged DuneNectarWebExpert services. The process was challenging, as these fraudsters actively resisted efforts to recover my scammed crypto funds successfully. At the end of everything, it was all a success, and I am forever grateful to my patient and the team of DUNENECTARWEBEXPERT for their aid in my life and my family's. Please deal with DUNENECTARWEBEXPERT directly via their officials: https:// dunenectarwebexpert . com/ Telegram, DuneNectarWebExpert.

  • 01.05.25 20:59 elizabethrush89

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

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  • 08.05.25 03:35 jwright70

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  • 13.05.25 19:18 canemarcus0

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  • 13.05.25 19:24 graceharrison09

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  • 13.05.25 19:26 John Willis

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  • 13.05.25 20:21 wendytaylor015

    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

  • 13.05.25 20:21 wendytaylor015

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  • 14.05.25 14:45 Clarkanderson

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  • 14.05.25 14:45 Clarkanderson

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  • 16.05.25 14:18 patricialovick86

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  • 16.05.25 14:18 patricialovick86

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  • 17.05.25 18:33 marywilliam3544

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  • 19.05.25 05:42 kylebro

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  • 20.05.25 11:40 robertalfred175

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  • 20.05.25 11:40 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.05.25 17:55 Juliuslaurence1

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  • 30.05.25 05:03 kevinpatmore2

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  • 01.06.25 17:55 springthorpecameron5

    After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths

  • 02.06.25 16:01 wendytaylor015

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  • 02.06.25 16:01 wendytaylor015

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  • 03.06.25 22:21 [email protected]

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  • 06.06.25 18:43 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.

  • 08.06.25 12:49 jack67667766

    Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.

  • 09.06.25 19:49 garnierroux

    CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/

  • 21.06.25 04:37 jamesgrant

    The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493

  • 23.06.25 15:44 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.06.25 15:44 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:12 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:18 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:23 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 25.06.25 22:56 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 26.06.25 20:33 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 00:46 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 22:31 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07:39 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 11:52 wendytaylor015

    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

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