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Азартная разработка iOS приложения игры 2048 с ChatGPT

Я хочу поделиться с вами опытом создания "с нуля" iOS приложения известной игры 2048 с элементами ИИ (искусственного интеллекта) в SwiftUI с помощью ChatGPT .

В своем классическом варианте, когда играет пользователь с помощью жестов (вверх, вниз, вправо, влево), это довольно простая игра и создать полноценное iOS приложение для такой игры 2048 можно за короткое время, при этом код будет понятен каждому. Но простые правила игры только подталкивают к созданию оптимальных алгоритмов решения игры 2048, то есть к созданию ИИ, который мог бы играть в эту игру автоматически и максимизировать счет игры в разумные сроки.

Мне хотелось написать игру 2048 именно на SwiftUI, пользуясь его прекрасной и мощной анимацией и приличным быстродействием , a также предоставить в распоряжения пользователя не только “ручной” способ игры, когда Вы руководите тем, каким должен быть следующий ход: вверх, вниз, влево и вправо, но и ряд алгоритмов с оптимальной стратегией (метода Монте-Карло, стратегий поиска по деревьям (Minimax, Expectimax) ), позволяющих АВТОМАТИЧЕСКИ выполнять ходы - вверх, вниз, влево и вправо - и добиться плитки с числом 2048 и более (эти алгоритмы и называют алгоритмами “искусственного интеллекта” (ИИ)). Необходимым элементом ИИ является алгоритм поиска, который позволяет смотреть вперед на возможные будущие позиции, прежде чем решить, какой ход он хочет сделать в текущей позиции.

2048 - это очень известная игра, и мне не нужно было объяснять ChatGPT ее правила, он сам всё про неё знает. Кроме того, оказалось, что ChatGPT прекрасно осведомлен об ИИ алгоритмах для игры 2048, так что мне вообще не пришлось описывать ChatGPT контекст решаемой задачи. И он предлагал мне множество таких неординарных решений, которые мне пришлось бы долго выискивать в научных журналах.

Чтобы вы в дальнейшем смогли оценить эти решения, я кратко напомню правила игры 2048.

Сама игра проста. Вам дается игровое поле размером 4×4, где каждая плитка может содержать число внутри себя.

Рис.1 Пример хода в 2048. После хода “сдвиг влево” (left) на левой доске. Доска слева станет той, что расположена на рис. справа.
Рис.1 Пример хода в 2048. После хода “сдвиг влево” (left) на левой доске. Доска слева станет той, что расположена на рис. справа.

Числа на игровом поле всегда будут степенью двойки. Изначально есть только две плитки с номерами 2 или 4. Вы можете менять игровое поле, нажимая на клавиши со стрелками - вверх, вниз, вправо, влево - и все плитки будут двигаться в этом направлении, пока не будет остановлены либо другой плиткой, либо границей сетки. Если две плитки с одинаковыми числами столкнутся во время движения, они сольются в новую плитку с их суммой. Новая плитка не может повторно слиться с другой соседней плиткой во время этого перемещения. После перемещения новая плитка с числом 2 или 4 случайным образом появится на одной из пустых плиток, после чего игрок делает новый ход.

Цель игры состоит в том, чтобы достичь плитки с числом 2048, но её можно рассматривать более широко и достигать плитку с максимально возможным числом. На самом деле существует система подсчета очков, применяемая к каждому ходу. Счет игрока начинается с нуля и увеличивается всякий раз, когда две плитки объединяются, на значение нового числа объединенной плитки. Если нет пустой ячейки и больше нет допустимых ходов, то игра заканчивается.

Итак, моя задача заключалась не только в том, чтобы создать движок игры 2048 на Swift, но и разработать UI c анимацией движения плиток с помощью SwiftUI, a также задействовать ИИ (алгоритмы Expectimax и Monte Carlo) в игре 2048. При этом я хотела максимально использовать возможности ChatGPT.

В статье подробно рассмотрены следующие этапы разработки такого iOS приложения игры 2048 с помощью ChatGPT:

  1. Логика игры без анимации.

  2. Разработка UI (анимация перемещения плиток и появления новых случайных плиток, отображение оптимального направления перемещения плиток на игровом поле).

  3. Добавление AI (алгоритмы Greedy, Expectimax и MonteCarlo) в игру 2048 c автоматическим запуском.

    На третьем этапе я получила от ChatGPT два алгоритма ИИ - Expectimax и Monte Carlo - и их варианты, которые позволяют получать очень приличные результаты - плитки со значениями 4096 и 8092.

    Алгоритм Expectimax в действии
    Алгоритм Expectimax в действии
Алгоритм Monte Carlo в действи
Алгоритм Monte Carlo в действи

Заметьте, какой разный рисунок игры у этих двух совершенно разных ИИ алгоритмов, стремящихся к одному и тому же результату.

Я использовала бесплатную версию ChatGPT 4-o.mini (не самую мощную). Все вопросы задавались на английском и ответы от ChatGPT 4-o.mini тоже были получены на английском, но впоследствие переведены самим же ChatGPT для вас на русский.

В плане движка игры 2048 и UI с анимацией ChatGPT дал возможность очень быстро получить понятный лаконичный код с отличными функциональными возможностями, хотя без ошибок не обошлось. У меня было очень мало ошибок, но они были завуалированными, которые не так-то просто найти. Вот тогда и приходилось прибегать к использованию тестов, которые ChatGPT генерирует отлично.

В плане ИИ для игры 2048 ChatGPT не просто поразил меня своей эрудицией, он предоставил мне готовыми такие ИИ алгоритмы, как Expextimax и Monte Carlo со множеством оптимизирующих возможностей для получения более значимого результата. И это не просто советы, все это сопровождается соответствующим кодом. В частности, использование Swift многопоточности позволило сделать код более эффективным, особенно для больших и глубоких деревьев поиска в игре 2048.

Еще более ценно то, что этот материал можно эффективно использовать для обучения программированию на Swift и SwiftUI не хуже Стэнфордского курса.

Полный протокол взаимодействия с ChatGPT при создании iOS приложения игры 2048 представлен в 3-х постах на моем сайте:

А код находится на GitHub. В этой статье я представляю лишь отдельные фрагменты этого протокола, чтобы вы могли почувствовать, насколько полезным может быть ChatGPT как при разработки, так и при обучении.

Логика игры 2048

Итак, первый запрос к ChatGPT:

ШАГ 1. Начало

321bae66d996a2483a3c91f8e53f98be.png
b0133adedd7eb0460a43fb66038bb007.png
код GameViwModel
import SwiftUI

enum Direction {
    case up, down, left, right
}

class GameViewModel: ObservableObject {
    @Published var board: [[Int]]
    @Published var gameOver = false

    init() {
        board = Array(repeating: Array(repeating: 0, count: 4), count: 4)
        addNewTile()
        addNewTile()
    }

    func addNewTile() {
        var emptyTiles: [(Int, Int)] = []
        for row in 0..<4 {
            for col in 0..<4 {
                if board[row][col] == 0 {
                    emptyTiles.append((row, col))
                }
            }
        }
        if let randomTile = emptyTiles.randomElement() {
            board[randomTile.0][randomTile.1] = Bool.random() ? 2 : 4
        }
    }
    
    func resetGame(_ direction: Direction) {
        // Reset the board to the initial state
        board = Array(repeating: Array(repeating: 0, count: 4), count: 4)
        gameOver = false
        addNewTile()
        addNewTile()

    }

    func move(_ direction: Direction) {
        // Implement the movement logic here
        // This will include merging tiles and updating the board state
        // After moving tiles, call addNewTile() to add a new tile
    }

    func checkGameOver() {
        // Implement the logic to check if the game is over
        // This will involve checking if there are any valid moves left
    }
}
9568d6603181615564cad8aa5362aaa8.pngкод GameView
struct GameView: View {
    @StateObject private var viewModel = GameViewModel()

    var body: some View {
        VStack {
            Text("2048")
                .font(.largeTitle)
                .padding()
            
            GridView(board: viewModel.board)
                .padding()
            
            Button(action: {
                // Implement restart functionality
                viewModel = GameViewModel()
            }) {
                Text("Restart")
                    .font(.title)
                    .padding()
            }
        }
        .onAppear {
            // Initialize game state
        }
        .onReceive(NotificationCenter.default.publisher(for: 
                         UIResponder.keyboardWillShowNotification)) { _ in
            // Handle keyboard events or gestures here
        }
    }
}

struct GridView: View {
    let board: [[Int]]

    var body: some View {
        VStack(spacing: 8) {
            ForEach(0..<4) { row in
                HStack(spacing: 8) {
                    ForEach(0..<4) { col in
                        TileView(value: board[row][col])
                    }
                }
            }
        }
    }
}

struct TileView: View {
    let value: Int

    var body: some View {
        Text(value == 0 ? "" : "\(value)")
            .frame(width: 80, height: 80)
            .background(Color.gray.opacity(0.4))
            .cornerRadius(10)
            .font(.title)
            .foregroundColor(.black)
    }
}
5e218cf514d8b0ede7befd2f03b497cc.pngкод GameView с жестом DragGesture
struct GameView: View {
    @StateObject private var viewModel = GameViewModel()

    var body: some View {
        VStack {
            Text("2048")
                .font(.largeTitle)
                .padding()
            
            GridView(board: viewModel.board)
                .padding()
                .gesture(
                    DragGesture()
                        .onEnded { value in
                            let horizontalAmount = value.translation.width
                            let verticalAmount = value.translation.height
                            
                            if abs(horizontalAmount) > abs(verticalAmount) {
                                if horizontalAmount > 0 {
                                    viewModel.move(.right)
                                } else {
                                    viewModel.move(.left)
                                }
                            } else {
                                if verticalAmount > 0 {
                                    viewModel.move(.down)
                                } else {
                                    viewModel.move(.up)
                                }
                            }
                        }
                )
            
            Button(action: {
                viewModel = viewModel.resetGame() 
            }) {
                Text("Restart")
                    .font(.title)
                    .padding()
            }
        }
    }
}
424c31f88a56b0e10ebc6aade57b46dc.png

Копируем полученный код в наш проект в Xcode:

1ff343d0fd7c14bc90233cefe94acee3.gif

Мы получили вполне себе работающий код генерации UI с необходимыми “заглушками” для логики игры 2048, которые придется наполнять кодом.

ШАГ 2. Функция move()

Получим код для самой главной функции move() с помощью CharGPT:

7647ecb76ca0d4d18275a82922cc913c.png6a4d7ee39ae07935298e7d1c90003f21.pngФункция move (_ direction:Direction)
func move(_ direction: Direction) {
    var moved = false

    // Rotate the board so that we can treat each move as if it's a "left" move
    switch direction {
    case .up:
        rotateLeft()
    case .down:
        rotateRight()
    case .right:
        rotateRight()
        rotateRight()
    case .left:
        break
    }

    for i in 0..<4 {
        let compressedRow = compressRow(board[i])
        let mergedRow = mergeRow(compressedRow)
        let finalRow = compressRow(mergedRow)
        if finalRow != board[i] {
            moved = true
        }

        board[i] = finalRow
    }

    // Rotate the board back to its original orientation
    switch direction {
    case .up:
        rotateRight()
    case .down:
        rotateLeft()
    case .right:
        rotateRight()
        rotateRight()
    case .left:
        break
    }

    if moved {
        addNewTile()
        checkGameOver()
    }
}
541f1d393644fa8ee4043ff2cc5c1302.png
func rotateLeft() {
    board = (0..<4).map { i in
        (0..<4).map { j in
            board[j][3 - i]
        }
    }
}

func rotateRight() {
    board = (0..<4).map { i in
        (0..<4).map { j in
            board[3 - j][i]
        }
    }
}
a07e27d701e34973c67845f07665dc3c.png
func compressRow(_ row: [Int]) -> [Int] {
    let filteredRow = row.filter { $0 != 0 }
    let zeros = Array(repeating: 0, count: 4 - filteredRow.count)
    return filteredRow + zeros
}
a1d5a1db40afaea37188c04353999af4.png
func mergeRow(_ row: [Int]) -> [Int] {
    var newRow = row
    for i in 0..<3 {
        if newRow[i] != 0 && newRow[i] == newRow[i + 1] {
            newRow[i] *= 2
            newRow[i + 1] = 0
        }
    }
    return newRow
}
ca4fe3246ccae7f4cf4331e5a1dd677b.png3608c211a4e6250624cdfeb4ce03bb92.png0b5287fe3c30ff71be57b2357e52f226.png138e91706be6c537165c2cf91e0ae4a0.pngНовый GameViewModel:
enum Direction {
    case up, down, left, right
}

class GameViewModel: ObservableObject {
    @Published var board: [[Int]]
    @Published var isGameOver = false

    init() {
        board = Array(repeating: Array(repeating: 0, count: 4), count: 4)
        addNewTile()
        addNewTile()
    }

    func addNewTile() {
        var emptyTiles: [(Int, Int)] = []
        for row in 0..<4 {
            for col in 0..<4 {
                if board[row][col] == 0 {
                    emptyTiles.append((row, col))
                }
            }
        }
        if let randomTile = emptyTiles.randomElement() {
            board[randomTile.0][randomTile.1] = Bool.random() ? 2 : 4
        }
    }

    func move(_ direction: Direction) {
        var moved = false

        switch direction {
        case .up:
            rotateLeft()
        case .down:
            rotateRight()
        case .right:
            rotateRight()
            rotateRight()
        case .left:
            break
        }

        for i in 0..<4 {
            let compressedRow = compressRow(board[i])
            let mergedRow = mergeRow(compressedRow)
            let finalRow = compressRow(mergedRow)
            if finalRow != board[i] {
                moved = true
            }
            board[i] = finalRow
        }

        switch direction {
        case .up:
            rotateRight()
        case .down:
            rotateLeft()
        case .right:
            rotateRight()
            rotateRight()
        case .left:
            break
        }

        if moved {
            addNewTile()
            checkGameOver()
        }
    }

    func checkGameOver() {
        // Implement the logic to check if the game is over
        // This will involve checking if there are any valid moves left
    }

    func resetGame() {
        board = Array(repeating: Array(repeating: 0, count: 4), count: 4)
        gameOver = false
        addNewTile()
        addNewTile()
    }

    private func rotateLeft() {
        board = (0..<4).map { i in
            (0..<4).map { j in
                board[j][3 - i]
            }
        }
    }

    private func rotateRight() {
        board = (0..<4).map { i in
            (0..<4).map { j in
                board[3 - j][i]
            }
        }
    }

    private func compressRow(_ row: [Int]) -> [Int] {
        let filteredRow = row.filter { $0 != 0 }
        let zeros = Array(repeating: 0, count: 4 - filteredRow.count)
        return filteredRow + zeros
    }

    private func mergeRow(_ row: [Int]) -> [Int] {
        var newRow = row
        for i in 0..<3 {
            if newRow[i] != 0 && newRow[i] == newRow[i + 1] {
                newRow[i] *= 2
                newRow[i + 1] = 0
            }
        }
        return newRow
    }
}
50c43894fbf7b0e3ab528c0803461447.png09b84b83f3be01b80cdf47a5911a9c3d.gif

Круто!!
За 2 шага мы получили работающий вариант игры 2048. Перемещение и слияние плиток работает, но без анимации, кроме того, нет индикации об окончании игры и счета. Давайте сначала добавим анимацию плиток на игровом поле.

UI и анимация игры 2048

ШАГ 3. Подготовка модели к анимации перемещения плиток

Давайте проведем подготовку к анимации перемещения плиток и наделим наши плитки не только значением value, но и положением position плитки на игровом поле. Теперь нашу плитку будет моделировать структура struct Tile, в которой в качестве свойства плитки position используется структура struct Position { var row: int var col: Int}, a игровое поле представлено двухмерным массивом var board: [[Tile]]:

19f5dc9240be62048e99a52c1b7aa389.pnga2bbd960a10cf63b4d1e68649149cae6.png
import SwiftUI

struct Position {
    var row: Int
    var col: Int
}

struct Tile {
    var value: Int
    var position: Position
}
Обновление GameViewModel в связи с использованием Tile:
import SwiftUI

enum Direction {
    case up, down, left, right
}

class GameViewModel: ObservableObject {
    @Published var tiles: [[Tile]] = []
    @Published var isGameOver = false

   init() {
        resetGame()
    }
    
   func resetGame() {
        isGameOver = false
        tiles = (0..<4).map { row in
                (0..<4).map { col in
                    Tile(value: 0, position: Position(row: row, col: col))
                }
            }
        addNewTile()
        addNewTile()
        }

    func addNewTile() {
        var emptyPositions: [Position] = []
        for row in 0..<4 {
            for col in 0..<4 {
                if tiles[row][col].value == 0 {
                    emptyPositions.append(Position(row: row, col: col))
                }
            }
        }
        if let randomPosition = emptyPositions.randomElement() {
            let newValue = Bool.random() ? 2 : 4
            tiles[randomPosition.row][randomPosition.col].value = newValue
        }
    }

    func move(_ direction: Direction) {
        var moved = false

        // Rotate the board so we can always handle the move as a "left" move
        switch direction {
        case .up:
            rotateLeft()
        case .down:
            rotateRight()
        case .right:
            rotateRight()
            rotateRight()
        case .left:
            break
        }

        for i in 0..<4 {
            let row = getRow(i)
            let compressedRow = compressRow(row)
            let mergedRow = mergeRow(compressedRow)
            if mergedRow != row {
                moved = true
                updateRow(i, with: mergedRow)
            }
        }

        switch direction {
        case .up:
            rotateRight()
        case .down:
            rotateLeft()
        case .right:
            rotateRight()
            rotateRight()
        case .left:
            break
        }

        if moved {
            addNewTile()
            checkGameOver()
        }
    }

    func checkGameOver() {
        // Implement the logic to check if the game is over
    }

    private func rotateLeft() {
        tiles = (0..<4).map { col in
            (0..<4).map { row in
                var tile = tiles[row][3 - col]
                 tile.position = Position(row: col, col: row)
                 return tile
            }
        }
    }

    private func rotateRight() {
        tiles = (0..<4).map { col in
            (0..<4).map { row in
                 var tile = tiles[3 - row][col]
                 tile.position = Position(row: col, col:  row)
                 return tile
            }
        }
    }

    private func getRow(_ index: Int) -> [Tile] {
        return tiles[index]
    }

    private func updateRow(_ index: Int, with newRow: [Tile]) {
        for col in 0..<4 {
            tiles[index][col] = newRow[col]
        }
    }

    private func compressRow(_ row: [Tile]) -> [Tile] {
        let nonZeroTiles = row.filter { $0.value != 0 }

       // Guard to check if we need to compress
       guard !nonZeroTiles.isEmpty, nonZeroTiles.count != 4,
          !(nonZeroTiles.count == 1 && nonZeroTiles[0].position.col == 0) 
        else {
            // If the row is already in a compressed state, return it as is
            return row
        }

        // Create new row with non-zero tiles and update their positions
        let newRow: [Tile] = nonZeroTiles.enumerated().map { (index, tile) in
            var updatedTile = tile
            updatedTile.position = 
                               Position(row: tile.position.row, col: index)
            return updatedTile
        }

        // Add zeros to the end of the row with updated positions
        let zeros = (newRow.count..<row.count).map { colIndex in
            Tile(value: 0, position: 
                 Position(row: row[0].position.row, col: colIndex))
        }

        return newRow + zeros
    }

    private func mergeRow(_ row: [Tile]) -> [Tile] {
        var newRow = row
        
       let nonZeroTiles = row.filter { $0.value != 0 }
        
       // If the row has less than 2 tiles return it as is
        guard nonZeroTiles.count > 1 else {
            return row
        }

        for i in 0..<row.count - 1 {
            if newRow[i].value != 0 && newRow[i].value == newRow[i + 1].value {
                
                // Merge tiles
                newRow[i].value *= 2
                
                // New zero tile on i + ! position
                newRow[i + 1] = Tile(value: 0, position: 
                          Position(row: newRow[i].position.row, col: i + 1))
            }
        }

        // Compress the row after merging
        return compressRow(newRow)
    }
}
fb9c4390423da3c9e931f7092c2a16ca.png7463c1af5eb051067ed68350b88d7425.png82bd8451cc19b7acd69b61beb4a5d4ba.pngGameView c TileView
struct GameView: View {
    @StateObject private var viewModel = GameViewModel()

    var body: some View {
        VStack {
            Text("2048")
                .font(.largeTitle)
                .padding()
            
            GridView(tiles: viewModel.tiles)
                .padding()
                .gesture(
                    DragGesture()
                        .onEnded { value in
                            let horizontalAmount = value.translation.width
                            let verticalAmount = value.translation.height
                            
                            if abs(horizontalAmount) > abs(verticalAmount) {
                                if horizontalAmount > 0 {
                                    viewModel.move(.right)
                                } else {
                                    viewModel.move(.left)
                                }
                            } else {
                                if verticalAmount > 0 {
                                    viewModel.move(.down)
                                } else {
                                    viewModel.move(.up)
                                }
                            }
                        }
                )
            
            Button(action: {
                viewModel.resetGame()
            }) {
                Text("Restart")
                    .font(.title)
                    .padding()
            }
        }
    }
}

struct GridView: View {
    let tiles: [[Tile]]

    var body: some View {
        VStack(spacing: 8) {
            ForEach(0..<4) { row in
                HStack(spacing: 8) {
                    ForEach(0..<4) { col in
                        TileView(tile: tiles[row][col])
                    }
                }
            }
        }
    }
}

struct TileView: View {
    let tile: Tile

    var body: some View {
        Text(tile.value == 0 ? "" : "\(tile.value)")
            .frame(width: 80, height: 80)
            .background(Color.gray.opacity(0.4))
            .cornerRadius(10)
            .font(.title)
            .foregroundColor(.black)
    }
}

Используем код в нашем проекте и в GameViewModel получаем ошибку:

0fcc0f47d7307b47278009ac917779c3.png

Спрашиваем ChatGPT, как её исправить:

fd2008e86c39c9767700f84424509202.png8c4c26e3899b9db5dd17858a5fc44aa8.pngc0db8f92e1cc5be24f28fde9ccec9415.png
struct Position:Equatable {
    var row: Int
    var col: Int
}

struct Tile: Equatable {
    var value: Int
    var position: Position
}
4d0c860ef97bdd72c559095f6f4b2b37.pngfe825fee70ba2600a951aa1559289805.png
struct Tile: Equatable {
    var value: Int
    var position: Position

    // Manually implement Equatable conformance
   /* static func == (lhs: Tile, rhs: Tile) -> Bool {
        return lhs.value == rhs.value &&
               lhs.position == rhs.position
    }*/
}

struct Position: Equatable {
    var row: Int
    var col: Int
}
08612fa07b9f993f4e8df548b7fff3b5.png

Мы использовали соответствие структуры Position протоколу Equatable, которое выполняется Swift автоматически, и ручную реализацию c использованием только свойство value, что необходимо для логики игры 2048 :

struct Tile: Equatable {
    var value: Int
    var position: Position

    // Manually implement Equatable conformance
    static func == (lhs: Tile, rhs: Tile) -> Bool {
        return lhs.value == rhs.value
    }
}

struct Position: Equatable {
    var row: Int
    var col: Int
}

Все работает как и прежде, но с новой структурой Tile со свойством position:

1d1e00bac36d235e82f6a925da6bd5a6.gif

Однако для анимации нам нужно работать с изображением плитки TileView на игровой доске, и первое, что нам нужно сделать, - это добавить позиционирование плитки TileView на игровой доске с помощью модификатора .position, используя свойство position самой модели Tile.

ШАГ 4. Модификатор .position для TileView

945346cac6bf65ee5874b61bdac24fa3.pngf34b19a44f2d97e9d706044986c8cbdc.png8e0b7c6dcf6bd78df0ae987b2cfbf476.pngкод TileView и GridView
import SwiftUI

// Define the TileView
struct TileView: View {
    let tile: Tile

    var body: some View {
        Text(tile.value == 0 ? "" : "\(tile.value)")
            .frame(width: 80, height: 80)
            .background( Color.gray.opacity(0.4))
            .cornerRadius(10)
            .font(.title)
            .foregroundColor(.black)
            .position(getTilePosition())
    }

    private func getTilePosition() -> CGPoint {
        let tileSize: CGFloat = 80 // Adjust based on tile size and padding
        let spacing: CGFloat = 8 // Space between tiles

        let x = 
            CGFloat(tile.position.col) * (tileSize + spacing) + tileSize / 2
        let y = 
            CGFloat(tile.position.row) * (tileSize + spacing) + tileSize / 2

        return CGPoint(x: x, y: y)
    }
}

// Define the GridView to use TileView
struct GridView: View {
    let tiles: [[Tile]]

    var body: some View {
        ZStack {
            ForEach(tiles.flatMap { $0 }, id: \.position) { tile in
                TileView(tile: tile)
            }
        }
        .frame(width: 4 * 80 + 3 * 8, height: 4 * 80 + 3 * 8) // Adjust frame size
    }
}
26dfd79b1ae1133d2ec9d9254005810d.png

ШАГ 6. Протокол Identifiable для ForEach

Ранее у нас был такой код для GridView:

struct GridView: View {
    let tiles: [[Tile]]
    var body: some View {
        VStack(spacing: 8) {
            ForEach(0..<4) { row in
                HStack(spacing: 8) {
                    ForEach(0..<4) { col in
                        TileView(value:tiles [row][col])
                    }
                }
            }
        }
    }
}

Теперь мы получили новый код GridView:

// Define the GridView to use TileView
struct GridView: View {
    let tiles: [[Tile]]

    var body: some View {
        ZStack {
            ForEach(tiles.flatMap { $0 }, id: \.position) { tile in
                TileView(tile: tile)
            }
        }
        .frame(width: 4 * 80 + 3 * 8, height: 4 * 80 + 3 * 8) // Adjust frame size
    }
}

Заметьте, как только мы добавили модификатор .position для TileView, необходимость в сетке, состоящей из вложенных ForEach, пропала. ChatGPT четко это уловил и ”вытянул“ 2D массив в 1D массив с помощью функции высшего порядка flatMap и для единственного ForEach использовал этот массив, полагая, что свойство positionплитки Tile не только определяет местоположение плитки TileView на игровой доске, но однозначно идентифицирует саму плитку Tile.

Но это не так, так как позиция position плитки Tile с течением игры меняется, хотя плитка остается той же самой, так что position вовсе не является нужным нам идентификатором уникальности плитки Tile.

// Define the GridView to use TileView
struct GridView: View {
    let tiles: [[Tile]]

    var body: some View {
        ZStack {
            ForEach(tiles.flatMap { $0 }) { tile in
                TileView(tile: tile)
            }
        }
        .frame(width: 4 * 80 + 3 * 8, height: 4 * 80 + 3 * 8) // Adjust frame size
    }
}

Нам нужна какая-то другая вещь, которая идентифицирует плитку навсегда и однозначно. Неважно, что произойдет с этой плиткой, неважно как сильно она поменяется, мы знаем, что это та же самая плитка, нашForEach всегда будет точно знать, с какой плиткой он имеет дело. Это важно для анимации.

Но как только мы уберем id: \.position, мы получаем ошибку:

d25647ffb756cfe214fc70e9cd06761d.png

Давайте спросим ChatGPT, что нам делать с этой ошибкой:

91adc3205b641b6dc8936c14a32b5d24.png36a1e03424776e5130cff0ac250a1191.png5fd2e0594fd760e6baedcd134e11f22d.png
struct Tile: Equatable, Identifiable {
// Manually
   static func == (lhs: Tile, rhs: Tile) -> Bool {
        return lhs.value == rhs.value
    }
    
    var value: Int
    var position: Position
    var id = UUID()  // This provides a unique identifier for each tile
}

struct Position: Equatable {
    var row: Int
    var col: Int
}
3c322b5b562455b530290955dc9d88e4.png
// Define the GridView to use TileView
struct GridView: View {
    let tiles: [[Tile]]

    var body: some View {
        ZStack {
            ForEach(tiles.flatMap { $0 }) { tile in
                TileView(tile: tile)
            }
        }
        .frame(width: 4 * 80 + 3 * 8, height: 4 * 80 + 3 * 8) // Adjust frame size
    }
}
b4cf32f80a26c622ead6f52145287391.pngfd15febac03f7afb77cc6a6b6b1ea5d7.gif

Шаг 5. Анимация

2e33f54d750184f1e32806c066ea829f.png27fa5924f38dabe87660138ecae9f12b.png10a6a58c3f334af7be259820b17bf4c9.pngTileView с неявной анимацией и модификатором перехода .transition
import SwiftUI

struct TileView: View {
    let tile: Tile
    let tileSize: CGFloat
    let padding: CGFloat

    var body: some View {
        RoundedRectangle(cornerRadius: padding)
            .fill(Color.colorForTile(tile.value))
            .frame(width: tileSize, height: tileSize)
            .overlay(
                Text(tile.value > 0 ? "\(tile.value)" : "")
                    .font(.largeTitle)
                    .foregroundColor(.black)
            )
            .position (getTilePosition())
            .animation(.easeInOut(duration: 0.2), value: tile.position)
            .transition(.scale)
    }

    private func getTilePosition() -> CGPoint {
      let x = CGFloat(tile.position.col) * (tileSize + padding) + tileSize / 2
      let y = CGFloat(tile.position.row) * (tileSize + padding) + tileSize / 2
        return CGPoint(x: x, y: y)
    }
}

extension Color {
   static func colorForTile(_ value: Int) -> Color {
        switch value {
        case 0: return Color(UIColor.systemGray5)
        case 2: return Color(UIColor.systemGray4)
        case 4: return Color.orange
        case 8: return Color.red
        case 16: return Color.purple
        case 32: return Color.blue
        case 64: return Color.green
        case 128: return Color.yellow
        case 256: return Color.pink
        case 512: return Color.brown
        case 1024: return Color.cyan
        case 2048: return Color.indigo
        default: return Color.mint
        }
    }
}
25aeffb9261e5b9f264007927b365794.pngGameView c явной анимацией withAnimation
struct GameView: View {
    @StateObject private var viewModel = GameViewModel()
    let tileSize: CGFloat = 80
    let padding: CGFloat = 8
    var body: some View {
        VStack {
            Text("2048")
                .font(.largeTitle)
                .padding()
            
            GridView(tiles: viewModel.tiles, tileSize: tileSize, 
                                             padding: padding)
                .gesture(
                    DragGesture()
                        .onEnded { value in
                            withAnimation(.easeInOut) {
                                handleSwipe(value: value)
                            } 
                        }
                )
            
            Button(action: {
              withAnimation(.easeInOut) {
                  viewModel.resetGame()
                }
            }) {
                Text("Restart")
                    .font(.title2)
                    .padding()
            }
        }
    }
    
    // Handle swipe gesture and trigger game actions
    private func handleSwipe(value: DragGesture.Value) {
        let threshold: CGFloat = 20
        let horizontalShift = value.translation.width
        let verticalShift = value.translation.height
        
        if abs(horizontalShift) > abs(verticalShift) {
            if horizontalShift > threshold {
                viewModel.move(.right)
            } else if horizontalShift < -threshold {
                viewModel.move(.left)
            }
        } else {
            if verticalShift > threshold {
                viewModel.move(.down)
            } else if verticalShift < -threshold {
                viewModel.move(.up)
            }
        }
    }
}
69cac060ea1ae84b9244a52af8672c47.pngСкрытый текст
// Define the GridView to use TileView
struct GridView: View {
    let tiles: [[Tile]]
    let tileSize : CGFloat
    let padding : CGFloat
    
    var body: some View {
       ZStack {


         // Background grid
            VStack(spacing: padding) {
               ForEach(0..<4) { row in
                   HStack(spacing: padding) {
                       ForEach(0..<4) { col in
                           RoundedRectangle(cornerRadius:padding)
                               .fill(Color.colorForTile(0))
                               .frame(width: tileSize, height: tileSize)
                       }
                   }
               }
           }

            // Foreground tiles (only non-zero values)
             ForEach(tiles.flatMap { $0 }.filter { $0.value != 0 }){ tile in
                TileView(tile: tile, tileSize: tileSize, padding: padding)
             }
        }
        .frame(width: 4 * tileSize + 3 * padding, 
               height: 4 * tileSize +  3 * padding) // Adjust frame size
    }

}
096210770e4a716690d4d628b7efb5fc.png770133daeffeb2bc216e538779d644cb.png

Вот как работает этот код:

e864e88f78ffb6ea0e27621af89f5dd5.gif

A вот в режиме “Медленной Анимации” (Slow Animation) :

fc3de1399a6366f5506d2f209ff95f45.gif

Мы видим, что появление новых плиток анимируется из середины (.center), и это выглядит не совсем хорошо, нам бы хотелось, чтобы появление новых плиток анимировалось “по месту” плиток в игровом поле.

Усовершенствованный переход .transition (.scale)

Давайте спросим, как добиться этого у ChatGPT:

2fdfc96356d046831d176566f281acec.pngfe2466d978c41bb5f7eece696e1db6cc.pnged02ddc96decffaf8214e6a807fb2594.pngкод TileView c .transition (.scale) и .transition(.offset):
struct TileView: View {
    let tile: Tile
    let tileSize: CGFloat
    let padding: CGFloat
    
   var body: some View {
       let tilePosition = getTilePosition()
       
        RoundedRectangle(cornerRadius:padding)
            .fill(Color.colorForTile(tile.value))
            .frame(width: tileSize, height: tileSize)
            .overlay(
                Text(tile.value > 0 ? "\(tile.value)" : "")
                    .font(.largeTitle)
                    .foregroundColor(.black)
            )
            .position(tilePosition)
            .animation(.easeInOut(duration: 0.2), value: tile.position) 
             .transition(.scale(scale: 0.12).combined (with: .offset( 
                            x: tilePosition.x - 2.0 * tileSize,
                             y: tilePosition.y - 2.0 * tileSize)))
    }
    
    private func getTilePosition() -> CGPoint {
      let x = CGFloat(tile.position.col) * (tileSize + padding) + tileSize / 2
      let y = CGFloat(tile.position.row) * (tileSize + padding) + tileSize / 2
        
        return CGPoint(x: x, y: y)
    }
}
0bf6cc3b387e55628d947d0eceb9f264.pngd8ec455fd08d51462c08880ddd4abf7b.png

Вот как работает этот код:

539e05f3e9e740e5d9e4679a033f48f4.gif

A вот в режиме “Медленной Анимации” (Slow Animation) :

5ccad4da0e122112c4636b07ba5c996b.gif

Следующие шаги я не буду рассматривать здесь, с ними можно подробно познакомиться в посте :

ШАГ 6. Цвета специфические для игры 2048

63cbde1e3d0dc3e9eda6e0a4933b53b8.png

Шаг 7. Счет score для игры 2048

a23a4419ff2ba869743ea8f06f240641.png

ШАГ 8. Окончание игры 2048.

b9b46b7a474aaf3d7a436febb95db2f7.png99e2b96aecbe4a54e77df52a33d7ff52.png

ШАГ 9. Оптимальное направление жеста для игры 2048.

2d309805f6918b39c05a88d6416cccf1.png

Результат работы приложения после применения вышеуказанных шагов:

94466861071880e2d15a3f8103b2a0da.gif

Теперь, когда на любом этапе игры 2048 мы можем определить оптимальное направление перемещения плиток с помощью bestMoveDirection(), мы можем заменить ручной swipe жест на автоматический запуск перемещение плиток в оптимальном направлении. и тем самым реализовать своего рода "жадный" (greedy) ИИ (AI) алгоритм в игре 2048.

Искусственный интеллект (AI) в игре 2048

ШАГ 10. Добавление AI в игру 2048

Добавление ИИ в игру 2048 подразумевает реализацию логики, которая может автоматически выбирать лучший ход на каждом шаге. ИИ будет, например, использовать функцию bestMoveDirection(), которую мы ранее обсуждали, чтобы определить, какой ход выполнить, основываясь, на максимальном увеличении счета. В этом случае ИИ может автоматически играть в игру 2048, делая оптимальные ходы.

Таким образом, нам понадобится метод выполнения хода ИИ, возможность запуска его автоматически с определенной периодичностью, и, переключатель для переключения между ручным режимом со swipe жестом и воспроизведением ИИ.

Но давайте сначала поймем, какие в SwiftUI есть средства запуска определенный код автоматически через равные промежутки времени:

e2cd9a4f78c043aeffcfceeb13b8149d.png00898818c3d6f55cc85e51ad61d03a2a.pngView, обновляющее счетчик каждую секунду
import SwiftUI

struct PeriodicTaskView: View {
    @State private var counter = 0
    
    // Create a timer publisher that fires every second
    let timer = Timer.publish(every: 1, on: .main, in: .common).autoconnect()

    var body: some View {
        VStack {
            Text("Counter: \(counter)")
                .font(.largeTitle)
                .padding()

            // Example of something happening periodically
            Text("This text will update every second.")
        }
        .onReceive(timer) { _ in
            // Increment the counter every time the timer fires
            counter += 1
            
            // Place any other periodic code here
            print("Timer fired. Counter is now \(counter).")
        }
    }
}

 #Preview {
            PeriodicTaskView()
 }
fbfa26d3f73599c086b0ec8702b4d540.png5d150b42b710a0877a3bc201fd756a67.png
struct GameView: View {
    @ObservedObject var viewModel: GameViewModel
    @State private var isAIEnabled = false
    
    // Create a timer publisher that fires every second
    let timer = Timer.publish(every: 1, on: .main, in: .common).autoconnect()

    var body: some View {
        VStack {
            Toggle("Enable AI", isOn: $isAIEnabled)
                .padding()

            // Your game UI components go here...

        }
        .onReceive(timer) { _ in
            if isAIEnabled {
                let direction = viewModel.bestMoveDirection()
                viewModel.move(direction)
            }
        }
    }
}
2bf7e9914e1db74e7b2efbed889ed451.png

Использование модификатора .onReceive (timer) и Timer.publish в GameView

63bbc74c127649c8ef6f6565e7c78503.png763378fef47cd50aaf7ea67664babd06.pngac1a494bfc415d86cd4988100f0755e0.pngкод GameView c Timer.publish и .omReceive
import SwiftUI

struct GameView: View {
    @ObservedObject var viewModel = GameViewModel ()

    let tileSize: CGFloat = 80
    let padding: CGFloat = 8
    
    @State var isAIPlaying = false
    @State private var isShowingOptimalDirection = false
    
    // Timer that triggers every 0.5 seconds
    private let timer = 
               Timer.publish(every: 0.5, on: .main, in:.common).autoconnect()
    
    var body: some View {
        VStack {
            // Your game UI components here (e.g., grid view, score display)...

            HStack {
                Button(action: {
                    isAIPlaying.toggle()
                }) {
                    HStack {
                        Image(systemName: 
                                 isAIPlaying ? "checkmark.square" : "square")
                            .resizable()
                            .frame(width: 24, height: 24)
                                                   
                       Text( isAIPlaying ? "AI Stop" : "AI Play")
                     }
                }
                .padding()
                .background(.accentColor)
            }
            
            if viewModel.isGameOver {
                Text(viewModel.isGameOver  ? "Game Over": " ___ ")
                    .font(.title)
                    .foregroundColor(viewModel.isGameOver  ? .red : .clear)
            }
        }
        .padding()

        // This triggers AI moves at intervals when AI is playing
        .onReceive(timer) { _ in
            if isAIPlaying {
                viewModel.executeAIMove()
            }
        }
    }
}
95b0f33fd4d45fab3500d7e6235d9b04.png43ba7d1c998777008b2f2566153c2a94.png
c39ceded2a601cc0a1944b12074b85f3.pngСкрытый текст
class GameViewModel: ObservableObject {
    @Published var tiles: [[Tile]] = []
    @Published var score: Int = 0
        
    private var aiGame = AIGame()
    
    init() {
        resetGame()
    }
    
    func resetGame() { . . .}
        // Reset the game board, score, and other states    
     
     func executeAIMove() {
        var  bestDirection : Direction 
        guard !isGameOver else { return }
       
        bestDirection = bestMoveDirection()
        move(bestDirection)
        }
           
    func bestMoveDirection() -> Direction {
        var bestDirection: Direction = .right
        var maxScore = 0
        
        for direction in Direction.allCases {
            let result = 
                      aiGame.oneStepGame(direction: direction, matrix: tiles)
            if result.moved && result.score >= maxScore {
                maxScore = result.score
                bestDirection = direction
            }
        }
        
        return bestDirection
    }
    
    func move(_ direction: Direction) {
        // Logic to slide and merge tiles, add newTile if moved and gain the score
        let (moved, score) = slide(direction)
        
        if moved {
            self.score += score
            addNewTile()
        }
        checkGameOver()
    }

    private func checkGameOver() {
        if !canMove() {
            isGameOver = true
        }
    }
    
    private func canMove() -> Bool {
        return Direction.allCases.contains { direction in
            aiGame.oneStepGame(direction: direction, matrix: tiles).moved
        }
    }
    
    private func addNewTile() {
        // Logic to add a new tile at a random empty position
    }
    
    func slide(_ direction: Direction) -> (moved: Bool, score: Int) {
        // Logic to slide and merge tiles, returning whether any tiles moved and the score gained
        var moved = false
        var totalScore = 0
        
        // Rotate board, compress, merge, and update rows...
        
        return (moved, totalScore)
    }
}
afd9e93fe6507a3200976b6b8e922a3c.png

A вот наш UI:

6f322c92a4eb4a8a845cef9e69140bb8.gif

ШАГ 11. Лучшая ИИ (AI) стратегия

55c020dfe946dcb9a0c349ce54a58515.png1168a0259526b23f2be3b04f6ff796f3.png113da4aff09c5db95e82bc205e448dfa.pngfe6e462e51e77c0bf9294793cd5254fa.png4ccebf6ca3d9d8eb1cdde0217a7344e9.png02561f2e3e1a6758e1c659a63005b2ce.png

ШАГ 12. Алгоритм Expectimax

de25203e33a95a551e7e732ef509da6c.pngbecef33a9d930c0981eabc0cdc8182c8.png
enum Direction: CaseIterable {
    case up, down, left, right
}
4d403a7d6c647126d341f305faa0e358.png
struct Tile : Equatable, Identifiable {
    var value: Int
    var position: Position
    var id = UUID()  // This provides a unique identifier for each tile
    
    // Manually implement Equatable conformance
    static func == (lhs: Tile, rhs: Tile) -> Bool {
        return lhs.value == rhs.value
    }
}

struct Position: Equatable {
    var row: Int
    var col: Int
}
a15035da47d3f233fb76611542f79508.pngкод алгоритмв expectimax:
func expectimax(board: [[Tile]], depth: Int, isAITurn: Bool) -> Double {
      // Base case: return the board evaluation if depth is 0 or game is over
        if depth == 0 || isGameOver(board) {
            return evaluateBoard  (board)
        }
        
        // AI's move (maximize the score)
        if isAITurn {
            var maxScore = -Double.infinity
            for direction in Direction.allCases {
                let newBoard = GameViewModel (matrix: board)
                let (moved, _) = newBoard.slide(direction)
                if moved {
                 // Recur for the next move, but now it's the tile placement's turn
                    maxScore = max(maxScore, 
        expectimax(board: newBoard.tiles, depth: depth - 1, isAITurn: false))
                }
            }
            return maxScore
        }
        // Random tile placement's move (chance node)
        else {
            var expectedScore = 0.0
            let emptyTiles = board.flatMap{$0}.filter{$0.value == 0}
            // If no empty tiles, the game is over
            if emptyTiles.isEmpty {
                return evaluateBoard (board)
            }
            
            // For each empty tile, calculate the expected value
            for tile in emptyTiles {
                var boardWith2 = board
                boardWith2[tile.position.row][tile.position.col].value = 2
                var boardWith4 = board
                boardWith4[tile.position.row][tile.position.col].value = 4
                
                // 90% probability of placing a '2' tile, 10% of placing a '4' tile
                expectedScore += 
        0.9 * expectimax(board: boardWith2, depth: depth - 1, isAITurn: true)
                expectedScore += 
        0.1 * expectimax(board: boardWith4, depth: depth - 1, isAITurn: true)
            }
            return expectedScore / Double(emptyTiles.count)
        }
    }

  func evaluateBoard(_ board: [[Tile]]) -> Double {
        let monotonicityWeight = 1.0
        let smoothnessWeight = 0.1
        let emptyTilesWeight = 2.7
        let maxTileWeight = 1.0

        let emptyTilesCount = 
               Double(board.flatMap{$0}.filter{$0.value == 0}.count)
              
        return monotonicity(board) * monotonicityWeight +
               smoothness(board) * smoothnessWeight +
               emptyTilesCount * emptyTilesWeight +
               maxTileInCorne() * maxTileWeight
    }
    
    func  monotonicity (_ board: [[Tile]]) -> Double {
        // calculate
        return 0.0
    }
    func  smoothness (_ board: [[Tile]]) -> Double {
        // calculate
        return 0.0
    }

    func maxTileInCorner(_ board: [[Tile]]) -> Double 
        // calculate
        return 0.0
    }
9d9e7c2f8b3ad9b15d99aec9a41913cf.png71c61f9429c57623defd3038f55543f6.png8f3d10dbdc560f5a17d48dc3688ff7ac.png890d15eb5324e80c75d771f4884e9ef6.pngfc15972e558226300789a17445d118c5.pngкод функции expectimaxBestMove (
// MARK: - Expectimax
    func expectimaxBestMove (depth: Int, matr [[Tile]]) -> Direction {
        var bestDirection = Direction.right
        var bestScore: Double = -Double.infinity
 
       // for move in possibleMoves {
        for direction in Direction.allCases {
            var model = GameViewModel (matrix: matrix) // Initialize Game
            let (moved, _ ) = model.slide(direction)
            if moved {
               let newScore = 
          expectimaxScore (board: model.tiles, depth: depth, isAITurn: false)
               if newScore > bestScore {
                    bestScore = newScore
                    bestDirection = direction
                }
            }
        }
        return bestDirection
    }
df21eeabc541754e0f800242c539d3c7.pngкод GameViewModel
class GameViewModel: ObservableObject {
    @Published var tiles: [[Tile]] = []
    @Published var isGameOver = false
    @Published var score: Int = 0
        
    private var aiGame = AIGame()
    
    init() {
        resetGame()
    }
    
    func resetGame() { . . .}
        // Reset the game board, score, and other states    
     
    // ------ AI ---------
    func executeAIMove() {
            guard !isGameOver else { return }
            move(bestAIMoveDirection())
    }
      func bestAIMoveDirection() -> Direction {
           aiGame.expectimaxBestMove(depth: 4, matrix: tiles)
      }
              
     // Other functions: move, slide, compress, merge, and update rows...
}
7806ad5edd14bb19429c689549e6cd49.pngGameView
import SwiftUI

struct GameView: View {
    @ObservedObject var viewModel = GameViewModel ()

    let tileSize: CGFloat = 80
    let padding: CGFloat = 8
    
    @State var isAIPlaying = false
    @State private var isShowingOptimalDirection = false
    
    // Timer that triggers every 0.5 seconds
    private let timer = 
            Timer.publish(every: 0.5, on: .main, in:.common).autoconnect()
    
    var body: some View {
        VStack {
            // Your game UI components here (score display)...

            HStack {
                Button(action: {
                    isAIPlaying.toggle()
                }) {
                    HStack {
                     Image(systemName: 
                                 isAIPlaying ? "checkmark.square" : "square")
                            .resizable()
                            .frame(width: 24, height: 24)
                                                   
                      Text(isAIPlaying ? "AI Stop" : "AI Play")
                     }
                }
                .padding()
            }
            
            if viewModel.isGameOver {
                Text(viewModel.isGameOver  ? "Game Over": " ___ ")
                    .font(.title)
                    .foregroundColor(viewModel.isGameOver  ? .red : .clear)
            }
       // Your game UI components here (e.g., grid view, reset display)...
        }
        .padding()

        // This triggers AI moves at intervals when AI is playing
        .onReceive(timer) { _ in
            if isAIPlaying {
                viewModel.executeAIMove()
            }
        }
    }
}

Вот как работает expectimax поиск оптимального хода:

7d55d3dd16f4ce3efe83e03f3bb31844.gif
cfbb245f2c00363e579eeaf849def158.gif

ШАГ 13. Улучшение функции evaluate()

cb4c24fbd89366fe3de1f443c8857d8c.pnge86bd41da9bdc7ee5d8f2bf25f0b2d74.pngфункция monotonicity (grid: ) 
func monotonicity (_ grid: [[Int]]) -> Double {
        func calculateMonotonicity(values: [Int]) -> (Double, Double) {
            var increasing = 0.0
            var decreasing = 0.0
            var current = 0
            // Skip over any initial zeros in the row/column
            while current < values.count && values[current] == 0 {
                current += 1
            }
            var next = current + 1
            while next < values.count {
                // Skip over any zeros in the middle
                while next < values.count && values[next] == 0 {
                    next += 1
                }
                if next < values.count {
                    let currentValue = values[current] != 0 ?    
                                          log2(Double(values[current])) : 0
                    let nextValue = values[next] != 0 ? 
                                          log2(Double(values[next])) : 0
                    if currentValue > nextValue {
                        decreasing += nextValue - currentValue
                    } else if currentValue < nextValue {
                        increasing += currentValue - nextValue
                    }
                    // Move to the next non-zero tile
                    current = next
                    next += 1
                }
            }
            return (increasing, decreasing)
        }
        var rowMonotonicity = (increasing: 0.0, decreasing: 0.0)
        var colMonotonicity = (increasing: 0.0, decreasing: 0.0)
        // Check row monotonicity (left-right)
        for row in grid {
            let (increasing, decreasing) = calculateMonotonicity(values: row)
            rowMonotonicity.increasing += increasing
            rowMonotonicity.decreasing += decreasing
         }
        // Check column monotonicity (up-down)
        for col in 0..<grid[0].count {
            let columnValues = grid.map { $0[col] }
            let (increasing, decreasing) = 
                                  calculateMonotonicity(values: columnValues)
            colMonotonicity.increasing += increasing
            colMonotonicity.decreasing += decreasing
        }
        return max(rowMonotonicity.increasing, rowMonotonicity.decreasing) +
               max(colMonotonicity.increasing, colMonotonicity.decreasing)
    }
c1332c6d2aaeaa8b3dd5e15834bb7287.pngфункция smoothness (grid: ) 
func smoothness(_ grid: [[Int]]) -> Double {
      var smoothness: Double = 0
      for row in 0..<4 {
          for col in 0..<4 {
              if grid[row][col] != 0 {
                 let value = Double(grid[row][col])
                 if col < 3 && grid[row][col+1] != 0 {
                     smoothness -= abs(value - Double(grid[row][col+1]))
                 }
                 if row < 3 && grid[row+1][col] != 0 {
                      smoothness -= abs(value - Double(grid[row+1][col]))
                 }
              }
          }
      }
       return smoothness
  }
6ef3f513a601afa620e842e296803eb9.pngфункция func emptyTileCount(board: )
func emptyTileCount(_ board: [[Tile]]) -> Double {
    return Double(board.flatMap { $0 }.filter { $0.value == 0 }.count)
}
13d3b132bb0d47930786f36235c29a81.pngфункция maxTileInCorner(board: ) -> Double 
func maxTileInCorner(_ board: [[Tile]]) -> Double {
    let maxTile = board.flatMap { $0 }.max(by: { $0.value < $1.value })?.value ?? 0
    let cornerTiles = [
        board[0][0], board[0][3],
        board[3][0], board[3][3]
    ]
    return cornerTiles.contains(where: { $0.value == maxTile }) ? 1.0 : 0.0
}

Объединение эвристик в функцию оценки игровой доски evaluate()

72c151b32b78211b981b040cb3cd7d94.pngфункция evaluate(board:)
func evaluateBoard(_ board: [[Tile]]) -> Double {
    let emptyWeight = 2.7
    let smoothnessWeight = 0.1
    let monotonicityWeight = 1.0
    let maxTileCornerWeight = 1.0

    let emptyTilesScore = Double(emptyTileCount(board)) * emptyWeight
    let smoothnessScore = smoothness(board) * smoothnessWeight
    let monotonicityScore = monotonicity(board) * monotonicityWeight
    let maxTileInCornerScore = maxTileInCorner(board) * maxTileCornerWeight
    
    return emptyTilesScore + smoothnessScore + monotonicityScore + maxTileInCornerScore
}
d7bad29ca52124367d11346dcf4dd792.pngfbb3fba1ef6522389bdce377adafce97.png

ШАГ 14. Эвристика в виде Snake (Змея) паттерна

Два способа организации игровой доски в виде Snake паттерна показаны на рисунке:

54cfbf943203aba5f29cd9f2784200aa.png
Матрица весов для Snake паттерна игры 2048
Матрица весов для Snake паттерна игры 2048
e6689f827531ce8cc7eb5561d5403ece.png20aa50fabf7f37bbd0befe753d4c74bd.png2454b365bc70a19c8f5656615c72f4db.png00d2f6c21f0677249751484ebcaaa764.png
[15, 14, 13, 12]
[8,  9,  10, 11]
[7,  6,  5,  4]
[0,  1,  2,  3]
43ba2eb49b5d792c29ed69e0e966fb52.pngфункция snakeHeuristic(board:) 
func snakeHeuristic(_ board: [[Tile]]) -> Double {
    // Snake pattern score weights for each tile position
    let snakePattern: [[Double]] = [
        [15, 14, 13, 12],
        [8,  9,  10, 11],
        [7,  6,  5,  4],
        [0,  1,  2,  3]
    ]
    
    var score = 0.0

    // Evaluate how well the board follows the snake pattern
    for row in 0..<4 {
        for col in 0..<4 {
            let tileValue = board[row][col].value
            if tileValue > 0 {
            score += Double(log2(Double(tileValue))) * snakePattern[row][col]
            }
        }
    }

    return score
}
5f73df48e0f5d412c91ed13701421489.pngфункция evaluateBoard ( board: ) 
func evaluateBoard (_ board: [[Tile]]) -> Double {
        let grid = board.map {$0.map{$0.value}}
        let emptyCells = board.flatMap { $0 }.filter { $0.value == 0 }.count
               let smoothWeight: Double = 0.1
            let monoWeight: Double = 1.0
            let emptyWeight: Double = 5.7
            let maxWeight: Double = 1.0
            let maxTileCornerWeight = 1.0
        
                return monoWeight *  monotonicity(grid)
                 + smoothWeight * smoothness(grid)
                 + emptyWeight * Double(emptyCells)
                 + maxWeight * Double(grid.flatMap { $0 }.max() ?? 0) 
                 + maxTileCornerWeight * maxTileInCorner(board)
                 + snakeHeuristic(grid)
     }
136b15b95934ead6a16d1e18865761b2.pngc4b053ac19ee7d9b17947cdbee3856b1.png
[2^15, 2^14, 2^13, 2^12]
[2^8,  2^9,  2^10, 2^11]
[2^7,  2^6,  2^5,  2^4]
[2^0,  2^1,  2^2,  2^3]
функция snakeHeuristic(_ board: ) 
func snakeHeuristic(_ board: [[Tile]]) -> Double {
    // Snake pattern score weights for each tile position based on powers of 2
    let snakePattern: [[Double]] = [
        [pow(2, 15), pow(2, 14), pow(2, 13), pow(2, 12)],
        [pow(2, 8),  pow(2, 9),  pow(2, 10), pow(2, 11)],
        [pow(2, 7),  pow(2, 6),  pow(2, 5),  pow(2, 4)],
        [pow(2, 0),  pow(2, 1),  pow(2, 2),  pow(2, 3)]
    ]
    
    var score = 0.0

    // Evaluate how well the board follows the snake pattern
    for row in 0..<4 {
        for col in 0..<4 {
            let tileValue = board[row][col].value
                score += Double(tileValue) * snakePattern[row][col]
        }
    }

    return score
a5188116f07872bdfb113a1a7ea05277.pngba5c6330da0dc2d5b523d8e085f07ec4.png

ШАГ 15. Метод Monte Carlo как ИИ для игры 2048

c0b2868870cd8def51f58c5c999f75d8.png19c259f8b197bf5980e7dfccc3e93a3d.pngc5f987692a66a8597a580edaeffc8b5e.pngфункция monteCarloSearch (board: simulations: depth: ) 
func monteCarloSearch(board: [[Tile]], simulations: Int, depth: Int) -> Direction {
        var bestDirection: Direction = .up
        var bestScore: Double = -Double.infinity
        
        // Iterate over all possible moves
        for direction in Direction.allCases {
            var totalScore: Double = 0
            
            // Simulate a number of games for each move
            for _ in 0..<simulations {
                var gameBoard = GameViewModel(matrix: board)
                let (moved, _) = gameBoard.slide(direction)
                if moved {
                    // Play a random game starting from this move
                  let score = randomGame(board: gameBoard.tiles, depth: depth)
                    totalScore += score
                }
            }
            
            // Calculate the average score for this move
            let averageScore = totalScore / Double(simulations)
            
            // Select the move with the highest average score
            if averageScore > bestScore {
                bestScore = averageScore
                bestDirection = direction
            }
        }
        
        return bestDirection
    }
d4a020e97b1348e33efe383c7a9025a7.pngфункция randomGame(board: depth:) 
func randomGame(board:[[Tile]], depth: Int) -> Double{
        var moves = 0
        var gameBoard = GameViewModel(matrix:board)

       // Play until no more moves or reach max depth
        while !isGameOver(gameBoard.tiles) && moves < depth {
           let randomMove = Direction.allCases.randomElement()!
            gameBoard.move (randomMove)
            moves += 1
       }
       
       // Evaluate the board at the end of the game
       return evaluateBoard(gameBoard.tiles)
    }
97a0070a7b5f56903a294a90c9415056.pngфункция evaluateBoard( board: )
func evaluateBoard(_ board: [[Tile]]) -> Double {
    // Use a heuristic to evaluate the current state of the board
    // For example: Sum of tiles, number of empty spaces, smoothness, monotonicity, etc.
}
5bb1fae10f5064f3baf56382b283c45c.pngf22db617168e050acccaf117fbb2dfc8.png7dae3a63788939ff9e5ca058f0d8e442.png

ШАГ 16. Усовершенствование Monte Carlo как ИИ для игры 2048

725fe7792fd58bcaa177d29dedc92f72.png1d0d338ff6842878c7c2efa57d9c2b6e.pngcd9cf8669f32ef8c5b1e9884b1aa5b30.pngкод biasedRandomGame(direction: board:depth: Int)
func biasedRandomGame(direction: Direction,board:[[Tile]], depth: Int) -> Double{
        var moves = 0
        var gameBoard = GameViewModel(matrix:board)
       
// Play until no more moves or reach max depth
        while !isGameOver(gameBoard.tiles) && moves < depth {
           let biasedMoves = biasedMoveSelection(board: gameBoard.tiles)
           let randomMove = biasedMoves.randomElement()!
            gameBoard.move (randomMove)
            moves += 1
       }
       
       // Evaluate the board at the end of the game
       return evaluateBoard(gameBoard.tiles)
    }

func biasedMoveSelection(board: [[Tile]]) -> [Direction] {
        var possibleMoves: [Direction] = []
        
        for direction in Direction.allCases {
    
            var gameBoard = GameViewModel(matrix:board)
            let (moved, _) = gameBoard.slide(direction)
            if moved {
     // Prioritize moves that make the board smoother or merge tiles
             if mergesTiles(gameBoard.tiles) || isBoardSmoother(gameBoard.tiles) {
                    possibleMoves.append(direction)
                } else {
                    possibleMoves.append(direction)
                }
            }
        }
        
        return possibleMoves.isEmpty ? Direction.allCases : possibleMoves
    }
22c2370e74e99d080948bc61c16fb1ea.pngкод randomGameWithEarlyStopping(board: depth: maxBadMoves:)
func randomGameWithEarlyStopping(board: [[Tile]], depth: Int, maxBadMoves: Int = 3) -> Double {
        var moves = 0
        var badMoves = 0
        var gameBoard = GameViewModel(matrix:board)

        // Play until no more moves or reach max depth
         while !isGameOver(gameBoard.tiles) && moves < depth {
            let randomMove = Direction.allCases.randomElement()!
            let (moved, _) = gameBoard.slide( randomMove)
            
            if moved {
                gameBoard.addNewTile()
            } else {
                badMoves += 1
                if badMoves >= maxBadMoves {
                    break
                }
            }
            moves += 1
        }
        
        return evaluateBoard(gameBoard.tiles)
2c1429679b43784c204d2eb2a90758d3.pngкод monteCarloSearchWithDynamicSimulations(board: maxSimulations: depth:
func monteCarloSearchWithDynamicSimulations(board: [[Tile]], maxSimulations: Int, depth: Int) -> Direction {
    var bestDirection: Direction = .up
    var bestScore: Double = -Double.infinity
    
    // Adjust simulations based on the number of empty tiles
    let emptyTilesCount = board.flatMap{$0}.filter{$0.value == 0}.count
    let simulations = max(1, maxSimulations - emptyTilesCount * 2)
    
    for direction in Direction.allCases {
        var totalScore: Double = 0
        
        for _ in 0..<simulations {
            let gameBoard = GameViewModel(matrix: board)
            let (moved, _ ) = gameBoard.slide( direction)
            
            if moved {
                let score = randomGame(board:gameBoard.tiles, depth: depth)
                totalScore += score
            }
        }
        
        let averageScore = totalScore / Double(simulations)
        if averageScore > bestScore {
            bestScore = averageScore
            bestDirection = direction
        }
    }
    
    return bestDirection
}
9f147c4603d8b2e5f117f6a688613afc.pngкод runSimulationsParallel(board: direction: simulations: depth: ) 
func runSimulationsParallel(board: [[Tile]], direction: Direction, simulations: Int, depth: Int) -> Double {
    let queue = DispatchQueue.global(qos: .userInitiated)
    let group = DispatchGroup()
    var totalScore = 0.0
    
    for _ in 0..<simulations {
        queue.async(group: group) {
           var gameBoard = GameViewModel(matrix: board)
           let (moved, _) = gameBoard.slide(direction)
            if moved {
              let score = randomGame(board: gameBoard.tiles, depth: depth)
                DispatchQueue.main.sync {
                    totalScore += score
                }
            }
        }
    }
    
    group.wait()
    return totalScore / Double(simulations)
}
c55b98a4104c968c93ce2df12edc38c9.pngкод evaluateBoard(board: )
func evaluateBoard(_ board: [[Tile]]) -> Double {
    let smoothness = calculateSmoothness(board)
    let monotonicity = calculateMonotonicity(board)
    let emptySpaces = Double(getEmptyTiles(board).count)
    
    return smoothness + monotonicity + emptySpaces * 2
}
e1ee296dddee0bc8796570a2d4a24dd8.png4240a08f4b0050d95246b65612bced60.png

Давайте выберем параллельное симулирование и просим ChatGPT реализовать предложенную ранее функцию runSimulationsParallel(board: direction: simulations: depth: ) с помощью более современных async await:

ШАГ 17. Сделай рефакторинг runSimulationsParallel с async await

90fad8314f61968f587b4ec342891bdb.png065f819112cd08e49339c2d6843b4d33.png416233a6724af0ef7d2182beb9dfa91c.png
func runSimulationsParallel(board: [[Tile]], direction: Direction, simulations: Int, depth: Int) async -> Double {
    var totalScore = 0.0
    
    // Create an array of tasks for parallel execution
    await withTaskGroup(of: Double.self) { taskGroup in
        for _ in 0..<simulations {
            taskGroup.addTask {
               let gameBoard = Game(matrix: matrix)
                let (moved, _) = gameBoard.slide(direction)
                
                if moved {
                  let score = randomGame(board:gameBoard.tiles, depth: depth)
                    return score
                } else {
                    return 0.0 // If no move is made, return a score of 0
                }
            }
        }
        
        // Collect all the results from the tasks
        for await score in taskGroup {
            totalScore += score
        }
    }
    
    return totalScore / Double(simulations)
}
d351518fb841915deb06c140aff12bfd.png443ee0e2e273e2b1e6106df03a1c82a2.png

ШАГ 18. Параллелизм expectimax с async await

398afddd4649c01ad0dba632ea0fc45f.png6713a5e9eb24a18d079f0f7ec14ad75a.pngfd769f0f510a7ad9b8b75eb2ef1c75bc.pngкод expectimaxAsyn (grid: depth: isAITurn)
 // Asynchronous expectimax algorithm with improved parallelism
   func expectimaxAsyn(grid: [[Tile]], depth: Int, isAITurn: Bool) async -> Double {
        
        // Base case: return the board evaluation if depth is 0 or game is over
        if depth == 0 || isGameOver (grid.map {$0.map{$0.value}}){
          // return evaluateBoard(grid.map {$0.map{$0.value}})
            return evaluateBoard(grid)
        }
        if isAITurn {
            //------
            // Player's turn (maximize the score)
            var maxScore = -Double.infinity
            
            // Use task group for parallel evaluation of all directions
            return await withTaskGroup(of: Double.self) { group in
                for direction in Direction.allCases {
                    group.addTask {
                        var game = Game (matrix: grid) // Initialize Game
                        let (moved, _) = game.slide( direction)
                        if moved {
                            return 
    await expectimaxAsyn (grid: game.tiles, depth: depth - 1, isAITurn: false)
                        }
                        return -Double.infinity
                    }
                }
                
                for await result in group {
                    maxScore = max(maxScore, result)
                }
                return maxScore
            }
            //------
           
        } else {
            // AI's turn (chance node)
        //    var expectedScore = 0.0
            let emptyTiles = grid.flatMap { $0 }.filter { $0.value == 0 }
            // If no empty tiles, the game is over
            if emptyTiles.isEmpty {
             //  return evaluateBoard(grid.map {$0.map{$0.value}})
                return evaluateBoard(grid)
            }
            // Limit parallelism at deeper levels to avoid overwhelming system
            if depth > 4 {//3 {
                var expectedValue = 0.0
                for tile in emptyTiles {
                    var boardWith2 = grid
                    boardWith2[tile.position.row][tile.position.col].value = 2
                    let valueFor2 = 
      await expectimaxAsyn(grid: boardWith2, depth: depth - 1, isAITurn: true)
                    
                    var boardWith4 = grid
                    boardWith4[tile.position.row][tile.position.col].value = 4
                    let valueFor4 = 
      await expectimaxAsyn(grid: boardWith4, depth: depth - 1, isAITurn: true)
                    expectedValue += 0.9 * valueFor2 + 0.1 * valueFor4
                }
                return expectedValue / Double(emptyTiles.count)
            } else {
                // Use task group for parallel execution in shallower levels
                return await withTaskGroup(of: Double.self) { group in
                    var expectedValue = 0.0
                    for tile in emptyTiles {
                        group.addTask {
                            var boardWith2 = grid
                    boardWith2[tile.position.row][tile.position.col].value = 2
                            return 
await expectimaxAsyn(grid: boardWith2, depth: depth - 1, isAITurn: true) * 0.9
                        }
                        group.addTask {
                            var boardWith4 = grid                                         
                    boardWith4[tile.position.row][tile.position.col].value = 4
                            return 
await expectimaxAsyn(grid: boardWith4, depth: depth - 1, isAITurn: true) * 0.1
                        }
                    }
                    
                    for await result in group {
                        expectedValue += result
                    }
                    return expectedValue / Double(emptyTiles.count)
                }
            }
        }
    }
1628e6f462981789a79d581d1670bb4b.pngf2b1c6c6ce5ebc87e64fbbb588d93d4d.png
// MARK: -  ExpectimaxAsync AI
  func bestExpectimaxAsync (depth: Int, matrix: [[Tile]]) async -> Direction {
        var bestDirection = Direction.right
        var bestScore: Double = -Double.infinity
               
       // for move in possibleMoves {
        for direction in Direction.allCases {
            var model = Game (matrix: matrix) // Initialize Game
          //  let (moved, _ ) = model.slide(move)
            let (moved, _ ) = model.slide(direction)
            if moved {
                let newScore = 
    await expectimaxAsyn (grid: model.tiles, depth: depth ,  isAITurn: false)
                if newScore > bestScore {
                    bestScore = newScore
                   // bestMove = move
                    bestDirection = direction
                }
            }
        }
        return bestDirection
    }
e1250fb7254edc74fc622c4ec1e9ce37.png
 func bestMoveDirectionExpectimaxAsync() async -> Direction {
    let direction = await aiGame.bestExpectimaxAsync(depth: 5, matrix: tiles)
        return direction
  }
5e15220e4f56f3d5c7235f695abd2186.png
func expectimaxAsyncAIMove() {
        Task{
            let bestDirection =  await game.bestMoveDirectionExpectimaxAsync()
            game.move(bestDirection)
         } 
 }
d32c3089016126b3c28caec4c248a77f.png
.onReceive(timer){ value in
          if isAIPlaying  && !viewModel.isGameOver {
              if selectedAlgorithm == Algorithm.MonteCarloAsync {
                  viewModel.monteCarloAsyncAIMove()
              } else if selectedAlgorithm == Algorithm.Expectimax1 {
                  viewModel.expectimaxAsyncAIMove()
              } else {
                    viewModel.executeAIMove()
              }
           }
   }
445206316a0000d9db4c51b9e90a1298.png

Заключение:

Благодаря ChatGPT разработка iOS приложений стала более осмысленной. Не нужно отвлекаться на очевидные вещи типа создание кнопки или меню на UI — а сфокусироваться на высокоуровневых концепциях. То есть на самом интересном и важном. Это рождает желание попробовать что-то более рискованное и, возможно, более эффективное, не прикладывая при этом никаких дополнительных усилий. Иными словами просыпается чувство азарта и от программирования с ChatGPT получаешь истинное удовольствие.

Что же понравилось больше всего?

  1. ChatGPT сразу предлагает полную архитектуру вашего приложения с “заглушками” для конкретных методов и вычисляемых переменных, но которую вы можете дальше успешно развивать, ссылаясь на эти заглушки без дополнительных разъяснений.

  2. ChatGPT предлагает очень содержательные идентификаторы для переменных var, констант let и названий функций func, что существенно облегчает чтение кода и избавляет вас от того, чтобы “ломать голову” над этим. И вы также можете ссылаться на них в последующем диалоге с ChatGPT.

  3. ChatGPT 4-o в совершенстве владеет функциями высшего порядка для работы с коллекциями (map, flatMap, compactMap, filter, allSatisfy) в Swift и всюду предлагает их, иногда в самых неожиданных ситуациях и самым изобретательным образом, что приятно удивляет.

  4. Прекрасно владеет архитектурой MVVM (возможно, и другими, просто не пробовала), предлагая как незащищенную модель, когда ViewModel и Model в одном классе (с протоколом ObservableObject или новым макросом @Observable), так и классическую защищенную модель: Model отдельно от ViewModel и View. Легко переходит от одной к другой.

  5. Расшифровывает все ошибки и даёт дельные советы по их исправлению.

  6. В большинстве случаев запоминает и хранит наработанный в процессе взаимодействия код для поставленной задачи на протяжении почти всей сессии и позволяет ссылаться на различные его этапы.

  7. Хорошо рефакторит код.

  8. Генерирует Unit тесты с использованием XCTest.

  9. Проявляет фантастическую эрудицию в части ИИ алгоритмов для игр типа 2048.

И много чего еще ….

Все свои предложения кода ChatGPT сопровождает такими подробными объяснениями, которые не даст вам ни один курс обучения. Так что параллельно идет очень интенсивное обучение языку программирования Swift и фреймворку SwiftUI (мне это вроде как не требовалось, но все равно всякий раз открывала что-то новое!!!). Если вы изучаете программирование на Swift и SwiftUI, попробуйте самостоятельно пройти мой путь. Вы получите колоссальный опыт разработки iOS приложений.

Недостатки:

  • Хотя держит контекст решаемой задачи в процессе одной сессии, код полного приложения приходится собирать по кусочкам, это вам не Claude 3.5 Sonnet. Однако к настоящему моменту появился новый способ взаимодействия - ChatGPT 4 Canvas, который полностью держит разрабатываемый проект, но я его еще не пробовала.

  • Иногда "увиливает" от прямо поставленного вопроса.

  • Часто даёт код предыдущей версии: протокол ObservableObject вместо макроса @Observable,GCD (Grand Central Dispatch) вместо async await, но стоит на это указать и ChatGPT великолепно выполняет рефакторинг кода и объясняет различие между новым синтаксисом и старым.

При работе над iOS приложением игры 2048 с помощью chatGPT мне ни разу не пришлось обращаться к Google или StackOverFlow, так что ChatGPT вполне может заменить эти два инструмента при разработке iOS приложений.

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    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

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    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

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    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

  • 15.11.25 15:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 15:52 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 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

  • 16.11.25 14:44 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

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 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

  • 17.11.25 11:27 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

  • 19.11.25 01:56 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])

  • 19.11.25 08:27 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 19.11.25 16:30 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

  • 19.11.25 16:30 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

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

  • 21.11.25 10:56 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

  • 21.11.25 10:56 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

  • 22.11.25 04:41 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.11.25 22:04 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

  • 22.11.25 22:04 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

  • 22.11.25 22:05 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

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 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

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 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

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 18:20 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 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

  • 27.11.25 23:48 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

  • 28.11.25 00:08 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.

  • 28.11.25 11:15 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

  • 28.11.25 11:15 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

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 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

  • 29.11.25 12:35 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

  • 29.11.25 12:35 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

  • 30.11.25 20:37 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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    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

  • 01.12.25 23:45 michaeldavenport238

    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

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 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

  • 04.12.25 21:45 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

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    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

  • 06.12.25 10:42 michaeldavenport238

    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

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

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