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Использование ChatGPT o3-mini и DeepSeek при создании iOS приложения Countries “Страны Мира”
Что делает “животворящая” конкуренция?
Появление “думающей” DeepSeek, позволило бесплатным подписчикам ChatGPT получить доступ к “рассуждающей” ChatGPT o3-mini.
Сразу же появилось желание испытать этот ИИ, тем более что у меня уже есть “Опыт создания iOS приложения Countries с помощью Claude 3.5 Sonnet, ChatGPT 4.o1, ChatGPT 4.o-preview и Gemini 2.0 Flash”.
В приведенном выше посте я предложила всем ИИ создать довольно простое на первый взгляд тестовое iOS приложение Countries, которое показывает все страны Мира по регионам (Европа, Азия, Латинская Америка и т.д.) и для каждой страны её название и флаг, a также численность населения population, размер ВВП (валового внутреннего продукта) gdp и расположение страны на карте Мира.
Использовались данные Всемирного банка (World Bank), но мы не сообщали ИИ ни сайты, ни структуры данных, всё это ИИ должен найти сам и использовать их при создании iOS приложения.
Раньше я отдавала предпочтение Clause 3.5 Sonnet при создании iOS приложений, прибегая к ChatGPT 4.o1 для решения отдельных проблем.
Но при разработке этого конкретного iOS приложения Clause 3.5 Sonnet оказался совершенно беспомощным при декодировании нестандартных JSON данных API Всемирного Банка, поставляющих информацию о странах, и пришлось обратиться за помощью к ChatGPT 4.o1, Gemini 2.0 Flash и ChatGPT 4.o-preview.
Они решили эту проблему по-разному:
ChatGPT 4.o1 - с первого захода,
Gemini 1.5 Flash, также, как и Clause 3.5 Sonnet, не справилась с этой задачей,
Gemini 2.0 Flash - со второго захода,
ChatGPT 4.o-preview сразу предложил блестящее оригинальное решение.
Кроме того, все 3 ИИ: ChatGPT 4.o1, Gemini 2.0 Flash и ChatGPT 4.o-preview предлагали для многопоточной выборки данных из сети старый CGD (Central Grand Dispatch), так что приходилось дополнительно рефакторить код до современного async / await.
Так что опыт создания такого тестового iOS приложения с помощью Clause 3.5 Sonnet + ChatGPT 4.o1 у меня уже был.
Но появление “рассуждающих” DeepSeek и ChatGPT o3-mini (даже в бесплатном варианте) изменили всё. Они реально выводят разработку iOS приложений на более высокий уровень.
Вот решение, которое предложил ChatGPT o3-mini:
A вот что предложил DeepSeek:
Забегая вперед скажу, что это тестовое приложение интересно тем, что API Всемирного банка предоставляет “странную” нестандартную структуру JSON данных на верхнем уровне, a также есть логические ошибки несоответствия при проектировании этого API, когда одинаковые параметры в JSON данных имею различные ТИПЫ, что может затруднить их декодирование. Было интересно посмотреть, как ИИ справится с этой “человеческой” нелогичностью.
Кроме того, в современном Swift сейчас действуют 3 способа работы с многопоточной выборкой данных:
Старый GCD (Grand Central Dispatch) c callbacks
Новый
async / awaitПродвинутый
Swift 6 strict concurrency, который предотвращает “гонку данных” (data races) на этапе компиляции за счет использования акторовactorи изоляцииisolation.
Будет интересно понять, какой из них выберет ИИ и сможет ли перейти на самый продвинутый.
Появление задания по отображению страны Мира на карте также было предложено не случайно. Разработка приложения велась для iOS 17, a на WWDC 2023 был представлен новый MapKit APIs для SwiftUI Map. С появлением новых API интеграция карт Map в приложение SwiftUI стала еще проще в iOS 17. Недостатком является то, что вам, возможно, придется переписать некоторые части интеграции карт в существующем приложении SwiftUI. Будет интересно, смогут ли наши ИИ внедрить в приложение Countries совершенно новый Map API для iOS 17.
Примечание. Если хотите больше знать о Swift 6 strict concurrency прочтите статью Concurrency Step-by-Step: A Network Request или её перевод на русский язык “Многопоточность по шагам: Сетевой запрос”.
По итогам ChatGPT o3-mini:
Без каких либо проблем справился с декодированием JSON данных, удивив некоторыми изобретательными решениями.
Использовал современную
async / awaitсистему работы с многопоточностьюПредложил несколько вариантов перехода на
Swift 6 strict concurrencyс помощью@MainActorи маркировки функций выборки какnonisolatedили использованияTask.detached.Сначала предложил для карты старый API с
Map (coordinateRegion: $region, annotationItems: [country])иMapMaker, но после получения соответствующих предупреждений перешел на новый API cMap (position: $position)иMaker.Использовал
CLGeocoder()для получения более точных географических координат столицы страны иTask.detachedдля запуска в фоновом режиме.Рассуждения краткие, по делу и длятся от 1 до 25 секунд, среднее время 8 секунд.
Могу рекомендовать в качестве превосходного обучающего материала для iOS разработчиков.
По итогам DeepSeek:
Без каких либо проблем справился с декодированием JSON данных, но застрял при установлении соответствия страны
countryи дополнительной информации о численности населенияpopulationи ВВПgdp, что объясняется “логическими ошибками” проектирования API Всемирного БанкаИспользовал современную
async / awaitсистему работы с многопоточностьюПредложил для
Swift 6 strict concurrencyиспользовать@MainActorдля View Model, a после замечаний добавил маркировку функций выборкиfetchкакnonisolated.Сначала предложил старый
MapAPI сMap (coordinateRegion: $region, annotationItems: [country])иMapMaker, но после получения соответствующих предупреждений довольно успешно перешел на новый API cMap (position: $position)иMaker.Использовал
CLGeocoder()для получения более точных географических координат столицы страны иTask.detachedдля запуска в фоновом режиме.Плохо держит контекст: иногда для отработанных уже кусков кода предлагает код с предыдущими ошибками, так что результирующий код приложения на каждом этапе приходится собирать по кусочкам.
Рассуждения очень пространные и длинные, но очень "живые" и любопытные, иногда правда сомнительные. Рассуждения длятся от 184 до 18 секунд, среднее время 50 секунд. A кроме того, последнее время часто можно видеть сообщение “Сервер занят. Пожалуйста, попробуйте позже.”:
Начинающим iOS программистам рекомендую использовать с крайней осторожностью в качестве обучающего материала - слишком много неоднозначных рассуждений относительно архитектуры iOS приложений.
Хотя по функциональным возможностям полученные ChatGPT o3-mini и DeepSeek iOS приложения приблизительно равны, код их абсолютно разный. Оба ИИ способны удивить не тривиальным изобретательным кодом. Качество кода можно оценить на Github CountryChatGPTo3 и CoutryDeepSeek.
Но использование DeepSeek потребовало больше времени и усилий программиста, работа ChatGPT o3-mini при меньших усилиях просто филигранна.
Так что приоритетным ИИ при разработке iOS приложений для меня на настоящий момент будет ChatGPT o3-mini.
Создание iOS приложения Countries для отображения стран Мира с помощью ChatGPT 03-mini
Итак, давайте попросим ChatGPT 03-mini создать полноценного iOS приложения Countries для отображения стран Мира по категориям с использованием SwiftUI и данных Всемирного Банка. При этом мы не будем сообщать ни сайты, ни структуры данных, всё это ИИ должен найти сам и использовать при создании приложения.
Создай iOS приложение, которое показывает страны Мира по категориям. Используй информацию Всемирного Банка. |
Мы использовали режим “Reason”, который обещает применять логические выводы для получения результата, и “Search”, который позволит ИИ искать ответы в интернете:
В результате мы получаем рассуждения, которые длятся 1 секунду:
И вот их переводСоздание приложения Я думаю о создании SwiftUI iOS приложения для демонстрации стран Мира по категориям, используя API Всемирного банка для таких данных, как название страны, регион и уровень дохода. Формулирование структуры Я пишу код SwiftUI приложения с моделью Собираем всё вместе Я работаю над декодированием второго элемента JSON, в котором перечислены страны Преобразование данных Я собираю по кусочкам Создание моделей ответов Response Я разрабатываю собственный декодер Компиляция данных о стране Я собираю View Model в SwiftUI для выборки данных из API Всемирного банка, группирую страны по уровню дохода и готовлю View для их представления в категоризированных разделах. Запуск приложения Я создаю Swift приложение для отображения стран Мира по уровню дохода, используя разделы |
Ниже приведен пример того, как можно создать приложение SwiftUI iOS, которое выбирает список стран Мира из API Всемирного банка, а затем отображает их, организованных по «категории» (в этом примере мы группируем их по уровню дохода incomeLevel).
URL для выборки стран Мира - это country endpoint API Всемирного банка (по адресу https://api.worldbank.org/v2/country?format=json), который возвращает двухэлементный разнородный массив JSON:
Первый элемент — это метаданные (например, количество страниц), а
Второй элемент — массив записей о странах.
Мы можем создать пользовательский декодер
decoderдля «декодирования» этого массива верхнего уровня.
Ниже приведен полный код примера со следующими частями:
1. Модели данных (Data Model)
Создайте модель для страны. API возвращает такие поля, как id, name, region, incomeLevel и т. д. Мы также создаем вспомогательную модель для декодирования «странного» JSON массива верхнего уровня:
import Foundation
// MARK: - Models
// This struct is used to decode the top-level array.
// We ignore the first element (metadata) and then decode the second element as an array of Country.
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode (and ignore) the metadata.
_ = try container.decode(Meta.self)
// Now decode the countries array.
countries = try container.decode([Country].self)
}
}
// Metadata about the response (we don't use it in this sample).
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
}
// The Country model - note that we use the "id" field from the API as the unique identifier.
struct Country: Codable, Identifiable {
// The API's "id" is the country code.
let id: String
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String
let latitude: String
}
// A helper type for nested category fields (like region, incomeLevel, etc.)
struct Category: Codable {
let id: String
let value: String
}2. View Model
View Model отвечает за выборку данных из API Всемирного банка, а затем за группировку стран по (в данном случае) уровню дохода incomeLevel. Вы можете выбрать любую понравившуюся вам категоризацию (например, по региону region).
import Foundation
import SwiftUI
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group countries by income level (or any category)
@Published var groupedCountries: [String: [Country]] = [:]
// Using async/await (requires iOS 15+)
@MainActor
func fetchCountries() async {
// Request more than the default per_page (here 300) to get most of the countries.
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
countries = response.countries
// Group by income level (for example, "High income", "Low income", etc.)
groupedCountries = Dictionary(grouping: countries, by: { $0.incomeLevel.value })
} catch {
print("Error fetching countries: \(error)")
}
}
}3. SwiftUI Views
Основной ContentView: список List, отображающий разделы Section (уровни дохода incomeLevel) с названиями стран. Нажатие на страну открывает подробный CountryDetailView.
import SwiftUI
struct ContentView: View {
@StateObject var viewModel = CountriesViewModel()
var body: some View {
NavigationView {
List {
// Sort the keys (income levels) alphabetically
ForEach(viewModel.groupedCountries.keys.sorted(), id: \.self) { incomeLevel in
Section(header: Text(incomeLevel)) {
if let countries = viewModel.groupedCountries[incomeLevel] {
ForEach(countries) { country in
NavigationLink(destination: CountryDetailView(country: country)) {
Text(country.name)
}
}
}
}
}
}
.navigationTitle("World Countries")
// Use the .task modifier to call our async fetch function on appear.
.task {
await viewModel.fetchCountries()
}
}
}
}Подробный CountryDetailView показывает дополнительную информацию о выбранной стране.
struct CountryDetailView: View {
let country: Country
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
HStack {
Text("Region:")
Spacer()
Text(country.region.value)
}
HStack {
Text("Income Level:")
Spacer()
Text(country.incomeLevel.value)
}
HStack {
Text("ISO Code:")
Spacer()
Text(country.iso2Code)
}
}
Section(header: Text("Location")) {
HStack {
Text("Latitude:")
Spacer()
Text(country.latitude)
}
HStack {
Text("Longitude:")
Spacer()
Text(country.longitude)
}
}
}
.navigationTitle(country.name)
}
}Собираем все вместе
В главном файле вашего проекта Xcode (обычно помеченном @main) вы можете установить ContentView в качестве стартовой точки:
@main
struct WorldBankCountriesApp: App {
var body: some Scene {
WindowGroup {
ContentView()
}
}
}Примечание: в этом примере используется синтаксис iOS 15+
async/await. Если вам нужна поддержка более ранних версий, вы можете использовать Combine илиURLSessioncallbacks..(См. также руководство Hacking with Swift по посылке и получению
Codableданных с помощьюURLSessionдля похожего шаблона. HACKINGWITHSWIFT.COM)
Объяснение
Выборка и декодирование данных:
View Model выбирает данные из API endpoint Всемирного банка. Поскольку ответ response JSON представляет собой массив (сначала метаданные, затем фактический массив стран), для декодирования стран используется пользовательский init(from decoder: Decoder) в структуре CountryResponse.
(Подробнее о структурах, полученных в результате выборки см. в документации API Всемирного банка DATAHELPDESK.WORLDBANK.ORG.)
Группировка и отображение данных:
После выборки страны countries группируются по уровню дохода incomeLevel с помощью Swift метода Dictionary(grouping:by:). В View каждая группа отображается как отдельный раздел Section. Это дает категориальное представление стран мира. (Для аналогичного подхода к группировке и отображению данных API в SwiftUI см. примеры выборки данных SwiftUI DEV.TO.)
Async/Await:
Использование async/await обеспечивает отзывчивость UI во время выполнения сетевого запроса.
Этот пример дает отправную точку. Вы можете изменить логику группировки (например, по региону region или уровню дохода incomeLevel) или добавить больше деталей в CountryDetailView по мере необходимости.
Ссылки
HACKINGWITHSWIFT.COM – Статья на Hacking with Swift “Sending/receiving Codable data with URLSession and SwiftUI”) (“Посылка /получение
Codableданных с помощьюURLSessionи SwiftUI”)DATAHELPDESK.WORLDBANK.ORG – Базовые структуры вызовов API Всемирного банка
Этот пример должен помочь вам начать создавать iOS SwiftUI приложение, которое отображает страны Мира, организованные по категориям, с использованием данных API Всемирного банка. Удачного кодирования!
Версия 1. Запускаем приложение. Получаем результат:
В списке стран мы получили НЕ только реальные страны Мира, но и агрегаты AGGREGATES, что для нас не желательно. Кроме того, мы хотим заносить страны в ту или иную категорию НЕ по уровню дохода incomeLevel, a по географическим регионам region.
Что касается кода, то ChatGPT o3-mini справился прекрасно. Несмотря на “странную” нестандартную структуру JSON данных на верхнем уровне, представляющую собой массив из 2-х разнородных элементов, ChatGPT o3-mini, используя пользовательский init (from decoder: Decoder) в структуре CountryResponse, получил правильные данные о странах countries. Выборка данных из сети выполнена с помощью современной async / await системы работы с многопоточностью.
Показ реальных стран (НЕ агрегатов) и группировка по регионам region
Давайте попросим ChatGPT o3-mini показать нам только реальные страны и сгруппировать их по регионам.
Покажи только реальные страны в списке стран и сгруппируйте их по регионам |
В результате мы получаем рассуждения, которые длятся 19 секунд:
И вот их перевод:Уточнение списка Я размышляю над тем, что представляет собой «реальная страна», фильтруя агрегированные сущности, такие как «Арабский мир» ("Arab World") или «Европа и Центральная Азия» ("Europe & Central Asia" ) из API Всемирного банка, сосредоточившись исключительно на суверенных государствах. Определение агрегатов Я изучаю структуру JSON API Всемирного банка, чтобы определить поля, которые различают агрегированные сущности. Например, регионы, такие как «NA» или «Aggregates», вероятно, указывают на несуверенные сущности, которые можно отфильтровать, чтобы сосредоточиться на реальных суверенных государствах. Определение агрегатов Хорошо, дайте подумать. Агрегаты в API Всемирного банка обычно имеют значение region «Aggregates». Фильтрация их и сущностей с «NA» в качестве region.id кажется многообещающим. Код Swift может эффективно с этим справиться. Уточнение модели Хорошо, дайте подумать. Я дорабатываю View Model, чтобы отфильтровать агрегаты, гарантируя, что после декодирования страны не будут их содержать
Организация по региону Я группирую реальные страны по регионам, используя словарь |
Ниже приведен обновленный пример, который выбирает данные по странам Всемирного банка, отфильтровывает несуверенные "агрегаты" (т. е. оставляет только "реальные" страны Мира), а затем группирует их по регионам region. В этом примере мы предполагаем, что любая страна, значение региона region которой равно "Aggregates", должна быть исключена.
Код разделен на три части:
1. Модели данных(Data Model)
Определите свои модели, как и прежде. Ответ response верхнего уровня — это массив unkeyedContainer, который мы декодируем, игнорируя первый элемент (метаданные), а затем декодируем список стран:
import Foundation
// MARK: - Models
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode and ignore metadata.
_ = try container.decode(Meta.self)
// Decode the countries array.
countries = try container.decode([Country].self)
}
}
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
}
struct Country: Codable, Identifiable {
let id: String // This is the country code.
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String
let latitude: String
}
struct Category: Codable {
let id: String
let value: String
}2. View Model
Теперь View Model выбирает данные, отфильтровывает все страны со значением region.value равным “Aggregates” (которые Всемирный банк использует для нереальных групп стран), а затем группирует оставшиеся страны по регионам region.
import Foundation
import SwiftUI
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group real countries by region.
@Published var groupedCountries: [String: [Country]] = [:]
@MainActor
func fetchCountries() async {
// Use a per_page parameter high enough to include most countries.
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out aggregates - only include countries whose region value is not "Aggregates"
let realCountries = response.countries.filter { $0.region.value != "Aggregates" }
self.countries = realCountries
// Group the filtered countries by region.
groupedCountries = Dictionary(grouping: realCountries, by: { $0.region.value })
} catch {
print("Error fetching countries: \(error)")
}
}
}3. SwiftUI Views
Основной List View:
Список стран сгруппирован в разделы Section по регионам (с названием региона в качестве заголовка). Нажатие на конкретную страну покажет подробную дополнительную информацию о стране в CountryDetailView.
import SwiftUI
struct ContentView: View {
@StateObject var viewModel = CountriesViewModel()
var body: some View {
NavigationView {
List {
// Sort region names alphabetically.
ForEach(viewModel.groupedCountries.keys.sorted(), id: \.self) { region in
Section(header: Text(region)) {
if let countriesInRegion = viewModel.groupedCountries[region] {
ForEach(countriesInRegion) { country in
NavigationLink(destination: CountryDetailView(country: country)) {
Text(country.name)
}
}
}
}
}
}
.navigationTitle("World Countries")
.task {
await viewModel.fetchCountries()
}
}
}
}
Подробный CountryDetailView: показывает дополнительную информацию о выбранной стране.
struct CountryDetailView: View {
let country: Country
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
HStack {
Text("Region:")
Spacer()
Text(country.region.value)
}
HStack {
Text("Income Level:")
Spacer()
Text(country.incomeLevel.value)
}
HStack {
Text("ISO Code:")
Spacer()
Text(country.iso2Code)
}
}
Section(header: Text("Location")) {
HStack {
Text("Latitude:")
Spacer()
Text(country.latitude)
}
HStack {
Text("Longitude:")
Spacer()
Text(country.longitude)
}
}
}
.navigationTitle(country.name)
}
}Объяснение
Фильтрация реальных стран:
В методе View Model fetchCountries() после декодирования JSON мы отфильтровываем все страны, значение value региона region которых равно «Aggregates». Этот шаг гарантирует, что в вашем списке появятся только суверенные государства.
Группировка по региону:
Оставшиеся страны затем группируются в словарь с помощью Dictionary(grouping:by:) с ключом region.value.
Отображение данных:
SwiftUI список List использует раздел Section для каждого региона region, а нажатие на строку показывает подробное CountryDetailView c дополнительной информацией о стране.
В этом примере показано, как отображать только «реальные» страны, сгруппированные по региону. При необходимости вы можете дополнительно настроить критерии фильтрации. Удачного кодирования!
Версия 2. Запускаем приложение. Получаем результат:
Сейчас в списке стран только реальные страны Мира, нет никаких агрегатов AGGREGATES. Кроме того, страны сгруппированы по географическим регионам region.
Что касается кода, то ChatGPT o3-mini справился прекрасно.
Добавляем численность населения population и ВВП gdp
Теперь мы хотим добавить численность населения population и ВВП gdp для каждой страны:
добавь численность населения |
В результате мы получаем рассуждения, которые длятся 25 секунд:
И вот их перевод:Обогащение данных Чтобы обогатить набор данных по странам данными о населении, ВВП и флаге, я использую API Всемирного банка. Население и ВВП берутся из определенных endpoints, а эмодзи флага выводится из кода страны. Оценка эффективности API Я рассматриваю либо отдельные вызовы для данных каждой страны, что требует больших затрат, либо массовый вызов indicator endpoint для оптимизации обработки путем объединения результатов. Расширение модели Я интегрирую поля Преобразование выбранных данных Я думаю о получении данных о населении Реализация многопоточных вызовов Объединение многопоточных выборок данных для населения Улучшение модели Я думаю о добавлении дополнительных свойств для населения Улучшение обработки данных Я думаю о том, следует ли добавлять дополнительные Настройка View Model Я помещаю данные о населении Управление данными Я настраиваю View Model для хранения данных о населении Улучшение обработки данных Я настраиваю View Model для управления данными о населении Обеспечение согласованности Использование id Точное сопоставление данных Обеспечение того, чтобы трехбуквенные ISO коды в структуре страны Эффективная организация данных Создание новых структур для данных о населении Точная “привязка” данных Я работаю над структурами для обработки данных о населении Обновление модели Я добавляю асинхронные Создание асинхронных функций Я совершенствую асинхронные Улучшение UI Я работаю над отображением населения Форматирование значений ВВП Я создаю основной |
Ниже приведен обновленный полный пример. В этой версии мы:
Получаем список «реальных» стран (фильтруя агрегаты “Aggregates”)
В многопоточном режиме получаем последние данные о населении (индикатор «SP.POP.TOTL») и ВВП (индикатор «NY.GDP.MKTP.CD») для каждой страны (используя данные за последний год, например, 2022)
Вычисляем эмодзи флага из двухбуквенного ISO кода страны
Отображаем флаг, название, население и ВВП каждой страны в списке (сгруппированном по регионам)
1. Модели данных Data Model
Мы используем ту же модель Country (декодирование из массива верхнего уровня) и добавляем расширение extension для преобразования флагов в эмодзи. Мы также определяем простые модели для ответов response индикаторов Indicator.
import Foundation
// MARK: - Models
// This struct is used to decode the top-level array.
// We ignore the first element (metadata) and then decode the second element as an array of Country.
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode (and ignore) the metadata.
_ = try container.decode(Meta.self)
// Now decode the countries array.
countries = try container.decode([Country].self)
}
}
// Metadata about the response (we don't use it in this sample).
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
}
// The Country model - note that we use the "id" field from the API as the unique identifier.
struct Country: Codable, Identifiable {
// The API's "id" is the country code.
let id: String
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String
let latitude: String
}
// A helper type for nested category fields (like region, incomeLevel, etc.)
struct Category: Codable {
let id: String
let value: String
}
//------
// MARK: - Indicator API Models
// Response to decode indicator data
struct IndicatorResponse: Codable {
let data: [IndicatorData]
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
_ = try container.decode(Meta.self)
data = try container.decode([IndicatorData].self)
}
}
struct IndicatorData: Codable {
let indicator: Indicator?
let country: IndicatorCountry?
let countryiso3code: String?
let date: String?
let value: Double?
let unit: String?
let obs_status: String?
let decimal: Int?
}
struct Indicator: Codable {
let id: String?
let value: String?
}
struct IndicatorCountry: Codable {
let id: String?
let value: String?
}
// MARK: - Flag Emoji Extension
extension String {
/// Converts a 2-letter country code into its corresponding flag emoji.
var flagEmoji: String {
self.uppercased().unicodeScalars.compactMap { scalar -> String? in
guard let flagScalar = UnicodeScalar(127397 + scalar.value) else { return nil }
return String(flagScalar)
}.joined()
}
}2. View Model
View Model теперь выбирает список стран countries, фильтрует агрегаты “Aggregates”,, а затем — используя async let — выбирает последние данные о населении population и ВВП gdp для всех стран из endpoint индикатора. Мы сохраняем эти значения в словарях (ключом к которым служит трехбуквенный код страны), чтобы View могло их найти.
import SwiftUI
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group real countries by region.
@Published var groupedCountries: [String: [Country]] = [:]
// Indicator dictionaries: country id -> value
@Published var populationData: [String: Int] = [:]
@Published var gdpData: [String: Double] = [:]
@MainActor
func fetchCountries() async {
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out non‑sovereign aggregates (assume region value "Aggregates" means not a real country)
let realCountries = response.countries.filter { $0.region.value != "Aggregates" }
self.countries = realCountries
groupedCountries = Dictionary(grouping: realCountries, by: { $0.region.value })
// Fetch population and GDP concurrently.
async let popResult = fetchPopulation()
async let gdpResult = fetchGDP()
_ = try await (popResult, gdpResult)
} catch {
print("Error fetching countries: \(error)")
}
}
// Fetch population (indicator "SP.POP.TOTL") for year 2022.
func fetchPopulation() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
await MainActor.run { self.populationData = dict }
}
// Fetch GDP (indicator "NY.GDP.MKTP.CD") for year 2022.
func fetchGDP() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
await MainActor.run { self.gdpData = dict }
}
}3. SwiftUI Views
В списке List теперь отображаются эмодзи флага каждой страны (вычисляется на основе двухбуквенного ISO кода), название, население population и ВВП gdp. Если значение недоступно, то отображается «N/A».
Основной View со списком List (сгруппирован по регионам):
import SwiftUI
struct ContentView: View {
@StateObject var viewModel = CountriesViewModel()
var body: some View {
NavigationView {
List {
ForEach(viewModel.groupedCountries.keys.sorted(), id: \.self) { region in
Section(header: Text(region)) {
if let countries = viewModel.groupedCountries[region] {
ForEach(countries) { country in
NavigationLink(destination: CountryDetailView(
country: country,
population: viewModel.populationData[country.id],
gdp: viewModel.gdpData[country.id])) {
HStack {
// Flag emoji from iso2Code
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
VStack(alignment: .leading) {
Text(country.name)
.font(.headline)
HStack {
if let
pop = viewModel.populationData[country.id] {
Text("Population: \(pop)")
} else {
Text("Population: N/A")
}
Spacer()
if let gdp = viewModel.gdpData[country.id] {
Text("GDP: \(gdp, specifier: "%.0f")")
} else {
Text("GDP: N/A")
}
}
.font(.subheadline)
.foregroundColor(.secondary)
}
}
}
}
}
}
}
}
.navigationTitle("World Countries")
.task {
await viewModel.fetchCountries()
}
}
}
}Detail View (с дополнительной информацией):
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
HStack {
Text("Region:")
Spacer()
Text(country.region.value)
}
HStack {
Text("Income Level:")
Spacer()
Text(country.incomeLevel.value)
}
HStack {
Text("ISO Code:")
Spacer()
Text(country.iso2Code)
}
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
Section(header: Text("Location")) {
HStack {
Text("Latitude:")
Spacer()
Text(country.latitude)
}
HStack {
Text("Longitude:")
Spacer()
Text(country.longitude)
}
}
}
.navigationTitle(country.name)
}
}
Объяснение
Эмодзи флаг:
Расширение extension строки String преобразует двухбуквенный ISO код (например, «US») в соответствующий эмодзи флаг. Это используется как в списке List, так и в подробном CountryDetailView.
Население и ВВП:
Отдельные асинхронные async функции вызывают endpoints индикатора Всемирного банка для населения population и ВВП gdp за указанный год (в данном примере 2022). Результаты сохраняются в словарях, имеющих ключи по трехбуквенному коду страны.
(Этот подход по стилю похож на примеры использования URLSession с async/await
Отображение данных:
В главном списке List для каждой страны отображаются флаг, название, население и ВВП (если доступно). В подробном CountryDetailView отображаются те же данные вместе с дополнительными полями.
В этом примере показано, как обогатить список стран реальными данными о населении и ВВП вместе с флаговым эмодзи в виде флага. Удачного кодирования!
Версия 3. Запускаем приложение. Получаем результат:
Выдается ошибка:
Error fetching countries: typeMismatch(Swift.String, Swift.DecodingError.Context(codingPath: [_CodingKey(stringValue: "Index 0", intValue: 0), CodingKeys(stringValue: "per_page", intValue: nil)], debugDescription: "Expected to decode String but found number instead.", underlyingError: nil))
(Ошибка при выборке стран: typeMismatch(Swift.String, Swift.DecodingError.Context(codingPath: [_CodingKey(stringValue: "Index 0", intValue: 0), CodingKeys(stringValue: "per_page", intValue: nil)], debugDescription: "Ожидается декодирование строки String, но вместо этого найдено число.", underlyingError: nil))
Поэтому информация о численности населения Population и ВВП GDP показывается как N/A как в основном списке стран, так и в дополнительной информации о стране.
Это опять связано с декодированием метаданных индикатора endpoint Indicator.
У нас используется одна и та же Модель Meta для метаданных:
// Metadata about the response (we don't use it in this sample).
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
Как для endpoint country при выборке стран:
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode (and ignore) the metadata.
_ = try container.decode(Meta.self)
// Now decode the countries array.
countries = try container.decode([Country].self)
}
}… так и для endpoint Indicator при выборке численности населения и ВВП:
// MARK: - Indicator API Models
// Response to decode indicator data
struct IndicatorResponse: Codable {
let data: [IndicatorData]
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
_ = try container.decode(Meta.self)
data = try container.decode([IndicatorData].self)
}
}Но судя по ошибке и просмотру “живых” JSON данных для численности населения, мы видим, что per_page в метаданных indicator является НЕ String, a число Int ):
Все ИИ плохо работают с неаккуратно спроектированными человеком структурами.
И в этой ситуации ChatGPT удивила очень интересным решением.
Корректируем полe “per_page” в Индикаторе
Давайте сообщим об этом ChatGPT o3-mini:
В |
В результате мы получаем рассуждения, которые длятся 10 секунд:
Вот их перевод:Устранение несоответствий ТИПов Я работаю над несоответствиями между 'per_page' как Создание универсального ТИПа Я разрабатываю Разработка решений Я собираю воедино пользовательский ТИП Повышение гибкости данных Я создаю сообщение для устранения несоответствия в " Разработка решения Я разрабатываю ТИП |
Когда API возвращает одно и то же поле, используя разные ТИПы (например, «per_page» как String в одном ответе response и как Int в другом), хорошим подходом является создание пользовательского ТИПа, который может декодировать любой из них. Например, вы можете определить ТИП (здесь он называется FlexibleInt), который пытается декодировать Int напрямую, а если это не удается, пытается декодировать String, а затем преобразовать его в Int. Затем вы используете этот ТИП в своей модели Meta.
Ниже приведен пример:
import Foundation
// A type that decodes either an Int or a String convertible to an Int.
struct FlexibleInt: Codable {
let value: Int
init(from decoder: Decoder) throws {
let container = try decoder.singleValueContainer()
if let intValue = try? container.decode(Int.self) {
self.value = intValue
} else if let stringValue = try? container.decode(String.self),
let intValue = Int(stringValue) {
self.value = intValue
} else {
throw DecodingError.dataCorruptedError(
in: container,
debugDescription: "Expected Int or String convertible to Int"
)
}
}
func encode(to encoder: Encoder) throws {
var container = encoder.singleValueContainer()
try container.encode(value)
}
}
// Update the Meta model to use FlexibleInt for per_page.
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: FlexibleInt // now flexible
let total: Int
}Теперь, как в CountryResponse, так и в IndicatorDataResponse (или любом другом ответе response, который использует объект Meta), вы можете использовать этот же ТИП Meta. Такой подход гарантирует, что независимо от того, возвращает ли API «per_page» как строку String или как целое число Int, ваш код сможет декодировать его согласованно.
Объяснение
FlexibleInt:
Пользовательский ТИП сначала пытается декодировать как Int. Если это не удается, он декодирует String и преобразует его в Int. Если ни то, ни другое не работает, он выдает ошибку.
Модель Мeta:
Вместо того, чтобы определять "per_page" как фиксированный ТИП (Int или String), мы определяем его как FlexibleInt. Это позволяет использовать одну и ту же модель для обеих endpoints, где API возвращает другой ТИП для этого поля.
Это решение позволяет вашим моделям быть устойчивыми к небольшим несоответствиям API.
Версия 4. Запускаем приложение. Получаем результат:
Приложение отлично работает - ошибок нет, но есть предупреждения:
Избавляемся от предупреждений
Давайте попросим ChatGPT o3-mini разобраться с этими предупреждениями:
ТИП, который “выводится из контекста” для константы ‘popResult’, это ‘()’, что может быть неожиданным. ТИП, который “выводится из контекста” для константы ‘gdpResult’, это ‘()’, что может быть неожиданным. |
В результате мы получаем рассуждения, которые длятся 13 секунд:
Вот их перевод:Оценка выходных данных функций Я собираю информацию о том, что fetchPopulation() и fetchGDP() возвращают Void. Это, в свою очередь, приводит к тому, что popResult и gdpResult имеют ТИП (), что неожиданно. Пришло время переосмыслить подход. Возвращаясь к многопоточности Я уточняю, как обрабатывать асинхронные async функции, сравнивая последовательные вызовы с try await против async let. Последовательные вызовы могут упростить обработку ТИПов и сократить количество ошибок. Оценка вариантов Я планирую различные способы одновременного вызова асинхронных async функций. Использование try await с ThrowingTaskGroup(of:) кажется самым простым и эффективным решением. Управление многопоточностью Я выясняю, как использовать асинхронные async функции и одновременно await их с помощью try await. Такой подход управляет ожидаемыми ТИПами и поддерживает эффективность обработки. Баланс многопоточности Я работаю над вариантами многопоточных асинхронных async вызовов функций, рассматривая передовой опыт для обеспечения эффективности и соответствия ожидаемым ТИПам. Хм, дайте подумать: эффективная многопоточность — это ключ. Выбор решения Я рассматриваю возможность удаления назначений для асинхронных функций, чтобы избежать предупреждений. Явные аннотации ТИПов или подчеркивания _ могут помочь. Такой подход может упростить процесс. Разбор многопоточности Я работаю над асинхронными вызовами функций, чтобы оптимизировать многопоточность. Явные аннотации ТИПов или подчеркивания _ могут помочь избежать предупреждений и обеспечить плавную обработку возвращаемых типов Void. Выравнивание возвращаемых значений функций Я гарантирую, что асинхронные вызовы функций соответствуют ожиданиям ТИПа Void. Явные аннотации ТИПов или подчеркивания _ помогают избежать предупреждений, улучшая процесс кодирования. |
Предупреждение появляется, потому что ваши асинхронные async функции возвращают Void, поэтому привязка async let выводит из контекста” ТИП () (Void). Чтобы убрать предупреждение, вы можете явно аннотировать ТИП как Void или просто await их, не пытаясь захватить значение, которое вам не нужно. Например, обновите свой код следующим образом:
// In your fetchCountries() method
async let popResult: Void = fetchPopulation()
async let gdpResult: Void = fetchGDP()
try await popResult
try await gdpResultВ качестве альтернативы, если результаты вас вообще не интересуют, вы можете просто вызывать их последовательно:
try await fetchPopulation()
try await fetchGDP()Использование явных аннотаций ТИПов (как в первом примере) дает понять, что вы ожидаете Void, и устраняет предупреждение “inferred type ()” («выведенный из контекста ТИП - ()»).
Используем второй альтернативный способ.
// Fetch population and GDP concurrently.
// async let popResult = fetchPopulation()
// async let gdpResult = fetchGDP()
try await fetchPopulation()
try await fetchGDP()У нас есть еще предупреждения:
Давайте попросим ChatGPT o3-mini разобраться с этими предупреждениями:
ссылка на захваченную переменную var 'dict' в многопоточном коде, это ошибка в режиме Swift 6 |
В результате мы получаем рассуждения, которые длятся 17 секунд:
Вот их перевод:Устранение ошибки многопоточности Довольно интересно, что Swift 6 отмечает проблемы с изменяемыми переменными в многопоточном коде. Чтобы исправить это,сделайте назначение локальным переменным в асинхронных замыканиях, обеспечивая неизменяемость. Исследование проблем многопоточности Я проверяю, является ли предупреждение Swift 6 о захвате переменной var 'dict' в многопоточном замыкании действительным. Проблема возникает во время выполнения блока MainActor.run, который захватывает изменяемую переменную 'dict'. Смягчение изменяемости Хм, я думаю сделать 'dict' неизменяемой переменной или скопировать её перед замыканием. Мы выполним назначение переменной за пределами замыкания, что безопасно и безошибочно. Swift 6 заставляет применять эти передовые практики. |
Эта ошибка обычно возникает, когда изменяемая переменная (например, ваш локальный словарь 'dict') захватывается многопоточное замыкание. Один из способов исправить это — создать неизменяемую копию (константу let) словаря после того, как вы закончите его сборку, а затем использовать ее в замыкании MainActor. Например, обновите свои функции следующим образом:
func fetchPopulation() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(PopulationDataResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
// Create an immutable copy before passing it to MainActor
let result = dict
await MainActor.run {
self.populationData = result
}
}
func fetchGDP() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(GDPDataResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
let result = dict
await MainActor.run {
self.gdpData = result
}
}Объяснение
Неизменяемая копия: после создания вашего изменяемого словаря (
dict) назначьте его константе(let result = dict). Это гарантирует, что замыкание, переданное вMainActor.run, захватит неизменяемое значение, что безопасно в многопоточных контекстах.Замыкание
MainActor.run: теперь замыкание используетresult(константуlet) для обновления вашего@Publishedсвойства, избегая ошибки многопоточности.
Это должно устранить ошибку «reference to capture var 'dict'» в Swift 6 режиме.
Если я нахожусь в режиме Swift 5:
… то предупреждения исчезли:
Swift 6 concurrency
Но если я переключусь в Swift 6 режим:
То вернутся не просто предупреждения, a ошибки, поскольку в режиме Swift 6 strict concurrency на уровне компиляции обнаруживаются ошибки, связанные с “гонкой данных” (data races):
Давайте сообщим об этих ошибках ChatGPT o3-mini:
Посылка «self» рискует вызвать гонку данных в коде self.populationData = result } в режиме Swift 6 |
В результате мы получаем рассуждения, которые длятся 6 секунд:
Вот их перевод:Управление гонками данных Я изучаю обработку «self» в actor-изолированных замыканиях, чтобы избежать “гонок данных” (data races). Обеспечение надлежащей изоляции «self», особенно в fetchCountries, является ключевым фактором. Определение лучшей настройки Чтобы обеспечить безопасное назначение «self» в fetchCountries, маркировка всей View Model как @MainActor является многообещающим вариантом. Это эффективно предотвращает “гонки данных” (data races). Обеспечение безопасности данных Чтобы избежать “гонок данных” (data races), я рекомендую маркировать весь View Model класс class как @MainActor. Этот метод сохраняет «self» изолированным как MainActor, гарантируя безопасность обновлений свойств. Сделаем акцент на изоляции Хорошо, дайте-ка подумать. Маркировка всей View Model как @MainActor гарантирует, что свойства изолированы как MainActor, избегая “гонок данных” (data races) без необходимости захватывать «self» внутри MainActor.run. |
Распространенное решение — убедиться, что ваша View Model уже изолирована как MainActor, чтобы вам не пришлось захватывать self внутри блока MainActor.run. Другими словами, пометьте свою View Model с помощью @MainActor. Например:
import SwiftUI
@MainActor
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
@Published var groupedCountries: [String: [Country]] = [:]
@Published var populationData: [String: Int] = [:]
@Published var gdpData: [String: Double] = [:]
func fetchCountries() async {
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out aggregates
let realCountries = response.countries.filter { $0.region.value != "Aggregates" }
self.countries = realCountries
self.groupedCountries = Dictionary(grouping: realCountries, by: { $0.region.value })
// Fetch population and GDP concurrently.
try await fetchPopulation()
try await fetchGDP()
} catch {
print("Error fetching countries: \(error)")
}
}
// Fetch Population (indicator "SP.POP.TOTL")
func fetchPopulation() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(PopulationDataResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
// Since self is already isolated to the main actor, assign directly.
self.populationData = dict
}
// Fetch GDP (indicator "NY.GDP.MKTP.CD")
func fetchGDP() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(GDPDataResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
self.gdpData = dict
}
}Зачем использовать @MainActor?
Отмечая свою View Model с помощью @MainActor, вы гарантируете, что все свойства и функции в ней будут выполняться на MainActor. Таким образом, когда вы обновляете свои @Published свойства (например, populationData или gdpData), вы уже находитесь в основном потоке (main thread) и вам не нужно беспокоиться о захвате self в замыкании MainActor.run, что в Swift 6 может привести к “гонкам данных”(data races), если self НЕ изолирован.
Такой подход должен устранить предупреждение или сообщение об ошибке о “гонке данных” (data races), одновременно гарантируя безопасное обновление self на MainActor.
Версия 5. Запускаем приложение. Получаем результат:
Есть небольшая задержка в появлении данных на экране, которая, возможно, связана с @MainActor.
Все fetch функции выполняем на background
Давайте попробуем все fetch функции выполнить на background.
Как запустить функцию |
В результате мы получаем рассуждения, которые длятся 6 секунд:
Вот их перевод:Обработка сетевых вызовов Хорошо, дайте подумать. Задача заключается в управлении функцией fetch в View Model, которая является @MainActor, гарантируя, что обновления UI находятся в основном потоке, а сетевые вызовы — в фоновом потоке. Размышляя о фоновом выполнении Мне интересно, как nonisolated методы в классе @MainActor могут работать в фоновом режиме. Интересно, что маркировка их как nonisolated позволяет это сделать. Управление nonisolated методами Я рассматриваю возможность использования nonisolated методов для таких задач, как выборка данных и их декодирование. Просто предостерегаю от доступа к состоянию или обновлению UI из этих методов, чтобы сохранить actor изоляцию. Навигация по nonisolated функции Я думаю о том, чтобы маркировать функции как nonisolated в классе @MainActor, гарантируя, что обновления self будут на MainActor, избегая при этом прямого доступа к MainActor изолированным состояниям. Балансировка выполнения Я разбираюсь, как маркировка методов как nonisolated в классе @MainActor позволяет выполнять фоновое выполнение без прямого доступа к свойствам, MainActor изолированным. Обеспечение безопасного потока данных Отмечая fetch функции как nonisolated в классе @MainActor, я гарантирую, что они будут работать в фоновых потоках. Прямой доступ к MainActor свойствам не допускается; должны возвращаться только вычисленные значения. Обеспечение безопасных обновлений Я отмечаю, что nonisolated функции в классе @MainActor должны возвращать только вычисленные значения, а обновления должны выполняться безопасно на MainActor для поддержания принципов потокобезопасности и изоляции. |
Ниже приведен пример View Model, которая помечена @MainActor (чтобы ее @Published свойства безопасно обновлялись в основном потоке), но использует nonisolated фоновые функции для выполнения выборки из сети и декодирования. Эти nonisolated функции возвращают выбранные данные, а не обновляют состояние напрямую. Затем MainActor функция loadCountries ожидает await эти результаты и обновляет состояние UI.
@MainActor
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group real countries by region.
@Published var groupedCountries: [String: [Country]] = [:]
// Indicator dictionaries: country id -> value
@Published var populationData: [String: Int] = [:]
@Published var gdpData: [String: Double] = [:]
func loadCountries() async {
do {
// This network call runs off the background thread.
let fetchedCountries = try await fetchCountriesInBackground()
// Now update the UI on the main actor
countries = fetchedCountries
groupedCountries = Dictionary(grouping: fetchedCountries,
by: { $0.region.value })
// Fetch population and GDP concurrently.
// This network call runs off the background thread.
async let popResult = fetchPopulation()
async let gdpResult = fetchGDP()
let (pop, gdp) = try await (popResult, gdpResult)
// Now update the UI on the main actor
self.populationData = pop
self.gdpData = gdp
} catch {
print("Error fetching countries: \(error)")
}
}
nonisolated private func fetchCountriesInBackground() async throws -> [Country] {
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
throw URLError(.badURL)
}
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out aggregates here if desired.
return response.countries.filter { $0.region.value != "Aggregates" }
}
// Fetch population (indicator "SP.POP.TOTL") for year 2022.
nonisolated private func fetchPopulation() async throws -> [String: Int] {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return [:]}
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
return dict
}
// Fetch GDP (indicator "NY.GDP.MKTP.CD") for year 2022.
nonisolated private func fetchGDP() async throws -> [String: Double]{
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return [:]}
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
return dict
}
}Как это работает:
nonisolatedфункции:
Функции
fetchCountriesInBackground(),fetchPopulation() иfetchGDP() помечены какnonisolated, поэтому они могут работать в фоновом потоке. Они выполняют сетевые вызовы и декодирование JSON без доступа к какому-либо изолированному состоянию@MainActor.
loadCountries()наMainActor:
Функция
loadCountries()— это функция@MainActor, которая вызывает этиnonisolatedфункции (используяawait). После завершения фоновой работы она обновляет@Publishedсвойства (например, страныcountries,groupedCountriesи т. д.) наMainActor.
Многопоточная выборка:
Данные о населении и ВВП выбираются одновременно с помощью синтаксиса
async let,а их результаты ожидаютсяawaitвместе.
Этот шаблон четко отделяет тяжелую работу по выборке из сети/декодированию (выполняемую вне основного потока) от обновлений UI (которые должны выполняться на MainActor). Удачного кодирования!
Версия 6. Запускаем приложение.
Получаем результат:
Это все, что мы можем сделать с многопоточностью.
Добавляет карту страны
Покажи страну на карте в CountryDetailView |
В результате мы получаем рассуждения, которые длятся 8 секунд:
Вот их перевод:Обновление View Я интегрирую MapKit View в CountryDetailView с помощью SwiftUI. Это включает import MapKit, преобразование широты latitude и долготы longitude страны в Doubles и настройку координат региона. Улучшение отображения Я добавляю новый раздел Section в CountryDetailView для отображения карты. Это включает инициализацию координат региона с широтой latitude и долготой longitude страны country и включение маркера MapMarker для подсвечивания местоположения столицы страны на карте. Обеспечение географической точности Я убеждаюсь, что широта latitude и долгота longitude правильно преобразованы в Double для MapKit. Затем я проверяю модель данных на предмет правильной обработки ТИПов данных и создания аннотаций на карты. Установка границ территории Я определяю View Map(coordinateRegion: $region, annotationItems: [country]) с координатами региона, центрированного на широте latitude и долготе longitude страны, обеспечивая точность представления географических данных. |
Ниже приведена обновленная версия CountryDetailView, которая добавляет View Map, показывающее местоположение страны. В этом примере мы создаем MKCoordinateRegion (используя широту и долготу из модели Country, которые хранятся в виде строк String), а затем отображаем карту с маркером в этом месте. Мы добавляем этот новый раздел Section “Map” (“Карта”) в форму Form под другими разделами Section.
Обязательно импортируйте import MapKit в свой файл.
import SwiftUI
import MapKit
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
// Create a region state from the country's latitude/longitude.
@State private var region: MKCoordinateRegion
init(country: Country, population: Int?, gdp: Double?) {
self.country = country
self.population = population
self.gdp = gdp
// Convert latitude/longitude strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
_region = State(initialValue: MKCoordinateRegion(
center: CLLocationCoordinate2D(latitude: lat, longitude: lon),
span: MKCoordinateSpan(latitudeDelta: 10, longitudeDelta: 10)
))
}
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
}
Section(header: Text("Map")) {
// Display the map with a marker for the country.
Map(coordinateRegion: $region, annotationItems: [country]) { country in
// For annotation, convert the coordinate strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
return MapMarker(coordinate:
CLLocationCoordinate2D(latitude: lat, longitude: lon))
}
.frame(height: 300)
.clipShape(RoundedRectangle(cornerRadius: 10))
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
}
.navigationTitle(country.name)
}
}Объяснение
Импорт
import MapKit:
Мы импортируем import MapKit для использования SwiftUI View карты Map и соответствующих ТИПов.
Координаты региона:
В инициализаторе init мы преобразуем широту latitude и долготу longitude страны country (которые хранятся в виде строк String) в значения Double. Они используются для создания начального MKCoordinateRegion с диапазоном (latitudeDelta и longitudeDelta), который определяет уровень масштабирования на карте.
Раздел карты Map Section:
Добавлен новый раздел Section с заголовком «Map». Map View ограничено состоянием region. Мы предоставляем массив [country], содержащий одну страну country, в качестве annotationItems, чтобы MapMarker отображался в координатах этой страны.
Это обновление отображает местоположение страны на карте в подробном View.
Версия 7. Запускаем приложение - получаем результат:
Всё прекрасно работает, но у нас есть предупреждения:
init(coordinateRegion:, interactionModes: ) was deprecated in iOS 17.0, use Map initializers that use MapContentBuilder instead.
(init(coordinateRegion:, interactionModes: ) устарел в iOS 17.0, вместо этого используйте инициализаторы Map с MapContentBuilder.)
MapMarker was deprecated in iOS 17.0, use Marker along with Map initializers that use MapContentBuilder instead.
(MapMarker устарел в iOS 17.0, вместо него используйте Marker вместе с Map инициализаторами c MapContentBuilder.)
Обновление SwiftUI Map для iOS 17
init(coordinateRegion:, interactionModes: ) устарел в iOS 17.0, вместо этого используйте инициализаторы Map с MapContentBuilder. MapMarker устарел в iOS 17.0, вместо него используйте Marker вместе с Map инициализаторами c MapContentBuilder. |
В результате мы получаем рассуждения, которые длятся 8 секунд:
Вот их перевод:Рассмотрение MapCameraPosition С новыми изменениями API в iOS 17 вместо старого MapPosition теперь используется новый MapCameraPosition. Это предполагает переход к более ориентированной на камеру обработке Map Views. Я припоминаю, что MapCameraPosition конкретно описывает положение камеры, что, по-видимому, является альтернативой устаревшим методам. Я должен подтвердить детали, но это определенно новый подход API, представленный в iOS 17. Обновление до MapCameraPosition В iOS 17 новый API карт Map в SwiftUI включает MapCameraPosition, заменяя старый MapPosition. Для этого требуются обновления кода. Мне нужно обеспечить использование инициализатора Map(cameraPosition: Binding<MapCameraPosition>). Новая структура MapCameraPosition включает такие свойства, как центр камеры, наклон, направление, высота и т. д. Я думаю, что обновленный код должен правильно использовать MapCameraPosition, инициализируя его с координатами coordinates и другими параметрами. После установки мы можем привязать его к карте и включить маркеры. Позвольте мне еще раз проверить детали. |
Ниже представлена обновленная версия CountryDetailView, которая использует новый MapCameraPosition iOS 17. В этом примере мы используем новую @State переменную var position: MapCameraPosition. Затем мы передаем эту позицию position в новый инициализатор карты Map (position: $position). Маркер Marker также используется с его обязательными параметрами.
Убедитесь, что вы компилируете с помощью Xcode 15 (или более поздней версии), а ваш deployment target установлен на iOS 17 или более позднюю версию.
код CountryDetailView:import MapKit
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
// Use the new state property for the map's position.
@State private var position: MapCameraPosition
init(country: Country, population: Int?, gdp: Double?) {
self.country = country
self.population = population
self.gdp = gdp
// Convert latitude/longitude strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
// Initialize the MapPCameraPosition
_position = State(initialValue:.region(MKCoordinateRegion(
center: CLLocationCoordinate2D(latitude: lat, longitude: lon), span: MKCoordinateSpan(latitudeDelta: 10, longitudeDelta: 10)
)))
}
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
}
Section(header: Text("Map")) {
// Use the new iOS 17 Map initializer with a MapContentBuilder.
Map (position: $position){
// For annotation, convert the coordinate strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
Marker ("",coordinate: CLLocationCoordinate2D(latitude: lat, longitude: lon))
}
.frame(height: 300)
.clipShape(RoundedRectangle(cornerRadius: 10))
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
}
.navigationTitle(country.name)
}
}Объяснение
MapCameraPosition:
Мы создаем @State свойство с именем cameraPosition ТИПа MapCameraPosition. В инициализаторе мы преобразуем широту и долготу страны (представленные как строки String) в CLLocationCoordinate2D. Затем мы инициализируем камеру с этим центром, а также высотой (уровнем масштабирования), углом наклона и направлением.
Инициализатор карты
Map:
Новый инициализатор iOS 17 Map(cameraPosition: $cameraPosition) { … } принимает привязку к MapCameraPosition и использует хвостовое замыкание для определения содержимого карты. В этом случае мы размещаем Marker в нужном месте.
Маркер
Marker:
Инициализатору Marker теперь требуются координаты coordinate и параметр положения position (мы используем .automatic).
Это переработанное View использует MapCameraPosition, чтобы камерой вашей карты Map можно было управлять с помощью нового API iOS 17. Удачного кодирования!
У нас нет предупреждений и ошибок компиляции.
Версия 8. Запускаем приложение - Получаем результат:
Местоположение столицы страны на карте
Но надо сказать, что географические координаты широта latitude и долгота longitude в структуре struct Country, полученные с помощью API Всемирного Банка и соответствующие стране Country, соответствуют местоположению, близкому к расположению столицы страны capitalCity, но не точному её местоположению:
// The Country model - note that we use the "id" field from the API as the unique identifier.
struct Country: Codable, Identifiable {
// The API's "id" is the country code.
let id: String
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String // широта
let latitude: String // долгота
}Давайте получим координаты точного местоположения столицы и покажем столицу на карте:
Добавь на карту маркер Marker столицы страны |
В результате мы получаем рассуждения, которые длятся 10 секунд:
Вот их перевод:Уточнение информации о маркере Marker столицы Итак, пользователь хочет добавить маркер Marker на карту Map для столицы страны. CountryDetailView уже имеет маркер Marker в центре страны с использованием положения камеры, но теперь нам нужен еще один маркер Marker для столицы. Проблема в том, что модель Country содержит только строку String для столицы «capitalCity» (название города), а не координаты coordinates (широта latitude и долгота longitude), необходимые для маркера Marker. Я думаю, нам нужно будет уточнить, где получить эти координаты coordinates — предоставляет ли их API Всемирного банка или нам нужен другой источник? Рассматриваем маркер Marker для столицы на карте Map Модель Country имеет координату (широта latitude и долгота longitude) для центра страны, а свойство «capitalCity» — это просто строка String с названием города, а не координаты. Это означает, что мне нужно получить координаты для столицы, но API их не предоставляет. Вариант первый: я мог бы использовать geocode для названия столицы, хотя это асинхронно и требует вызова геокодирования geocode. Вариант второй: предположим, что столица является центром страны, но это может быть неточно. Последнее может потребовать добавления решения геокодирования, например CLGeocoder. Геокодирование маркера Marker столицы API Всемирного банка предоставляет название столицы capitalCity, но не ее координаты, поэтому геокодирование необходимо для получения ее положения, которое будет выполнено асинхронно. Если данные недоступны, я мог бы предположить, что столица находится в центре страны, хотя это не всегда точно. Для реализации я мог бы показать, как использовать CLGeocoder для получения координат столицы. В примере я предлагаю добавить переменную состояния capitalCoordinate и использовать .task для вызова геокодирования внутри View с резервным вариантом отображения маркера Marker центра страны , если геокодирование не удается или столица для данной страны отсутствует. |
Ниже приведена обновленная версия CountryDetailView, которая добавляет второй маркер Marker для столицы страны country. В этом примере мы используем новый API карт Map iOS 17 с MapCameraPosition для управления камерой карты и добавляем два маркера:
Маркер в центре страны (с широтой
latitude/долготыlongitudeстраныcountry) иМаркер для столицы. Поскольку API Всемирного банка предоставляет только название столицы
capitalCity, мы используемCLGeocoderдля асинхронного получения ее координат. (Обязательно импортируйтеimport CoreLocation.)
Если геокодирование столицы прошло успешно, маркер добавляется с меткой Label, указывающей название столицы.
import SwiftUI
import MapKit
import CoreLocation
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
// Use MapCameraPosition to control the camera.
@State private var position: MapCameraPosition
// Will hold the capital city coordinate after geocoding.
@State private var capitalCoordinate: CLLocationCoordinate2D? = nil
init(country: Country, population: Int?, gdp: Double?) {
self.country = country
self.population = population
self.gdp = gdp
// Convert the country's latitude/longitude (as Strings) to a coordinate.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
let center = CLLocationCoordinate2D(latitude: lat, longitude: lon)
_position = State(initialValue:.region(MKCoordinateRegion( center: center,
span: MKCoordinateSpan(latitudeDelta: 10, longitudeDelta: 10)
)))
}
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
Section(header: Text("Map")) {
// Use the new initializer that accepts a binding to MapCameraPosition.
Map(position: $cameraPosition) {
// Marker for the country's center.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
// Marker for the country's center.
if country.capitalCity == "" {
Marker("\(country.name)", coordinate:
CLLocationCoordinate2D(latitude: lat, longitude: lon))
}
// If the capital city's coordinate is available, add a marker.
if let capitalCoordinate = capitalCoordinate {
Marker(coordinate: capitalCoordinate, position: .automatic) {
// Use a Label to indicate the capital city.
Label("Capital: \(country.capitalCity)",
systemImage: "building.columns")
}
}
}
.frame(height: 300)
.task {
await geocodeCapital()
}
}
}
.navigationTitle(country.name)
}
// Geocode the capital city name to obtain its coordinates.
nonisolated func geocodeCapital() async {
let geocoder = CLGeocoder()
do {
let placemarks = try await geocoder.geocodeAddressString(country.capitalCity)
if let location = placemarks.first?.location {
await MainActor.run {
capitalCoordinate = location.coordinate
}
}
} catch {
print("Error geocoding capital city: \(error)")
}
}
}Объяснение
Map и Camera:
Мы инициализируем MapCameraPosition, используя широту latitude и долготу longitude страны country. Этот новый API iOS 17 позволяет нам управлять камерой через эту привязку.
Два маркера:
• Первый маркер Marker размещается в центре камеры (представляя координаты страны).
• Второй маркер Marker добавляется только в том случае, если координаты столицы coordinates получены с помощью геокодирования. Мы используем новый инициализатор маркера Marker, который принимает метку Label с параметром position: .automatic, чтобы позволить SwiftUI автоматически позиционировать маркер.
Геокодирование столицы:
В модификаторе .task в разделе Section карты Map мы вызываем geocodeCapital(). Эта функция использует CLGeocoder для асинхронного геокодирования названия столицы. В случае успеха она обновляет переменную состояния capitalCoordinate, что, в свою очередь, заставляет View добавлять маркер Marker.
Это решение использует новый API карт из iOS 17 (включая MapCameraPosition и Marker) и добавляет дополнительный маркер Marker для столицы. Удачного кодирования!
запускай geocodeCapital() в фоновом режиме. |
В результате мы получаем рассуждения, которые длятся 7 секунд:
Вот их перевод:Запуск geocodeCapital() в фоновом режиме Пользователь хочет запустить geocodeCapital() в фоновом потоке. Сейчас мы используем CLGeocoder с асинхронным API и начиная с iOS 16 доступен асинхронный метод geocodeAddressString. Чтобы запустить geocodeCapital() в фоновом режиме, я мог бы обернуть его в Task.detached или пометить как nonisolated и вызвать его оттуда. Поскольку мы находимся в SwiftUI View, оно по умолчанию запускается на MainActor. Запуск geocodeCapital() в фоновом режиме Чтобы запустить geocodeCapital() в фоновом потоке, я хочу использовать Task.detached для асинхронной обработки работы геокодирования. Однако, поскольку мне нужно обновить capitalCoordinate, который является свойством @State, я должен убедиться, что обновление UI происходит на MainActor. Итак, мой план — создать Task.detached для выполнения логики геокодирования, а затем использовать MainActor.run для обновления координат coordinate после получения результата. Но я буду осторожен с захватом self в Task.detached. |
Ниже представлена обновленная реализация вашей функции geocodeCapital(), которая запускает геокодирование в фоновом потоке с помощью Task.detached. В этой версии мы захватываем только необходимое значение (строку String capitalCity), чтобы Task.detached не захватывала self без необходимости. После завершения фоновой работы мы обновляем capitalCoordinate на MainActor.
func geocodeCapital() async {
// Capture the capital city string so that the detached task doesn't capture self.
let capitalCity = country.capitalCity
let coordinate: CLLocationCoordinate2D? = await Task.detached { [capitalCity] in
let geocoder = CLGeocoder()
do {
let placemarks = try await geocoder.geocodeAddressString(capitalCity)
return placemarks.first?.location?.coordinate
} catch {
print("Error geocoding capital city: \(error)")
return nil
}
}.value
if let coordinate = coordinate {
await MainActor.run {
self.capitalCoordinate = coordinate
}
}
}Версия 9. Запускаем приложение - Получаем результат:
Заключение
ChatGPT o3-mini на настоящий момент является лучшим ИИ для iOS разработки.
В предложенной задаче разработки iOS приложения Countries он:
Без каких либо проблем справился с декодированием JSON данных
Использовал современную
async / awaitсистему работы с многопоточностьюПредложил несколько вариантов перехода на
Swift 6 strict concurrencyс помощью@MainActorи маркировки функций выборки какnonisolatedили использованияTask.detached.Сначала предложил старый Map API с
Map (coordinateRegion: $region, annotationItems: [country])иMapMaker, но после получения соответствующих предупреждений перешел на новый API cMap (position: $position)иMaker.Использовал
CLGeocoder()для получения более точных географических координат столицы страны иTask.detachedдля запуска в фоновом режиме.Рассуждения краткие, по делу и длятся от 1 до 25 секунд, среднее время 8 секунд.
Могу рекомендовать в качестве обучающего материала для iOS разработчиков.
-
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14.09.25 12:44
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.09.25 12:44
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert.
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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
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14.09.25 17:48
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.09.25 17:48
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.09.25 20:49
Clinton
I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
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14.09.25 22:16
Berrysmith
I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
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15.09.25 10:25
aliceforemanlaw
I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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15.09.25 12:49
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.09.25 12:49
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.09.25 12:49
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.09.25 12:25
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 12:26
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 13:25
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.09.25 13:25
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 02:56
peju1213
It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 12:22
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 12:22
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 13:04
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 16:46
carolinehudso83
I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
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19.09.25 00:54
frank2025
Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 15:27
tonykith01477
There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
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19.09.25 17:12
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.09.25 17:12
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.09.25 15:05
faithlawrence
I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
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20.09.25 15:53
blessing1198
It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
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21.09.25 12:05
star1121
Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
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23.09.25 03:23
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 03:23
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 03:23
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 03:54
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 14:45
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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23.09.25 19:27
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
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23.09.25 22:38
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 12:22
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 19:08
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 19:50
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 19:55
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 20:52
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 20:52
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.09.25 12:29
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
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26.09.25 15:42
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.09.25 15:42
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.09.25 16:40
Slimbella
I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
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26.09.25 16:40
Slimbella
I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
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26.09.25 19:08
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
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26.09.25 19:53
carolinehudso83
You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
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26.09.25 22:25
Slimbella
I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
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26.09.25 22:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.09.25 22:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.09.25 03:07
Angela_Moore
I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
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28.09.25 00:42
Anitastar
Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
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28.09.25 01:48
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
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28.09.25 01:48
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
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28.09.25 01:49
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
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29.09.25 13:47
thomassankara
USDT recovery expert / company I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
-
29.09.25 16:32
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
29.09.25 16:32
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
29.09.25 19:46
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( recoveryfundprovider@gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
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29.09.25 21:06
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
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29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
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29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
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29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
29.09.25 21:07
beverlyalex010
I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
-
30.09.25 11:02
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.09.25 11:02
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
01.10.25 16:51
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected] WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
-
01.10.25 17:24
johnn
Anthony davies, renowned for his expertise in recovering stolen cryptocurrency, especially specializing in USDT, provided invaluable assistance in a scenario where a significant sum of $571,000 was taken from me. I had the privilege of witnessing his exceptional skills firsthand and I am truly thankful for his prompt efforts, which led to the successful recovery of the entire amount in just a span of 72 hours. Mr Anthony davies swift reactions and efficient tactics not only resolved my financial troubles but also alleviated much of the stress on my mental well-being. You can reach out to him immediately and get connected with email at anthonydaviestech@gmail com also can be contacted on WhatsApp at +951 490-8435, he is an expert in the field most especially in recovering lost digital assets.
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01.10.25 17:25
johnn
Anthony davies, renowned for his expertise in recovering stolen cryptocurrency, especially specializing in USDT, provided invaluable assistance in a scenario where a significant sum of $571,000 was taken from me. I had the privilege of witnessing his exceptional skills firsthand and I am truly thankful for his prompt efforts, which led to the successful recovery of the entire amount in just a span of 72 hours. Mr Anthony davies swift reactions and efficient tactics not only resolved my financial troubles but also alleviated much of the stress on my mental well-being. You can reach out to him immediately and get connected with email at anthonydaviestech@gmail com also can be contacted on WhatsApp at +951 490-8435, he is an expert in the field most especially in recovering lost digital assets.
-
08:48
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
-
08:48
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
-
08:48
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
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