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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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    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:55 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 04:55 lisared

    I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.

  • 10.08.25 12:57 Marthaamahle

    My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest

  • 10.08.25 14:33 tomcooper0147

    Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.

  • 10.08.25 17:06 kevin

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.

  • 10.08.25 18:13 michaeldavenport218

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

  • 10.08.25 18:13 michaeldavenport218

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

  • 10.08.25 20:35 Bartlevi

    Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.

  • 10.08.25 23:28 robertalfred175

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

  • 10.08.25 23:29 robertalfred175

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

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 11:35 Dennisblaq

    Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 17:49 robertalfred175

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

  • 11.08.25 17:49 robertalfred175

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

  • 11.08.25 17:49 robertalfred175

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

  • 11.08.25 19:46 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 11.08.25 20:06 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 12.08.25 02:43 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

  • 12.08.25 02:43 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

  • 12.08.25 02:43 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

  • 12.08.25 16:48 ahmed11

    It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.

  • 12.08.25 17:13 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

  • 12.08.25 17:13 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

  • 12.08.25 18:44 edinavida027

    CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY

  • 12.08.25 18:44 edinavida027

    A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5

  • 12.08.25 19:15 vallatjosette

    Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com

  • 12.08.25 23:07 babatunde162

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  • 13.08.25 06:11 tyler231

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  • 13.08.25 07:01 Morris Jason

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  • 13.08.25 08:26 Morris Jason

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  • 13.08.25 08:27 Morris Jason

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  • 13.08.25 08:27 Morris Jason

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  • 13.08.25 10:37 babatunde162

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  • 13.08.25 13:15 Bartlevi

    Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.

  • 13.08.25 14:23 Morris Jason

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  • 13.08.25 14:23 Morris Jason

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  • 13.08.25 19:46 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

  • 13.08.25 19:46 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

  • 13.08.25 19:46 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

  • 13.08.25 19:50 babatunde162

    When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.

  • 14.08.25 00:20 robertalfred175

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

  • 14.08.25 00:20 robertalfred175

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

  • 14.08.25 17:47 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 18:27 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you

  • 14.08.25 19:23 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 21:49 Rickbayford

    If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])

  • 15.08.25 03:10 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 09:13 eva117

    Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin

  • 15.08.25 13:27 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

  • 15.08.25 13:27 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

  • 15.08.25 20:26 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 20:27 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 21:04 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 16.08.25 06:53 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

  • 16.08.25 06:53 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

  • 16.08.25 06:53 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

  • 16.08.25 07:01 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.

  • 16.08.25 17:05 mark

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.

  • 17.08.25 03:33 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

  • 17.08.25 03:33 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

  • 17.08.25 05:22 aveasley4

    I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.

  • 17.08.25 17:49 marcushenderson624

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

  • 17.08.25 17:49 marcushenderson624

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

  • 17.08.25 17:49 marcushenderson624

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

  • 18.08.25 21:10 Connorhelms

    I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org

  • 18.08.25 22:17 wendytaylor015

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  • 18.08.25 22:17 wendytaylor015

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

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