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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!

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  • 26.06.26 15:05 Riley Stephens

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

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

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

  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 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

  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 02.07.26 01:31 Robin Hale

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  • 04.07.26 15:32 Fraddy Pual

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

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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

  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

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  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

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  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 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. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 17.07.26 20:12 martinsjude080

    Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam

  • 18.07.26 17:12 Malthe Larsen

    My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm

  • 18.07.26 17:42 پریا رضایی

    OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm

  • 18.07.26 17:46 Adem Akışık

    I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146

  • 18.07.26 23:51 bernalzenaida

    WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.

  • 19.07.26 04:10 Fraddy Pual

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

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

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

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  • 23.08.26 20:02 leslieyee

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

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

  • 11.10.26 03:04 Patricia014

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

  • 12.10.26 19:34 lydiassmith567

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

  • 12.10.26 19:34 lydiassmith567

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

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

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

  • 17.10.26 12:58 melissathomason573

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

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