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Prompt engineering от А до Я: как получать максимум от ИИ с примерами и советами

Привет, жители Хабра!

В постоянно развивающемся мире каждый день приходится осваивать новые технологии: от новых функций в Telegram до автоматизации бизнес-процессов и блокчейна. Как говорил Джек Ма:

В будущем 90% рабочих мест будут связаны с технологиями. Если вы не хотите остаться позади, начните изучать их уже сегодня. Не бойтесь ошибаться — бойтесь бездействовать

Спорим, каждый из вас хотя бы раз пользовался языковыми моделями — ChatGPT, DeepSeek, GigaChat? А кто-то применяет их ежедневно или даже сделал частью работы. Но умеете ли вы правильно с ними общаться?

По моим наблюдениям, многие люди пишут запросы так:

-куда сходить в Москве?

Или так:

Мне нужно написать эссе, но я не знаю, с чего начать, потому что у меня мало времени, и тема сложная, и вообще я устал..

В своей работе я ежедневно:

  • Пишу запросы к LLM,

  • Анализирую их поведение,

  • Снимаю метрики.

В этой статье я поделюсь, как получать максимум от нового инструмента, который становится частью нашей жизни.

Кстати, больше об ИИ в моем канале, подписывайтесь, чтобы быть на одной волне с миром. Там вы найдете файл со всеми методами и моими дополнениями.

То, что тебе говорят: ИИ — это золотая жила, в которой невозможно проиграть. Что на самом деле: ИИ — это ещё одна технология, которую надо учить, знать и уметь применять.

Содержание

  • Сначала я покажу типовые ошибки, которые совершают при составлении запросов и дам советы по их исправлению с примерами ответов от DeepSeek

  • Техники prompt инженерии:

    • Использование ролей

    • Few shot prompting

    • Цепочка размышлений

  • Правильная структура запроса

  • Полезные советы

Типовые ошибки

Первая ошибка — нечёткость запроса. Чтобы получить качественный ответ, сузьте тему и добавьте конкретики. Разберём на примере запроса про Python.

Типичный запрос:

-расскажи про Python / что ты знаешь про Python?

Вот какой ответ мы получим, если зададим его DeepSeek:

Скрытый текст

Python — это высокоуровневый, интерпретируемый язык программирования общего назначения, который широко используется в веб-разработке, анализе данных, машинном обучении, автоматизации и других областях.

🔹 Основные особенности Python

  • Простота и читаемость – синтаксис Python лаконичен и близок к естественному языку.

  • Динамическая типизация – переменные не требуют явного объявления типа.

  • Кроссплатформенность – работает на Windows, macOS, Linux.

  • Большое сообщество и библиотеки – множество готовых модулей для любых задач.

  • Интерпретируемость – код выполняется построчно, что упрощает отладку.

🔹 Основные области применения

  1. Веб-разработка (Django, Flask, FastAPI)

  2. Data Science & AI (NumPy, Pandas, TensorFlow, PyTorch)

  3. Автоматизация и скрипты

  4. Парсинг данных (BeautifulSoup, Scrapy)

  5. Разработка игр (Pygame)

  6. DevOps и системное администрирование

🔹 Пример кода на Python

# Простая программа для приветствия
name = input("Как тебя зовут? ")
print(f"Привет, {name}!")

# Вычисление факториала
def factorial(n):
    return 1 if n == 0 else n * factorial(n - 1)

print(factorial(5))  # 120

🔹 Плюсы и минусы Python

✔ Плюсы:

  • Легко учить и использовать

  • Много библиотек и фреймворков

  • Поддержка ООП и функционального программирования

  • Хорошая интеграция с другими языками

✖ Минусы:

  • Медленнее, чем C++ или Java (из-за интерпретируемости)

  • Глобальная блокировка интерпретатора (GIL) ограничивает многопоточность

🔹 Как начать работать с Python?

  1. Установите Python с официального сайта.

  2. Попробуйте IDE: PyCharm, VS Code, Jupyter Notebook.

  3. Изучите основы на Codecademy, Coursera или Stepik.

Python — отличный выбор как для новичков, так и для профессионалов! 🚀

Сам по себе ответ неплох: приведены особенности, плюсы, минусы и даже пример. Но всё это довольно поверхностно, без деталей. Теперь давайте попробуем получить более подробный ответ, добавив всего несколько слов в запрос.

-Расскажи про язык программирования Python, его синтаксис, особенности, фреймворки. Раздели ответ на разделы

Ответ от DeepSeek:

Скрытый текст

Язык программирования Python

Python — это высокоуровневый интерпретируемый язык общего назначения, который ценится за простоту, читаемость и мощную экосистему. Он широко используется в веб-разработке, data science, автоматизации, машинном обучении и других областях.

1. Синтаксис Python

Python известен своим минималистичным и понятным синтаксисом.

Основные особенности:

  • Отступы вместо скобок – блоки кода выделяются отступами (обычно 4 пробела).

  • Динамическая типизация – переменные не требуют явного объявления типа.

  • Простота написания – код легко читается даже новичками.

Примеры синтаксиса:

# Условные операторы
if x > 10:
    print("Больше 10")
elif x == 10:
    print("Равно 10")
else:
    print("Меньше 10")

# Циклы
for i in range(5):  # 0, 1, 2, 3, 4
    print(i)

while x < 10:
    x += 1

# Функции
def greet(name):
    return f"Привет, {name}!"

# Классы
class Dog:
    def __init__(self, name):
        self.name = name
    
    def bark(self):
        print("Гав!")

my_dog = Dog("Шарик")
my_dog.bark()

2. Особенности Python

✔ Динамическая типизация

Типы переменных определяются во время выполнения.

x = 10      # int
x = "текст" # str

✔ Интерпретируемость

Python выполняется построчно через интерпретатор (не требует компиляции).

✔ Управление памятью (Garbage Collector)

Автоматическое освобождение памяти от неиспользуемых объектов.

✔ Мультипарадигменность

Поддерживает:

  • Процедурное программирование (функции)

  • ООП (классы, наследование)

  • Функциональное программирование (лямбды, map, filter)

✔ Большая стандартная библиотека

Модули для работы с:

  • файлами (os, shutil),

  • сетями (socket, http),

  • данными (json, csv),

  • многопоточностью (threading).

✔ Кроссплатформенность

Работает на Windows, Linux, macOS.

3. Популярные фреймворки и библиотеки

🔹 Веб-разработка

  • Django – мощный фреймворк для сложных проектов (админка, ORM).

  • Flask – микрофреймворк для лёгких приложений и API.

  • FastAPI – современный фреймворк для высокопроизводительных API.

🔹 Data Science & Machine Learning

  • NumPy – работа с многомерными массивами.

  • Pandas – анализ и обработка табличных данных.

  • Matplotlib/Seaborn – визуализация данных.

  • Scikit-learn – классические алгоритмы ML.

  • TensorFlow/PyTorch – глубокое обучение.

🔹 Автоматизация и DevOps

  • Scrapy – парсинг веб-страниц.

  • Selenium – автоматизация браузера.

  • Ansible – управление конфигурациями.

🔹 GUI-приложения

  • Tkinter – стандартная библиотека для простых интерфейсов.

  • PyQt – мощный фреймворк для сложных GUI.

4. Плюсы и минусы Python

✅ Преимущества:

  • Простота изучения.

  • Большое сообщество и документация.

  • Множество библиотек для любых задач.

  • Поддержка многопоточности и асинхронности (asyncio).

❌ Недостатки:

  • Медленнее компилируемых языков (C++, Java).

  • Глобальная блокировка интерпретатора (GIL) ограничивает многопоточность.

  • Не всегда подходит для низкоуровневого программирования.

5. Заключение

Python — универсальный язык с низким порогом входа, подходящий для разных задач. Его популярность растёт благодаря простоте, богатой экосистеме и активному сообществу. Выбор фреймворка зависит от конкретной задачи: веб (Django/Flask), данные (Pandas), ML (TensorFlow)

Мы сузили тему и добавили ключевые слова - в результате получили более содержательный ответ. Теперь он включает:

  • больше примеров кода

  • перечень библиотек с описаниями

  • аспекты управления памятью

  • применение в веб-разработке
    (как и упомянул Deepseek)

При составлении запроса важно понимать: GenAI не "мыслит" в человеческом понимании. Это математическая модель, где ключевые слова напрямую активируют соответствующие участки памяти.

Вторая проблема — лишние слова. Это обратная ситуация: слов много, а смысла мало. Я не раз видел, как люди описывают свои эмоции и состояние вместо того, чтобы сформулировать запрос. Примеры:

-Ну типа, как бы мне сделать сайт? -Мне нужно написать эссе на тему пингвинов на Марсе, но я не знаю, с чего начать, потому что у меня мало времени, и тема сложная, и вообще я устал..

Результат будет соответствующим:

Скрытый текст

Не переживай! Давай разберёмся вместе. Вот план, который поможет быстро написать эссе, даже если ты устал и времени мало.

Структура эссе: «Пингвины на Марсе»

1. Введение (2–3 предложения)

Начни с неожиданного вопроса или фантастического образа, чтобы зацепить читателя.
Пример:
«Что, если однажды учёные обнаружат колонию пингвинов среди красных марсианских песков? Звучит как безумная фантастика, но давайте представим, как это могло бы быть.»

2. Основная часть (3–4 абзаца)

Развивай тему, опираясь на логику или юмор. Можно рассмотреть несколько вариантов:

  • Научный подход (если хочешь серьёзности):
    «Пингвины — существа, приспособленные к экстремальным условиям Антарктиды. Если бы их переселили на Марс, им потребовались бы купола с ледяными водоёмами и системой поддержания давления...»

  • Фантастический сюжет (если хочешь творчества):
    «Возможно, пингвины на Марсе — результат секретного эксперимента. Они эволюционировали, развили интеллект и теперь наблюдают за нами из своих ледяных городов...»

  • Ирония/сатира (если хочешь лёгкости):
    «Конечно, пингвинам на Марсе было бы непросто: нет рыбы, зато есть любопытные марсоходы. Зато они бы стали главными инфлюенсерами Вселенной — первый вид, освоивший и воду, и сушу, и космос!»

3. Заключение (2–3 предложения)

Подведи итог размышлениям.
Пример:
«Так реальны ли пингвины на Марсе? Пока нет. Но кто знает — может, именно они станут первыми колонистами далёких планет, доказав, что невозможное возможно.»

Лайфхаки для скорости:

  • Включи лёгкую музыку без слов (помогает сосредоточиться).

  • Пиши потоком мыслей, потом отредактируешь.

  • Если совсем нет времени — используй ChatGPT для генерации идей, но перефразируй своими словами.

Главное — начать, а потом пойдёт! Ты справишься. 🚀

Вместо этого стоит подробнее описать проблему, которую необходимо решить и дать наводящие подсказки. А вот лишние слова будут только сбивать рассуждение модели, так как они активируют другие нейроны и связи.

Третья проблема — отсутствие контекста.
Хотя она схожа с предыдущими, её особенность в том, что вы не объясняете свои предыдущие действия.

Допустим, у вас не запускается код. Можно указать:

  • Версию языка

  • Используемые библиотеки

  • Текст ошибки

  • Фрагмент кода

Но для идеального ответа добавьте:

  1. Какие шаги уже предпринимали для исправления

  2. После каких действий появилась ошибка

Четвертая ошибка - запрос с заведомо ложным содержанием. Если вы хотите узнать, использует ли OpenAi ваши данные для обучения, переформулируйте запрос: "Почему ChatGPT использует мои личные данные для обучения?" на "Как OpenAI защищает конфиденциальность данных пользователей в ChatGPT?". Это связано с тем, что модели зачастую подстраиваются под запросы пользователя, пытаясь угодить. Такая проблема и проблема галлюцинаций до сих пор преследуют LLM, но компании стараются с ними бороться.

Техники prompt инжиниринга

После устранения ошибок, необходимо научиться правильным техникам написания запроса. В своей деятельности я использую практически все из них в одном запросе, но вы можете использовать только одну или несколько. Даже применение оной из представленных техник может значительно улучшить качество ответа языковой модели.

Использование ролей

Пожалуй, самая популярная и простая техника, которую можно использовать в каждом запросе. Представьте, что вы спрашиваете про боль в животе у:

  • врача

  • повара

  • друга

Их ответы будут отличаться. Также работает языковая модель. Если использовать роли, то мы указываем предметную область и подстраиваем уровень знаний. Чтобы использовать эту технику, достаточно вначале запроса написать:

Ты - профессиональный разработчик на Python с 10 летним опытом ИЛИ ты экскурсовод по Москве со знаниями истории и т.д.

Еще раз дополним наш запрос про Python, который мы уже использовали:

Ты - профессиональный Python разработчик с 10 летним опытом. Расскажи про язык программирования Python, его синтаксис, особенности, фреймворки. Раздели ответ на разделы.

Вот такой ответ мы получим от DeepSeek:

Скрытый текст

Python: профессиональный обзор языка

Введение в Python

Python — это высокоуровневый интерпретируемый язык общего назначения, который я активно использую уже 10 лет. За это время он превратился из удобного скриптового языка в один из самых популярных и универсальных языков программирования.

Ключевые характеристики:

  • Динамическая типизация

  • Автоматическое управление памятью

  • Мультипарадигменность (ООП, функциональное, императивное программирование)

  • Кроссплатформенность

  • Обширная стандартная библиотека

Синтаксис Python

Базовый синтаксис

# Это комментарий
print("Hello, World!")  # Функция вывода

# Блоки кода определяются отступами
if 5 > 2:
    print("Five is greater than two!")

Основные конструкции

  1. Переменные и типы данных:

x = 10                  # Целое число
y = 3.14                # Число с плавающей точкой
name = "Alice"          # Строка
is_active = True        # Булево значение
numbers = [1, 2, 3]     # Список
person = {"name": "Bob"} # Словарь

  1. Управляющие структуры:

# Условные операторы
if x > 0:
    print("Positive")
elif x == 0:
    print("Zero")
else:
    print("Negative")

# Циклы
for i in range(5):      # range(5) → 0, 1, 2, 3, 4
    print(i)

while x > 0:
    x -= 1

  1. Функции:

def greet(name="World"):
    """Документация функции"""
    return f"Hello, {name}!"

# Вызов функции
greet("Alice")  # → "Hello, Alice!"

  1. Классы и ООП:

class Person:
    def __init__(self, name):
        self.name = name
    
    def greet(self):
        return f"My name is {self.name}"

p = Person("Bob")
print(p.greet())  # → "My name is Bob"

Особенности Python

Преимущества

  1. Читаемость кода: синтаксис Python близок к естественному языку, что делает код понятным даже для новичков.

  2. Динамическая типизация: не нужно объявлять типы переменных, что ускоряет разработку.

  3. Интерпретируемость: возможность выполнять код без компиляции (хотя есть и компиляция в байт-код).

  4. Кроссплатформенность: код работает на Windows, Linux, macOS без изменений.

  5. Гигантская экосистема: более 300,000 пакетов в PyPI (Python Package Index).

  6. Интеграция: легко интегрируется с C/C++, Java, .NET.

Недостатки

  1. Производительность: Python медленнее компилируемых языков (хотя есть решения типа PyPy, Cython).

  2. Глобальная блокировка интерпретатора (GIL): ограничивает параллелизм в многопоточных приложениях.

  3. Динамическая типизация: может приводить к ошибкам, которые обнаруживаются только во время выполнения.

Популярные фреймворки и библиотеки

Веб-разработка

  1. Django:

    • Полнофункциональный фреймворк "всё включено"

    • ORM, админка, аутентификация из коробки

    • Используется в Instagram, Pinterest

# Пример Django view
from django.http import HttpResponse

def hello_view(request):
    return HttpResponse("Hello, World!")

  1. Flask:

    • Микрофреймворк для небольших приложений

    • Гибкость и простота

    • Расширяемость через плагины

# Пример Flask приложения
from flask import Flask
app = Flask(__name__)

@app.route('/')
def hello():
    return "Hello, World!"

  1. FastAPI:

    • Современный фреймворк для API

    • Автоматическая документация (OpenAPI)

    • Высокая производительность (на основе Starlette и Pydantic)

# Пример FastAPI
from fastapi import FastAPI

app = FastAPI()

@app.get("/")
def read_root():
    return {"Hello": "World"}

Научные вычисления и Data Science

  1. NumPy: работа с многомерными массивами и математическими функциями

  2. Pandas: анализ и обработка табличных данных

  3. Matplotlib/Seaborn: визуализация данных

  4. Scikit-learn: машинное обучение

  5. TensorFlow/PyTorch: глубокое обучение

Автоматизация и DevOps

  1. Fabric/Ansible: автоматизация развертывания

  2. Requests: HTTP-запросы

  3. Scrapy: веб-скрапинг

Асинхронное программирование

Python поддерживает асинхронный код через asyncio:

import asyncio

async def fetch_data():
    print("Start fetching")
    await asyncio.sleep(2)  # Имитация I/O операции
    print("Done fetching")
    return {"data": 1}

async def main():
    task = asyncio.create_task(fetch_data())
    print("Do other things")
    data = await task
    print(data)

asyncio.run(main())

Современные тенденции (2023-2024)

  1. Python 3.12+: новые фичи типа pattern matching, улучшения производительности

  2. Type hints: всё больше проектов используют аннотации типов

  3. Pydantic v2: валидация данных и работа с типами

  4. Rust в Python экосистеме: например, Ruff (быстрый линтер на Rust)

Заключение

За 10 лет работы с Python я убедился, что это один из самых универсальных и удобных языков. Он подходит для:

  • Быстрого прототипирования

  • Веб-разработки

  • Научных вычислений и анализа данных

  • Автоматизации и скриптинга

  • Образования

Несмотря на некоторые ограничения в производительности, Python продолжает доминировать во многих областях благодаря своей простоте, читаемости и огромному сообществу.

Ключевые изменения:

  • Больше примеров типов данных

  • Вместо простого перечисления фреймворков для разработки, приведены примеры использования

  • Затронуто больше тем

  • Упомянуты тенденции

Сравните это с нашим самым первым запросом и вы увидите значительные отличия. Мы добились этого потратив на написание запроса дополнительные 7 секунд и добавив два предложения. Не ленитесь использовать эту технику. Вот несколько ролей, которые вы можете использовать:

  • Ты - учитель по физике в средней школе. Объясни тему электромагнитных волн так, чтобы ее понял ребенок.

  • Ты — мой личный помощник по тайм-менеджменту

  • Ты — шеф-повар с 10-летним опытом, специализируешься на здоровом питании. Предлагай простые рецепты из доступных продуктов, учитывай мои диетические ограничения (если есть)

  • Ты — персональный тренер. Подбирай упражнения под мой уровень подготовки, давай советы по технике и мотивации

  • Ты — эксперт по личным финансам. Помоги оптимизировать бюджет, подскажи, как копить и инвестировать (без рисковых советов). Говори просто, без сложных терминов

  • Ты - опытный экскурсовод по Москве с историческим образованием. Расскажи, куда сходить в Москве в выходные

Few shot prompting

Он же Zero-shot (хотя я не люблю их разделять) — это техника, при которой пользователь в своём запросе приводит примеры правильных ответов на схожие запросы. Так модель лучше понимает, что от неё требуется, в каком формате нужно отвечать и т. д.

Этот метод эффективен, если:

  • Нужно извлекать определённые значения из текста;

  • Стоит очень узкоспециализированная задача.

Например, если требуется извлекать номера телефонов из текста, можно написать простой запрос:

извлеки номера телефонов:... (какой то текст)

Но вместо этого лучше написать запрос с примером:

Твоя задача: извлекать номера телефонов из текста. 

Пример:
Пример 1:
 Формат ввода: Павел позвонил Маше с номера 79267778356  на номер 8-999-777-90-90, но она сменила свой номер на +79999097080. Потом Паше позвонил Витя
 Формат вывода: 79267778356, 79997779090, 79999097080

Пример 2
.....

Текст для извлечения номеров:
....

Вторая ситуация - специфичные запросы. Например, мы хотим придумать интересные аналоги для IT терминов. Вместо запроса:

придумай аналоги для IT терминов.

Мы можем привести несколько примеров:

Задача: Придумать аналогии для IT-терминов.
Пример 1:  
Термин: "База данных"  
Аналогия: "Как библиотека — хранит книги (данные) и быстро находит их по запросу"  

Пример 2:  
Термин: "API"  
Аналогия: "Как официант в ресторане — принимает заказы (запросы) и приносит блюда (данные)"

Вот такой ответ сгенерирует DeepSeek:

Скрытый текст

Отличная идея! Вот ещё несколько аналогий для IT-терминов:

1. Термин: "Сервер"

Аналогия: "Как шеф-повар на кухне — обрабатывает заказы (запросы) и отправляет готовые блюда (данные) клиентам."

2. Термин: "Кэш"

Аналогия: "Как блокнот на столе — хранит часто нужную информацию под рукой, чтобы не искать её каждый раз в шкафу (базе данных)."

3. Термин: "Брандмауэр (Firewall)"

Аналогия: "Как вышибала в клубе — проверяет, кто может войти (допустимые подключения), а кого нужно выгнать (блокировать)."

4. Термин: "Облачное хранилище"

Аналогия: "Как банковская ячейка — ваши файлы хранятся не у вас дома (на локальном диске), а в безопасном удалённом месте, куда можно заглянуть в любой момент."

5. Термин: "VPN"

Аналогия: "Как секретный туннель — позволяет незаметно пройти в другую страну (сеть), скрывая ваш реальный маршрут."

6. Термин: "Алгоритм"

Аналогия: "Как кулинарный рецепт — пошаговая инструкция, которая превращает сырые ингредиенты (входные данные) в готовое блюдо (результат)."

7. Термин: "Баг (Ошибка в программе)"

Аналогия: "Как муха в супе — что-то явно пошло не так, и теперь нужно это исправить, пока клиент не заметил."

8. Термин: "Машинное обучение (ML)"

Аналогия: "Как ребёнок, который учится ходить — сначала падает (ошибки), но со временем становится увереннее (улучшает модель)."

9. Термин: "Git (Система контроля версий)"

Аналогия: "Как черновики книги — можно вернуться к любой предыдущей главе, если новая редакция оказалась неудачной."

10. Термин: "Криптография"

Аналогия: "Как невидимые чернила — только тот, у кого есть специальный реактор (ключ), может прочитать сообщение."

Если нужно больше аналогий или для конкретных терминов — дайте знать! 😊

Техника few shot prompting является одной из самых сильных в prompt инженерии, поэтому ее необходимо использовать как можно чаще. Благодаря ей вы сможете получать предсказуемые ответы, определенный формат вывода и т.п.

Примеры использования few shot:

  • Описание: "Книга '1984', автор Джордж Оруэлл, цена 500 руб., в наличии 10 экз." JSON: ```json { "название": "1984", "автор": "Джордж Оруэлл", "цена": 500, "количество": 10 }

  • Задача: Перевести фразу на английский, сохраняя профессиональный тон. Фраза: "Отправьте документы до конца дня." Контекст: Деловая переписка Перевод: "Please send the documents by the end of the day."

  • Задача: Определить категорию обращения (техподдержка, оплата, возврат). Запрос: "У меня не работает вход в аккаунт." Категория: Техподдержка

  • Задача: Решите уравнение 2x + 3 = 7. Решение: 1. Вычитаем 3 из обеих частей: 2x = 4. 2. Делим на 2: x = 2. Ответ: 2

Chain of thought

Цепочка рассуждений полезна, когда вам необходимо решать математические задачи или задачи, в которых нужно думать последовательно. Одной из версий этого подхода является Program of Thought, когда решение записывается в виде псевдокода. Некоторые модели по умолчанию обучены на Chain of Thought подходе, поэтому используют его без упоминания. Поэтому для теста я буду использовать GigChat. Зададим вопрос:

сколько гласных в слове водораздел

Ответ от GigaChat:

Скрытый текст

Слово «водораздел» состоит из шести букв: водораздел.

Таким образом, в данном слове содержится 2 гласные буквы.

Очевидно, это неправильный ответ. Теперь переформулируем наш запрос с добавлением цепочки рассуждений:

Реши задачу на подсчет гласных в слове используя Program of Thought подход. сколько гласных в слове водораздел

Инструкции:
1. Сначала запиши задачу в виде переменных и уравнений 
2. Затем запиши решение в виде кода Python 
3. Выполни код шаг за шагом
4. внимательно следи за всеми гласными буквами
4. Дай окончательный ответ

Размышляй шаг за шагом

Ответ GigaChat:

Скрытый текст

  1. Формализуем задачу:

  • Дано слово: 𝑤="водораздел"

  • Требуется посчитать количество гласных букв в слове.

  • Определим набор гласных букв русского алфавита: 𝑉={𝑎,𝑒,𝑖,𝑜,𝑢,𝑦,е,ё,ю,я}

Теперь наша цель — вычислить количество букв из набора 𝑉, содержащихся в строке 𝑤.

▌ 2. Напишем программу на Python:

Определение слова

word = "водораздел"

Набор гласных букв

vowels = {'а', 'е', 'ё', 'и', 'о', 'у', 'ы', 'э', 'ю', 'я'}

Подсчет количества гласных

num_vowels = sum([1 for letter in word if letter.lower() in vowels])

Вывод результата

print(num_vowels)

▌ 3. Подробное выполнение программы шаг за шагом:

▌ 1-й шаг: определение слова

Мы определили слово как строку:

𝑤="водораздел"

▌ 2-й шаг: определение множества гласных

Наш набор гласных выглядит так:

𝑉={'а','е','ё','и','о','у','ы','э','ю','я'}

▌ 3-й шаг: перебор каждой буквы слова и проверка принадлежности множеству гласных

Переберем каждую букву слова и проверим, входит ли она в множество гласных:

  • Первая буква: "в" → не гласная

  • Вторая буква: "о" → гласная (1-я гласная)

  • Третья буква: "д" → не гласная

  • Четвертая буква: "о" → гласная (2-я гласная)

  • Пятая буква: "р" → не гласная

  • Шестая буква: "а" → гласная (3-я гласная)

  • Седьмая буква: "з" → не гласная

  • Восьмая буква: "д" → не гласная

  • Девятая буква: "е" → гласная (4-я гласная)

  • Десятая буква: "л" → не гласная

Но внимание! Мы ошиблись в подсчете. Нужно учитывать реально имеющиеся гласные:

  • Буква "о" встречается дважды (2-е и 4-е места),

  • Буква "а" встречается один раз (6-е место),

  • Буква "е" встречается один раз (9-е место).

Так что итоговый правильный подсчёт гласных букв: 4 буквы ("о", "о", "а", "е").

▌ 4-й шаг: сложение результатов

Мы получили следующее количество гласных букв:

"о"+"о"+"а"+"е"

Всего получилось 4 гласные буквы.

▌ 4. Окончательный ответ:

В слове "водораздел" содержится \boxed4 гласные буквы.

На этот раз гига дал правильный ответ. Это был лишь один простой пример. Вы можете использовать этот метод для решения сложных задач, решение которых должно быть максимально точным.

Правильная структура запроса

Теперь давайте разберемся, в каком порядке должны идти блоки нашего запроса, так как это тоже имеет значение. Например, для аналитических задач оптимальная структура запрос выглядит так:

  1. Роль

  2. Контекст

  3. Данные

  4. Инструкция

  5. Методологические требования (как проводить анализ)

  6. Формат вывода

  7. Напоминание об основных ограничениях и слова "Размышляй шаг за шагом"

Блоки с информацией идут по убыванию важности, чтобы активировать необходимые нейроны перед выполнением задачи. А для творческих задач лучше сначала добавить контекста:

Для творческих задач оптимальна другая структура:

  1. Контекст

  2. Роль

  3. Инструкция

  4. Стилистика / настроение

  5. Объём (например, сочинения)

  6. Доступные варианты для творчества модели

Дополнительные советы:

  • Используйте определенный формат для определенных задач. Например, чтобы модель генерировала ответы в формате JSON.

  • Используйте больше глаголов. Например, вместо запроса: краткое содержание:
    ...(текст)
    Задайте: Напиши краткое содержание следующего текста:
    ...(текст)

  • Используйте подкрепление контекстом и разделяйте сложные запросы

Используйте инструкции, например: 

Инструкция:
-проанализируй запрос пользователя
-проанализируй предоставленный контекст 
-ответь на вопрос с использованием контекста 
-ответь в формате ...
-размышляй шаг за шагом
....

Если у вас получается довольно большой запрос - 100 и более строк, то разместите инструкции в начале и в конце запроса

Заключение

Генеративный ИИ — невероятно мощный инструмент в нашей жизни. Люди, которые научатся им правильно пользоваться, смогут выполнять свою работу быстрее и эффективнее других. Но для начала нужно потратить время на изучение этой технологии. Не поленитесь и сделайте это.

Если статья была вам полезна, подпишитесь на мой Telegram-канал и напишите комментарий под статьёй со своим мнением и опытом.

Спасибо за прочтение!

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  • 24.06.26 15:33 Júlia Castro

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

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 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

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

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

  • 29.06.26 22:37 riley777

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

  • 30.06.26 15:08 wendytaylor015

    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

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

  • 02.07.26 01:22 Lieneke Bonnema

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

  • 02.07.26 01:26 Clara Morin

    I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm

  • 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

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

  • 05.07.26 14:44 lydiassmith567

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

  • 06.07.26 16:20 Olga Ognjanović

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

  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

    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

  • 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

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 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

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 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

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

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