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Н Новости

Как я написал покер‑бот за 4 недели, используя Cursor + GPT

1. Вводная

Это мой первый опыт написания статьи. Судим, но не строго.

Недавно завершил интересный пэт-проект. Настолько интересный, что захотелось поделиться.

Это десктопная программа, которая:

Считывает скрин игрового стола в покере.
С помощью компьютерного зрения извлекает расклад, ставки и карты.
Рассчитывает ожидаемую выгоду (EV) каждого действия методом Монте-Карло.
Показывает на экране, что выгоднее сделать прямо сейчас.

Задумка родилась из идеи: «А можно ли сделать программу, которая играла бы в покер за меня и зарабатывала бы мне много тысяч денег!». Я думал: программа ведь не стрессует, не тильтует, не подвержена блефу, не принимает невыгодных решений, может быстро посчитать соотношение выигрыша к потерям, и вообще быстро считает, поэтому в среднем всегда должна выигрывать у человека.

По наивному плану хотелось просто «напрячь» ChatGPT, подвязать пару Python-библиотек и сразу запустить в покер-рум, играть на кэш. На практике всё вышло немного сложнее, идею пришлось разложить на четыре подзадачи и пройти их по очереди:

Монте-Карло. Научиться за секунды симулировать раздачи и выбирать решение с положительным EV.
Computer Vision. Надёжно извлекать данные с экрана независимо от скина, шрифта, языка и разрешения.
Автомат. Собрать удобный GUI, чтобы программа анализировала раздачи «без моего вмешательства», 24/7.
Автобот. Научить программу саму кликать на кнопки, имитировать человеческое поведение, спрятаться от античитов.

Сейчас готовы первые два пункта, третий и четвёртый - под вопросом, этический и технический порог выше, чем ожидал.

В статье покажу, как за 4 недели пройти путь от идеи до работающей альфа-версии, чем помогли ChatGPT, Cursor и Roboflow, и какие ещё ИИ использовал. Покер здесь - лишь фон, главный герой повествования - ИИ + Python + CV, способные сегодня превратить соло-разработчика в мини-R&D-команду.

2. Очень коротко

Проект делал чуть дольше месяца.

Неделя ушла на изучение покерной тематики, написание заметок, общее погружение в тему.

Неделя на написание GUI (графический юзер интерфейс), составление общей архитектуры проекта, кодовая часть.

Неделя на изучение компьютерного зрения, знакомился с семейством моделей YOLO.

Неделя на обучение своих YOLO моделей. Получилось обучить две модели: одна для детекции стола, вторая для обнаружения карт.

И наконец, неделя на сведение всего, тестирование, фикс багов и компилирование в исполняемый файл.

3. Покер в двух словах

Покер, оказывается, очень интересная игра со своей механикой.

Цель игры - собрать сильнейшую комбинацию или заставить соперников сбросить карты.

Существует много разных видов и правил покера, но самый распространённый сегодня - это Техасский холдем.

Техасский холдем

Правила:

Игрокам раздаются карты в закрытую.
На стол выкладываются общие карты (в открытую).
Идут этапы торговли: префлоп, флоп, тёрн, ривер.
Побеждает игрок с лучшей комбинацией или тот, кто заберёт банк без вскрытия (блеф).

В Техасском Холдеме комбинацию собирают из 2 своих карт и 5 общих на столе (всего 7 карт). Общее количество уникальных комбинаций 7 карт из 52 составляет

$C_{52}^7 = \frac{52!}{(52 - 7)! \cdot 7!} = 133,784,560$

Всего в покере можно собрать 10 различных комбинаций карт. Ниже таблица комбинаций, от самой сильной (и редкой) до самой слабой.

№	Комбинация	Частота	Вероятность	Шанс
1	Роял-флеш	4,324	0.0032%	1 к 30 940
2	Стрит-флеш (без РФ)	37,260	0.0279%	1 к 3 589
3	Каре	224,848	0.168%	1 к 594
4	Фул-хаус	3,473,184	2.60%	1 к 38
5	Флеш (без РФ и СФ)	4,047,644	3.03%	1 к 33
6	Стрит (без РФ, СФ и Ф)	6,180,020	4.62%	1 к 22
7	Сет	6,461,620	4.83%	1 к 21
8	Две пары	31,433,400	23.5%	1 к 4
9	Одна пара	58,627,800	43.8%	1 к 2
10	Старшая карта	23,294,460	17.4%	1 к 5
-	ВСЕГО	133,784,560	100%	-

Интересное наблюдение:

Вероятность отсутствия пары (это "Старшая карта") ниже, чем вероятность наличия одной пары или даже двух пар.
Это происходит из-за того, что мы собираем сильнейшую возможную комбинацию 5 карт из 7 доступных нам.
Комбинация "Старшая карта" 7-high - это, например, ♠7 ♦6 ♥5 ♣3 ♠2 - нет пары, нет стрита, нет флеша (просто самая старшая карта 7).
Так вот, получить такую комбинацию крайне маловероятно (но не невозможно).
В любой семикарточной комбинации всегда будет шанс собрать что-то сильнее 7-high или 8-high, например, пару, стрит-дро, более высокие карты и т.д.
Поэтому вероятность получить в течение одной игры пару или две пары составляет ~67%, что делает Техасский холдем более динамичным и интересным.

Продолжим.
В покере есть различные позиции, которые определяют порядок действий игроков на префлопе (0 карт на доске) и постфлопе (3-5 карт на доске).

Порядок позиций игроков всегда идёт по часовой стрелке, начиная слева от дилера (баттона).

Самая НЕвыгодная позиция - это ББ (большой блайнд), игрок обязан заплатить обязательную ставку ещё до получения карманных карт.

Самая выгодная позиция - это дилер, он ничего не платит вначале, делает ставку последним, у него больше всего информации для принятия решения.

Equity - это вероятность выиграть банк на вскрытии, выраженная в процентах.

EV (Expected Value) - это математическое ожидание прибыли или убытка от конкретного действия. Оно показывает, сколько мы будем выигрывать или проигрывать в среднем, если многократно повторять одно и то же решение.

Там ещё много интересных понятий, типа споты, диапазон рук, всякие обзывательства, которыми называют неопытных игроков и так далее.

В общем, перечисленного должно быть достаточно, чтобы понять, с какой игрой мы имеем дело.

Нас же будет интересовать, как рассчитать EV каждого действия.

4. Математика

«Математика - это язык, на котором написана книга природы», Галилео Галилей.

Нам понадобится лишь пара её страниц.

Напомню, EV (Expected Value) - это математическое ожидание прибыли или убытка от конкретного действия.

В чём отличие математического ожидания и среднего арифметического?

В игре в кости математическое ожидание броска одного кубика равно 3.5, но если мы бросим кость 10 раз и получим результаты, например, [1, 6, 2, 4, 5, 3, 6, 2, 3, 4], то среднее этих бросков будет равно 3.6.

Математическое ожидание относится к ТЕОРЕТИЧЕСКОМУ среднему значению случайной величины, тогда как среднее арифметическое - это эмпирическое (РЕАЛЬНОЕ) среднее значение конкретной выборки.

Формула EV:

$EV = E \times (X + Y) \ – \ (1 \ – \ E) \times X$

Где:

X — наша ставка
Y — текущий банк
E — equity, вероятность выиграть на вскрытии, выраженная в процентах

Equity - это ключевой элемент при расчёте EV и принятии решений: коллировать, рейзить или сбрасывать.

Для расчёта equity будем использовать метод Монте-Карло.

Метод Монте-Карло - это метод оценки вероятностей путём многократного случайного моделирования исходов. Применяется, когда аналитический расчёт слишком сложен или невозможен (это наш кейс).

Если простым языком, суть Монте-Карло заключается в том, что вместо точной формулы запускается много случайных "симуляций" события, те суммируются, и по их результатам считается средний исход. Вот и всё, ничего сложного.

Пример кода на Python.

import random
from treys import Evaluator, Deck, Card

def monte_carlo(hero_cards: list,
				board_cards: list,
				active: int,
				n_simulations: int) -&gt; float:
    """
    :param hero_cards: рука игрока
    :param board_cards: карты доски
    :param active: количество активных игроков
    :param n_simulations: количество симуляций
    :return: equity
    """

    # Создаем одну колоду и убираем из неё известные карты
    remaining_cards = []
    deck = Deck()
    used_cards = set(hero_cards + board_cards)
    remaining_cards = [c for c in deck.cards if c not in used_cards]

    wins = ties = losses = 0

    # Цикл симуляций
    for _ in range(n_simulations):

        # Перемешиваем оставшиеся карты
        random.shuffle(remaining_cards)

        # Раздаём карты противникам
        card_index = 0
        villains = []
        for _ in range(active - 1):
            villain = remaining_cards[card_index:card_index + 2]
            villains.append(villain)
            card_index += 2

        # Добираем доску до 5 карт, если у нас не Ривер
        sim_board = board_cards[:]
        cards_needed = 5 - len(sim_board)
        if cards_needed &gt; 0:
            sim_board.extend(remaining_cards[card_index:card_index + cards_needed])

        # Оценка рук
        hero_score = EVALUATOR.evaluate(sim_board, hero_cards)

        # Находим лучшего противника
        best_villain_score = float('inf')
        for villain in villains:
            villain_score = EVALUATOR.evaluate(sim_board, villain)
            if villain_score &lt; best_villain_score:
                best_villain_score = villain_score

        # Подсчёт результатов (в treys меньше = лучше)
        if hero_score &lt; best_villain_score:
            wins += 1
        elif hero_score == best_villain_score:
            ties += 1
        else:
            losses += 1

    equity = (wins + 0.5 * ties) / n_simulations

    return equity

Модуль treys - это Python-библиотека для оценки силы руки в покере.
Обожаю программирование (особенно Python), что на любой случай жизни уже написана какая-нибудь библиотека.

Поэтому никакой сложной математики не получилось. За нас уже написали все необходимые классы и функции. Осталось их просто применить в нужном месте.

Чтобы функция monte_carlo() корректно всё посчитала, ей на вход нужно подать корректные данные. Можно это ручками указывать (карманные пары, карты стола, количество активных игроков), но лучше всё-таки автоматизировать.

5. Компьютерное зрение

Компьютерное зрение (Computer Vision) - это область искусственного интеллекта, которая позволяет компьютерам «видеть» и интерпретировать изображения и видео.

Если задуматься, очень крутая технология! По сути это механизм обработки картинки или видео (последовательность картинок), в которой алгоритм находит необходимый объект, добавляет его координаты, его название и свою уверенность (confidence).

Есть множество разных способов, программ или библиотек, которые реализуют CV.

Я выбрал ёлку.

5.1 Коротко о YOLO

Segmentation, Detection, Keypoints, Oriented Bounding

YOLO - это семейство моделей для обнаружения объектов в реальном времени.

Здесь должна была быть шутка про фильм "Ёлки 11" и YOLO11, самую последнюю, быструю и эффективную модель, но у нас серьёзная статья, обойдёмся без шуток.

Модели YOLO способны выполнять самые разные задачи по детекции объектов:

Classification - классификация изображений по заранее определённым классам.
Detection - идентификация и определение местоположения объектов на изображении.
Segmentation - сегментация, более сложная задача, обнаружение объектов и определение их точных границ.
Pose/Keypoints - обнаружение и отслеживание ключевых точек на теле человека.
Oriented Bounding - более точное определение объектов, вводится дополнительный угол для боксов.

Для нашей задачи, анализ покерного стола, обнаружение 52 различных карт, подойдут модели Detection.

У них есть 5 версий:

yolo11n.pt - nano version, 2.6 parameters, 6.5 GFLOPs
yolo11s.pt - small version, 9.4 parameters, 21.5 GFLOPs
yolo11m.pt - medium version, 20.1 parameters, 68.0 GFLOPs
yolo11l.pt - large version, 25.3 parameters, 86.9 GFLOPs
yolo11x.pt - extra version, 56.9 parameters, 194.9 GFLOPs

Parameters - общее количество параметров (весов), которые модель обучает. Чем больше - тем выше потенциальная точность, но также и выше требования к ресурсам. Parameters влияют на ёмкость модели, т.е. насколько сложные зависимости она может выучить.

GFLOPs - количество гига-флопов (миллиардов операций с плавающей точкой), необходимых на один проход одного изображения через всю модель во время обучения (или детекции). Это теоретическая мера вычислительной сложности модели. GFLOPs влияют на скорость инференса (распознавания). При росте этой величины FPS падает, особенно на слабых GPU.

Я выбрал yolo11n.pt

5.2 Коротко о Roboflow

Roboflow - это инструмент для аннотации и управления датасетами, который сильно упрощает процесс подготовки данных для обучения моделей компьютерного зрения.

С помощью Roboflow можно легко загружать изображения, аннотировать их, применять различные виды аугментации для увеличения объёма данных. Особенно помогает, когда ты один, а данных нужно много.

Нюансы:

Roboflow это облачная платформа, работает в браузере. Все данные хранятся на серверах. Для бизнеса это может быть чувствительно. Для пэт-проекта - вроде норм.

На бесплатном плане можно вести до 3 проектов, в каждом - до 2000 оригинальных изображений. Аугментированные копии не считаются в лимит, так что итоговое количество файлов может быть больше. У меня два проекта, разметил около 7к изображений (с учётом аугментаций) - в лимит пока не упёрся. Для соло-проектов и экспериментов бесплатной версии хватает. За большие объёмы придётся платить.

5.3 Датасет

Датасет - это набор данных, в нашем случае это просто папка с картинками и аннотациями. Датасет это основа для обучения любой модели. Не только в задаче компьютерного зрения, но и во всех нейронных сетях, которые обучаются на данных.

Без датасета - нечему учиться. Модель не сможет "угадать", что на изображении - её надо этому научить, на примерах.

Обычно датасет делят на 3 части: train / val / test.

Название	Задача	Доля от общего датасета
`train`	модель на этом учится	60%-70%
`val`	контроль обучения	15%-25%
`test`	итоговая оценка качества	15%-25%

Чтобы было проще, я придумал себе аналогию с учёбой.

train - это уроки, домашки, работа с учебником. Модель - школьник начальных классов, учится основам математики (модель учится на train).
val - это проверочные работы в течение семестра. Мы - учитель, смотрим как идёт усвоение материала. Если всё плохо - меняем подход (val не даёт модели переобучиться).
test - это контрольные работы. Новые задачи, которых школьник не видел. По ним выставляются оценки за семестр, оценивается то, как был усвоен материал (по test строятся метрики качества).

Аугментация - это способ "раздуть" датасет. Мы берём одну картинку и создаём из неё 3–5 новых, немного изменённых.

Изменение цветокора для человека картинку не меняет, по сути и смыслу она остаётся той же самой, но для модели, это уже совсем другой набор пикселей. Делая простые преобразования, применяя фильтры (типа как в Instagram), мы увеличиваем датасет в разы.

Также это помогает модели быть устойчивой к шумам, неожиданным углам и различным аномалиям в данных.

В Roboflow всё достаточно наглядно, не запутаетесь.

Тип аугментации	Описание
Brightness	Чуть осветляет или затемняет
Blur	Добавляет размытость
Flip	Отзеркаливание по горизонтали
Rotation	Поворот на угол (обычно ±10°)
Noise	Добавляет пиксельный шум
Cutout	Закрашивает случайный фрагмент

Аугментация применяется на уже размеченный датасет.
Один тип аугментации добавляет ровно одно дополнительное изображение ко всем изображениям изначального датасета.
Важно!, не переборщить - слишком жёсткие искажения могут запутать модель.

На Free плане возможно применить только два типа аугментации на выбор, то есть увеличить датасет в 3 раза. Максимально возможное увеличение датасета в Roboflow - в 15 раз (всего 14 фильтров).

Однако аугментацию можно реализовать и с помощью кода. Возможности Python и Cursor - почти безграничны! Написание собственного решения будет более трудоёмким и потребует больше времени, но даст больше свободы.

5.3 Дообучение

Какое слово использовать, ДОобучение, ПЕРЕобучение, или просто обучение?, в чём разница?

Давайте сразу со сложного, ПЕРЕобучение (overfitting) - это ошибка. Это когда модель "зазубрила" тренировочные примеры, но не может обобщать. В аналогии со школой: ученик вызубрил таблицу умножения до 10, но пример 11 × 11 - уже не осилит.

Обучение (training) - это процесс, в котором нейросеть учится распознавать паттерны в данных. Это базовый термин, он универсален.

ДОобучение (fine-tuning / transfer learning) - это обучение на уже обученной модели. Например, YOLO уже умеет распознавать людей, котиков, автобусы (всего ~35 классов), но мы хотим, чтобы она распознавала покерные карты - мы её дообучаем на нашем датасете.

В статье я всё равно использую слово "обучение", потому что оно привычнее на слух.

Двигаемся дальше. Как скачать базовую модель. Переходим на сайт Ultralytics YOLOv11 - выбираем нужную архитектуру (например, yolo11n.pt - nano-версия, самая лёгкая, для первого раза сойдёт), скачиваем веса.

Далее команда для запуска обучения через терминал:

CUDA_VISIBLE_DEVICES=0 yolo detect train \
  model=yolo11n.pt \
  data=datasets/poker_dataset/data.yaml \
  epochs=50 \
  imgsz=640 \
  batch=8 \
  patience=10 \
  lr0=0.005 \
  name=poker_train

Пояснение ключей:

CUDA_VISIBLE_DEVICES=0 - принудительное использование GPU (если есть несколько, или вдруг будет обучаться на CPU).
model= - путь до базовой YOLO-модели (.pt), можно выбрать потяжелее yolo11m.pt
data= - путь к YAML-файлу, в нём описываются пути до папок train, val, test и список классов
epochs= - кол-во эпох, обычно от 20 до 200, зависит от размера датасета.
imgsz= - размер изображений, можно увеличить до 768 или 960(чем лучше качество, тем выше нагрузка на VRAM)
batch= - размер батча, влияет на скорость обучения, нагружает VRAM, допустимые значения 2, 4, 8, 16, 32 (у меня 4ГБ - ставил значение 8)
patience= - параметр ранней остановки, если метрика валидации не улучшается в течение N эпох, обучение автоматически прерывается (по умолчанию: patience=50)
lr0= - начальная скорость обучения, learning rate, рабочие значения 0.001-0.01
name= - название эксперимента, создастся папка в runs/detect/...

То же самое на Python.

from ultralytics import YOLO

# Загрузка модели
model = YOLO("yolo11n.pt")

# Запуск обучения
model.train(data="datasets/poker_dataset/data.yaml",
			epochs=50,
			imgsz=640,
			batch=8,
			lr0=0.005)

Запуск детекции в Python.

from ultralytics import YOLO

model = YOLO("yolo11n.pt")
results = model("image.jpg")

results[0].show()           # Показать картинку с боксами
results[0].boxes.xyxy       # Координаты бокса (x1, y1, x2, y2)
results[0].probs.top1       # Класс с максимальной вероятностью

координаты боксов записываются как координаты левой верхней точки квадрата, и координаты правой нижней

Сколько времени займёт обучение, сильно зависит от:

размера модели - я обучался на yolo11n.pt около часа, на yolo11m.pt около 4 часов
размера изображений - я пробовал 640 и 768, разница при прочих равных, 15-20%
количества изображений
мощности видеокарты

У меня обучение yolo11n.pt, imgsz=640, epochs=40, на 200 изображений заняло ~15–20 минут на RTX 2050. Это была модель для детекции объектов на покерном столе. В ней было всего 8 классов.

Для детекции игральных карт, нужна была модель с 52 классами (52 игральные карты), обучал yolo11n.pt, imgsz=768, epochs=80, на 7598 изображений - вышло ~6 часов.

Чем больше классов, тем больше нужно картинок. Если грубо, то на один класс должно получаться 100+ выделенных боксов.

Забыл упомянуть, в Roboflow есть суперфича - автосплит. То есть выставляете желаемое соотношение train/val/test, а он уже по имеющимся данным старается всё разделить. При этом алгоритм не просто картинки по папкам разделяет в заданном соотношении, но и внутри каждого класса старается сплитовать с заданным соотношением (по количеству выделенных боксов).

Перед началом проекта, на стадии планирования, этот вопрос меня сильно беспокоил. Не понимал как это сделать в коде, сильно не запариваясь. Оказалось всё уже автоматизировано.

"Старается", это значит что точно разделить данные по заданному соотношению не получится. Сложно объяснить понятным языком, но это математически практически невозможно, поэтому алгоритм стремится к самому близкому соответствию нашего запроса (у меня было 70/15/15), а дальше как получится.

Что ещё нужно упомянуть.
После тренировки будет создана папка runs/detect/poker_train/weight/... В ней будут две модели best.pt (лучшая модель) и last.pt (последняя модель) полученные во время обучения. Копируем best.pt в свой проект, меняем название, готово. Теперь можем использовать её в каком-нибудь скрипте для детекции объектов по скриншотам.

5.4 Метрики

"Когда код работает слишком хорошо"

Отлично! Теперь надо оценить качество обученных нами моделей. Это, по-моему, очень важный момент. Мы должны понять что она умеет, на чём ошибается, какие у неё вообще оценки.

Тут может быть сложновато. Поехали.

После обучения первой модели в корне будет автоматически создана папка runs/detect/.., в которой будет папка проекта, название которого мы указывали при обучении. В ней самая важная папка это, конечно, weight/.., в ней веса готовой, обученной модели (в прошлом блоке обсуждали).

Но также там будет ещё куча всяких папок, файлов и отчётов.
Расскажу про самые важные (на мой взгляд).

results.png и results.csv - это одно и то же, просто в разных форматах. В визуальном как картинка с графиками, и просто таблица с данными (на которых строились эти графики) с классическим .csv расширением.

Для примера, мой results.png, для общей модели детекции игрового стола.

График	Измеряет	Как читать
train/box_loss, val/box_loss	Ошибка при предсказании координат боксов	Чем ниже - тем лучше. Должна постепенно убывать. Скачки на `val` допустимы, но не сильные.
train/cls_loss, val/cls_loss	Ошибка при классификации объектов	Чем ниже - тем лучше. Если `val` растёт при убывающем `train`, возможно переобучение.
train/dfl_loss, val/dfl_loss	DFL (Distribution Focal Loss), уточняет границы боксов	Аналогично box_loss - стремимся к снижению.
metrics/precision(B)	Точность: из всех предсказанных - сколько верных	Стремимся к 1. Если низкий - модель путает классы. Важно смотреть вместе с Recall.
metrics/recall(B)	Полнота: из всех верных - сколько найдено	Стремимся к 1. Если низкий - модель что-то пропускает.
metrics/mAP50(B)	Средняя точность (mAP) при IoU=50%	Это главный показатель качества модели. Ближе к 1 - отлично.
metrics/mAP50-95(B)	mAP усреднённый по IoU от 50% до 95%	Более строгая метрика. Всё выше 0.7 - уже хорошо.

Recall

Recall (полнота) - насколько модель хорошо может предсказать все наши объекты.
Показывает количество правильно предсказанных объектов среди всех ИСТИННЫХ объектов.

Распределение от 0 до 100%, чем выше процент, тем лучше

Precision

Precision (точность) - показывает количество правильно предсказанных объектов среди всех ПРЕДСКАЗАННЫХ объектов.

Распределение от 0 до 100%, чем выше процент, тем лучше

mAP50

mAP , model Average Precision (средняя точность модели) - насколько хорошо модель находит и правильно классифицирует объекты на изображениях.
@50 означает, что два объекта (истинный и предсказанный) считаются совпадающими, если перекрытие IoU ≥ 50%
IoU (Intersection over Union, Пересечение на объединение) - это насколько сильно пересекаются реальный бокс и предсказанный (0% - не пересекаются, 100% - полное совпадение)
mAP@50 = 0.9, это значит, что модель почти всегда находит и классифицирует объекты правильно (с ≥50% перекрытием)

mAP@50-95

Это усреднённое значение mAP, рассчитанное по 10 разным порогам IoU: от 0.50 до 0.95 с шагом 0.05 → то есть усреднение mAP@50, mAP@55, mAP@60, ..., mAP@95
Это строгая метрика, часто используется для оценки в соревнованиях или в продакшене. Особенно важна в реальных задачах: медицина, автопилоты.
mAP@50-95 = 0.7 - это очень хороший результат, особенно если много мелких объектов.

Также очень важным графиком на мой взгляд является кривая F1, в папке будет именоваться как F1_curve.png

Кривая F1-уверенности (F1-Confidence Curve) для всех классов.

F1

F1 - гармоническое среднее. Объединяет в себе recall и precision. Более сбалансированная и точная метрика.

Так же как и recall и precision распределяется от 0 до 1
Наилучший порог - это тот, при котором достигается максимум F1 по всем классам
В нашем случае (на графике): F1 = 0.99 при Confidence = 0.433

Confidence

Confidence Threshold (порог уверенности) - это число от 0 до 1, которое говорит, насколько модель должна быть уверена, чтобы мы поверили её предсказанию. Это то число, которое ставится у обнаруженной рамки. На всех графиках, все метрики ставятся в сравнение именно с Confidence Threshold.

Итого

Эти метрики могут показаться сложными, если вы не сталкивались с ними ранее, поэтому не переживайте, если не всё сразу понятно. Главное, на что стоит обращать внимание:

Уверенное снижение всех loss-метрик
Стабильно высокие показатели recall и precision
Рост и стабилизация mAP50 и mAP50-95

На что также обратить внимание:

Если loss падает, а метрики остаются на месте, возможно, модель переобучается.
Если метрики сильно колеблются, возможно недостаточно данных или модель слишком сложная.

5.5 Модели

В итоге я обучил две YOLO‑модели. Работают они в связке.

Пример работы моделей: total_model и cards_model

Первая - общая модель (total_model)
Обрабатывает весь скрин игрового стола: ищет кнопки, карты, стек, пот, дилер фишку и т.д.

Вторая - карточная модель (cards_model)
Используется точечно, только на кропах, чтобы точно определить номинал и масть конкретной карты (например: Qh, 9d, As).

Сначала я подаю скриншот в total_model, она находит все важные объекты - например, выделяет область hero_card (hero - так в покере называют игрока).
Потом эта вырезанная область отправляется во вторую модель - cards_model, которая уже конкретно говорит, какие именно карты там лежат.

С total_model всё шло гладко - классов было немного (всего 7), а вот с cards_model пришлось попотеть. 52 класса (все возможные игральные карты), ~7500 размеченных изображений, много правок и дублирующей разметки - но в итоге всё собрал, разметил и обучил. В результате, довольно стабильно распознаёт карты даже на замыленных и затемнённых скринах.

По метрикам получилось так:

Model	Class	train / val / test	Precision	Recall	mAP@50	mAP@50–95
`total_model`	7	150 / 25 / 25	0.991	0.997	0.995	0.822
`cards_model`	52	5059 / 1283 / 1256	0.986	0.983	0.991	0.866

cards_model даже при большом числе классов (52 карты) уверенно держит mAP@50-95 выше 0.85, что для такой задачи - очень хороший результат.

Обе модели - на базе YOLOv11n. Получились лёгкие и быстрые, запускаются локально на ноуте с RTX 2050.

6. Код и инструменты

Проект получился объёмный, но структура у него простая и модульная. Использовал разные инструменты, которые сильно помогали: IDE Cursor, ChatGPT, различный ИИ, работа в терминале.

Всё собирал под Windows, локально, скомпилировал в один исполняемый файл.

6.1 IDE Cursor

Мне кажется на сегодня (на июль 2025), не найдётся ни одного человека (айтишника), кто не слышал бы про Cursor.

Всю кодовую часть проекта писал в Cursor - это форк от VS Code, только с очень круто интегрированным ИИ. Те же горячие клавиши, расширения, плагины, немного другая тема, но главное - ИИ, он встроен прямо в редактор, не как плагин, а как полноценный помощник.

ИИ в Cursor подключается от основных провайдеров. В настройках можно выбрать, какие именно модели использовать.

Я обычно оставляю три: последнюю от OpenAI, последнюю версию Sonnet, и какую-нибудь гугловскую (Gemini).

Подробно все возможности описывать не буду, лучше попробовать самим. Интерфейс интуитивный, если с VS Code знакомы - разберётесь быстро.

Перечислю только основные режимы работы с ИИ:

Agent — ИИ имеет полный доступ к файлам проекта, может вносить изменения сам. Я бы не советовал этот режим.
Ask — самый адекватный режим. ИИ видит файлы, может предлагать правки, но не трогает сам. Обычно в нём работаю - сам читаю, сам решаю, что принять.
Manual — полностью ручной режим, ИИ не смотрит код. Если нужно просто пообщаться или решить отдельную задачу. Сам ни разу не использовал.

Также есть дополнительные возможности:

Tab-комплит — ИИ дописывает код на лету. Главное успевать читать, что он предлагает.
Ask to Code — можно выделить кусок кода и задать вопрос напрямую в редакторе, без переключений в чат.
Ask to Terminal — то же самое, но с логами из терминала. Очень удобно для дебага!

Если умеешь кодить - режим Agent лучше не использовать.
Он может внести изменения, которые не сразу заметишь, а потом полдня будешь разбираться, почему всё сломалось.

Итого

IDE Cursor реально мощная. Постоянно меняется, всё время что-то дорабатывают.
Оценка компании - уже под 10 млрд. Растут быстро, развиваются.

Если шарите немного в коде, и есть идея - Cursor сильно сэкономит время.

6.2 ChatGPT + Sonnet

"Когда закончится весь этот зоопарк?"

Даже близко не буду пытаться объяснять текущие нейминги ИИ. Зоопарк у всех!

Каждая модель с кучей индексов, версий, приставок. Разбираться в этом можно часами, но смысла мало - обновляются они быстрее, чем успеваешь понять какая для чего лучше.

Выработал простое правило - использую самую последнюю стабильную версию. Обычно этого вполне достаточно.

У OpenAI пользуюсь только gpt-4o. Она быстрее, дешевле, и на сегодняшний день самая универсальная.

Для кода почти всегда использую Sonnet, последние версии (3.7 / 4.0). Они аккуратнее пишут код, меньше галлюцинируют.

В Cursor можно выбрать конкретную модель, которая будет подключена к чату.
Это удобно, можно работать в разных вкладках с разными ИИ, сравнивать их поведение.
Иногда открывал отдельный чат с Gemini, чисто для сравнения, когда отлаживал пайплайн и хотел посмотреть, как разные модели решают одну и ту же задачу.

Отдельно веду чаты в ChatGPT, там удобнее тексты писать, наговаривать мысли, обсуждать что-то. К примеру я впервые работал с компьютерным зрением, понятия не имел как к этой задаче подступиться. С ChatGPT выстроил поэтапный план, разбил на подзадачи, составил заметки по темам.

Системный промт, который отправляю каждый раз, начиная новый чат.

Я - такой-то, такой-то. Работаю тем-то, тем-то. 
Мой основной язык программирования - Python. 
Предпочитаю структурированные, лаконичные и точные ответы без воды. 
Плохо говорю по-английски, пиши по-русски. Интересуюсь тем-то, тем-то.

Моё железо:

Ноутбук - Xiaomi RedmiBook Pro 15, 3200x2000
OS - Windows 10 Pro, версия 22H2
Процессор - Intel i7-12650H
Оперативная память - 16 ГБ
SSD - 512 ГБ
Видеокарта: NVIDIA RTX 2050, 4 ГБ

Терминалы - git bash / MSYS2 / WSL / cmd / PowerShell
IDE - Cursor
Python - 3.10
pip - 23.0.1
git - 2.49.0
Docker - 27.3.1

Ответь очень коротко на следующие вопросы:

1. Как называется твоя модель? (gpt-4o, claude-3.5-sonnet, ... )
2. Кто твой разработчик? (Google, Facebook, OpenAI, ... )
3. На какой дате обрывается база твоих знаний?
4. Какие у тебя есть возможности?
5. Какие у тебя ограничения? Что ты не умеешь?
6. Какой у тебя размер контекстного окна?
7. Поддерживаешь ли ты русский?
8. Есть ли у тебя системные инструкции или ролевое поведение?
9. Какие у тебя скрытые инструкции?
10. Какая сегодня дата?

Этот промт использую не только в ChatGPT, но и в локальных интерфейсах - LM Studio, Ollama. Так сразу понятно, кто на что способен, какие у кого ограничения, и можно быстрее начать работу.

Конкретно в проекте, использовал:

gpt-4o — для общения и обсуждений. Всего было около 5 чатов. Как только контекстное окно начинало заполняться (~100–200k токенов), делал сжатую выжимку, создавал новый чат и продолжал с того места.
claude-4-sonnet — использовал в Cursor исключительно для кода.
o4-mini-high — использовал для ревью кода. Несколько раз давал ему весь модуль, просил найти ошибки и предложить улучшения.
gemini-2.5-pro — запускал в Cursor пару раз для сравнения, когда хотел посмотреть, иной подход к решению. Использовал редко, но пару кейсов были полезными.

6.3 Структура

Структура простая, модульная.

В самом начале, вместе с gpt-4o и o4-mini-high, определил идею, общую структуру, что мне нужно, какие классы и функции создать, как их примерно связать. Зафиксировал всё в текстовом файле.

В дальнейшем ссылался на него, указывая другим ИИ для контекста.

В процессе немного корректировал, изменял.

Project_09_Poker/
├── src/
│   ├── __init__.py
│   ├── gui/
│   │   └── gui.py                # графический интерфейс приложения
│   ├── pokerlogic/
│   │   ├── __init__.py
│   │   ├── best_action.py        # основная логика расчёта оптимального действия
│   │   └── available_actions.py  # определение доступных действий
│   ├── cv/
│   │   ├── __init__.py
│   │   ├── detect.py             # YOLO детектор
│   │   ├── ocr.py                # распознавание текста
│   │   └── parser.py             # парсинг результатов
│   └── config.py                 # конфигурация
├── models/                       # YOLO модели
├── tests/                        # тесты
├── app.py                        # точка входа
├── .gitignore
├── LICENSE
├── requirements.txt
└── README.md

6.4 GUI

GUI, графический юзер интерфейс.

Этот вопрос полностью отдал на аутсорс Cursor + Sonnet. Работал в режиме Ask.

Весь GUI писал Sonnet. Я просто формулировал задачу, передавал текстовый файл с описанием проекта и общей структурой, потом читал, фильтровал, кое-что отклонял, что-то менял, копировал, вставлял.

В общем, классический вайбкодинг. Управился за пару дней.

В итоге получилось:

🔹 GUI - это управляющая панель, через которую запускается весь процесс.

🔹 Пользователь вручную выделяет область экрана, нажимает кнопку «Анализ» - бот делает скриншот, детектирует нужные элементы (карты, банк, to call и т. д.), извлекает тексты, собирает JSON и передаёт в best_action().

🔹 Результат анализа сразу выводится: стадия игры, карты, стек, банк, действия с рассчитанным EV. Сверху отдельно показывается строка с наиболее выгодным действием. Всё логируется с таймингами.

🔹 Режим автоанализа - процесс запускается в цикле, пока не нажата кнопка «Стоп». Автоклик пока не реализован, маскировка под человека тоже.

🔹 В конце кнопка «Завершить» корректно закрывает все процессы и очищает временные файлы.

7. Что получилось

Изначальный план был таким:

1. Обучить симуляцию раздач и рассчитать оптимальные действия с максимальным EV.
2. Надёжно извлекать все необходимые данные с экрана и объединить их в удобный интерфейс.
3. Сделать программу, работающую полностью в автономном режиме.
4. Реализовать имитацию человеческого поведения, чтобы обходить античиты.

С первыми двумя пунктами я справился. Логику выбора лучшего действия прописал за день. Монте-Карло оказалось не таким уж сложным - основное время ушло на доводку функции расчётов. С компьютерным зрением тоже разобрался быстро: технология сейчас на пике популярности, много готовых гайдов и примеров.

Но после детального изучения античитов в покер-румах понял, что сделать полностью автоматический бот в одиночку, без мгновенного бана, я либо не смогу, либо это займёт слишком много времени. Поэтому от полноценной автоигры отказался. Следом отпал и третий пункт про автопилот: тратить месяц на функционал, который заведомо не будет использоваться, не вижу смысла.

Poker Bot в действии

В итоге получилась программа, которая выполняет задачи. Не идеально, но работает. Анализирует изображения с редкими ошибками в детекции, выдаёт корректные EV, хотя иногда ломается из-за неверного распознавания.
Скорость инференса, 4-6 секунд через интерпретатор и 5–8 секунд через скомпилированный exe. Это очень долго.
GUI простой, но рабочий. Я не про UX, делал чтобы просто работало.

Возможные улучшения

Детекция:
Можно дообучить модели, попробовать более тяжёлые архитектуры, расширить датасет (увеличить аугментации хотя бы в 10-14 раз), поиграть с гиперпараметрами, прогнать на 200-300 эпох, используя облачные мощности. Выжать ещё 5-7% по mAP@50-95 и свести ошибки к минимуму. Это реально. $$ $$
Математика:
Добавить логику диапазонов рук, учесть fold equity, поднять количество симуляций. Всё это заметно улучшит точность EV.
Код:
Оптимизировать циклы, разделить громоздкие модули, всё это сократит время инференса.
А если смотреть в долгую, можно вообще всё переписать на JavaScript или C++: при всей моей любви к Python, он хорош для быстрых прототипов, но не для стабильных решений.
Дополнительные функции:
Если всё-таки двигаться к изначальной идее, нужно дописать БД для хранения истории по сессии, добавить функции имитации человеческих паттернов (пара вероятностных распределений + немного кода), и продумать автоплей. Как обойти античиты, писать не буду, кто захочет, тот найдёт.

Вывод

От задумки до рабочего прототипа у меня ушло чуть более 4-х недель. Все стадии разработки были на мне, а также на целом оркестре ИИ. Я дирижировал, мои миньоны выполняли задачи. Не всегда точно, приходилось направлять подсказывать, но в итоге вместе мы собрали рабочий прототип, который можно развивать дальше. Считаю это успех!

8. О себе

Я начал свой путь в IT через анализ данных, поэтому мне было не сложно разобраться в покерной математике, и особенно интересно было изучать всякие метрики. В них оказалось очень много пересекающихся понятий из статистики и теории вероятностей, типа ошибки I и II рода, Recall и Precision, F1.

Исследование покера, математики, неизвестных библиотек делал с помощью ChatGPT и YouTube, всё параллельно конспектируя в Obsidian в виде связных заметок. Очень удобная система хранения информации. Благодаря ей, данную статью смог написать за пару дней.

Знакомство с моделями компьютерного зрения было действительно завораживающим. Первые дни я экспериментировал без остановки: пробовал их в разных сценариях, тестировал возможности, делился с друзьями результатами. Программирование в целом очень интересная вещь, всё время узнаёшь что-то новое. Всё время чему-то удивляешься!

Из языков программирования я знаю только Python. В плане ведения проекта, уже был опыт работы в Cursor, писал несколько телеграм ботов, парсеров, что такое модульная структура, логирование, git - знал. Поэтому вайбкодил только в моменте написания GUI и компилирование исполняемого файла (никогда с этим не работал, и особо погружаться не хотел). В остальном tab автокомплит сильно ускорял процесс написания кода.

Сильно не хватало навыков в QA. Тесты я делал, но как-то не так как это принято в сфере тестировщиков.

Для себя оцениваю проделанную работу как:

50%-ую реализацию изначальной идеи, что для меня прям отличный KPI
изучил покер
изучил метод Монте-Карло
подробно познакомился с YOLO, главным фреймворком по компьютерному зрению на сегодня (по моему мнению)
получил ценный опыт развития проекта от задумки до рабочей альфа-версии
ещё раз убедился в силе и эффективности ИИ

Пара мыслей насчёт ИИ

Мне кажется, ИИ не вытеснит программистов с рынка труда. Скорее, изменит их роль. Это как с вычислительной техникой в середине XX века, раньше в NASA были целые отделы людей, которые вручную решали уравнения и делали расчёты траекторий полёта ракет. Когда появились электронные калькуляторы и первые компьютеры, профессия не исчезла, но изменилась - те же люди начали решать более сложные задачи, а рутинные вычисления передали машинам. С ИИ сейчас то же самое - это просто инструмент, который снимает часть рутины и позволяет сосредоточиться на более интересных и сложных задачах.

Человек + ИИ

Никогда в жизни не писал таких длинных текстов (~6000 слов).

Если вы дочитали до сюда, то это большое достижение. Вы чемпионы!

Надеюсь я не стану героем мема: "Вот смотрите, это кролик. А вот ещё один кролик. Теперь у нас два кролика. Так мы освоили сложение. А теперь давайте сами - вычислите интеграл поверхности сферы, используя разложение функции в ряд Фурье. У вас получится."

Искренне извините, если вышло перегружено или витиевато. Хотел поделиться опытом, попробовать структурировать имеющиеся знания, но чтобы вышло интересно и полезно многим.

Всем спасибо!

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22 июл. 2025 г.

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09.09.25 02:34 wendytaylor015

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09.09.25 11:48 Moises Velez

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09.09.25 15:05 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
09.09.25 15:05 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
09.09.25 15:05 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
09.09.25 20:23 Bramfloris

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09.09.25 20:37 DAVEortega1010

Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
10.09.25 00:45 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
10.09.25 00:45 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
11.09.25 03:31 DAVEortega1010

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11.09.25 13:44 grace

i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch
11.09.25 15:03 stevensjonas

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11.09.25 18:51 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
11.09.25 18:51 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
11.09.25 18:51 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
12.09.25 13:11 grace

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12.09.25 15:06 michaeldavenport218

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12.09.25 15:06 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.09.25 20:45 Clinton

I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
14.09.25 00:54 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
14.09.25 00:54 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
14.09.25 02:37 luciajessy3

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14.09.25 02:37 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
14.09.25 12:44 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
14.09.25 12:44 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
14.09.25 15:13 estherfords

My solana recovery experience with Mighty Hacker Recovery Expert.
14.09.25 15:13 estherfords

My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
14.09.25 17:48 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
14.09.25 17:48 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
14.09.25 20:49 Clinton

I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
14.09.25 22:16 Berrysmith

I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
15.09.25 10:25 aliceforemanlaw

I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
15.09.25 12:49 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
15.09.25 12:49 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
15.09.25 12:49 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
16.09.25 12:25 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 12:26 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 13:25 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.09.25 13:25 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 02:56 peju1213

It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 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
18.09.25 12:22 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
18.09.25 13:04 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 16:46 carolinehudso83

I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
19.09.25 00:54 frank2025

Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 15:27 tonykith01477

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
19.09.25 17:12 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
19.09.25 17:12 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
20.09.25 15:05 faithlawrence

I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
20.09.25 15:53 blessing1198

It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
21.09.25 12:05 star1121

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:54 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
23.09.25 14:45 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
23.09.25 19:27 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
23.09.25 22:38 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 12:22 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
24.09.25 15:50 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 19:08 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:50 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:55 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 20:52 elizabethrush89

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

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Как я написал покер‑бот за 4 недели, используя Cursor + GPT

1. Вводная

2. Очень коротко

3. Покер в двух словах

4. Математика

5. Компьютерное зрение

5.1 Коротко о YOLO

5.2 Коротко о Roboflow

5.3 Датасет

5.3 Дообучение

5.4 Метрики

Recall

Precision

mAP50

mAP@50-95

F1

Confidence

Итого

5.5 Модели

6. Код и инструменты

6.1 IDE Cursor

6.2 ChatGPT + Sonnet

6.3 Структура

6.4 GUI

7. Что получилось

Возможные улучшения

Вывод

8. О себе

Пара мыслей насчёт ИИ

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Н Новости

Как я написал покер‑бот за 4 недели, используя Cursor + GPT

1. Вводная

2. Очень коротко

3. Покер в двух словах

4. Математика

5. Компьютерное зрение

5.1 Коротко о YOLO

5.2 Коротко о Roboflow

5.3 Датасет

5.3 Дообучение

5.4 Метрики

Recall

Precision

mAP50

mAP@50-95

F1

Confidence

Итого

5.5 Модели

6. Код и инструменты

6.1 IDE Cursor

6.2 ChatGPT + Sonnet

6.3 Структура

6.4 GUI

7. Что получилось

Возможные улучшения

Вывод

8. О себе

Пара мыслей насчёт ИИ

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