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Код, который дышит: создание виртуальной вселенной на NestJS и своим AI на Tensorflow.js
Представьте мир, где каждый персонаж живёт своей жизнью: принимает решения, взаимодействует с окружающей средой и даже эволюционирует. Где почва, растения и ресурсы подчиняются сложным алгоритмам, а нейронные сети управляют поведением тысяч существ. Это не сценарий для нового блокбастера — это проект, над которым я работаю.
В этой статье я расскажу, как с помощью NestJS, TypeORM и Tensorflow.js создаю виртуальную вселенную, которая “дышит” и развивается. Мы разберём:
Как моделировать сложные системы: от почвы до социальных взаимодействий.
Как обучать нейронные сети, чтобы мир менялся реалистично
Как организовать архитектуру проекта, чтобы он масштабировался и оставался поддерживаемым.
Если вы когда-либо мечтали создать что-то масштабное, что объединяет технологии, науку и творчество, — этот проект для вас. Давайте погрузимся в код, который оживляет целый мир!
Общий обзор архитектуры
В основе нашего проекта лежит NestJS как каркас серверного приложения, TypeORM для удобного взаимодействия с базой данных (PostgreSQL), а также Redis для кэширования и хранения быстрых операций (например, при генерации мира или при расчётах, которые нужно повторять часто).
Кроме того, мы используем tensorflow.js (или планируем использовать) для создания простых нейронных сетей, которые принимают “интеллектуальные” решения за обитателей мира, будь то животные, люди или другие существа.
Для упрощения понимания мы можем представить всю логику, как набор Service-классов (в NestJS), которые управляют сущностями (Entities) в базе данных:
World (Мир) — корневая сущность, описывающая параметры целого мира (размер, климатические настройки, сезон и т.д.).
WorldCell (Ячейка мира) — единица поверхности (или объёма) нашего мира с информацией о высоте, широте/долготе, климате и т.д.
Soil (Почва) — содержит данные о типе почвы, её влажности, кислотности, текстуре и т.д.
Resource (Ресурс) — описывает ресурсы, которые можно добывать или расходовать (уголь, рыба, золото и т.д.), а также их качество, количество и возобновляемость.
Каждая из этих сущностей связана с другими с помощью отношений OneToOne, OneToMany или ManyToOne (аннотации @OneToOne, @OneToMany, @ManyToOne из TypeORM).
Итак, приступим
Все в нашем мире начинается с самого мира, конечно же! :) Прежде чем углубиться в код, представьте себя на месте создателя новой планеты. Что бы вы точно хотели задать “на берегу”?
Размер мира: насколько большой будет ваша планета?
Отправная точка — так называемый seaLevel. Ведь мы должны понять, где пролегает граница между сушей и водой.
Время и его течение: длина суток, сезоны, “возраст” мира. Потому что без времени всё замрёт на месте!
Остановитесь на минутку (да-да, прямо сейчас!) и подумайте: что ещё для вас есть в нашем прекрасном мире? Возможно, вы захотите задать среднюю температуру, чтобы заранее решить, будет ли ваш мир суровым ледником или тропическим раем.
Ниже я привожу пример того, какие поля в сущности World точно нужны нам для начала — это как минимальный набор “кнопок управления”, с которых стоит начать.
Создаем сущность мира
Ниже модель в /src/world/entities/world.entity.ts
@Entity('worlds')
export class World {
@PrimaryGeneratedColumn()
id: number; // Уникальный идентификатор мира
@Column()
name: string; // Название мира, например "Земля-2"
@Column('int')
width: number; // Ширина мира (в ячейках)
@Column('int')
height: number; // Высота мира (в ячейках)
@Column('float')
seaLevel: number; // Уровень моря — то самое "0", от которого считаем воду или сушу
@Column({ type: 'timestamp' })
startDate: Date;
// Дата "зарождения" мира
@Column({ type: 'timestamp' })
currentDate: Date;
// Текущее "время" в мире; разницу можно считать как возраст
@Column('float', { default: 24 })
dayLength: number;
// Длина "суток" в часах
@Column('float', { default: 365 })
yearLength: number;
// Длина "года" в днях
@Column('float', { default: 23.5 })
axialTilt: number;
// Угол наклона оси вращения (связан с сезонами)
@Column('float', { default: 15 })
averageTemperature: number;
// Средняя температура мира (°C)
@Column({
type: 'enum',
enum: Season,
default: Season.SPRING,
})
currentSeason: Season;
// Текущий сезон (зима, весна, лето, осень)
@OneToMany(() => WorldCell, (cell) => cell.world, { cascade: true, onDelete: 'CASCADE' })
cells: WorldCell[]; // Объявляем связь с "ячейками мира" чуть позже про них поговорим
}
Почему именно такие поля?
width и height задают количество ячеек по горизонтали и вертикали. Каждый “кусочек” вашей виртуальной планеты будет описан в WorldCell.
seaLevel влияет на то, какая часть планеты окажется под водой. Если вы фанат подводных цивилизаций, можно задать уровень моря повыше. Если хотите больше суши — пониже.
startDate и currentDate помогут отслеживать возраст мира. К примеру, если ваше существо прожило 1000 “игровых лет”, это может открывать новые возможности развития или видоизменять ландшафт.
dayLength, yearLength и axialTilt задают базовые механики смены дня и ночи, сезонов и других климатических переменных.
averageTemperature — базовая точка: от неё мы будем “плясать” при вычислении реальной температуры в каждой ячейке (учитывая высоту, влажность и широту).
В следующей части мы рассмотрим другие важные составляющие мира — ячейки (WorldCell) и почву (Soil), ведь каждый кусочек поверхности нашей планеты имеет уникальный рельеф, влажность, температуру и даже тип грунта. Но об этом — чуть позже, в духе лучших традиций мировой журналистики!
А пока, если хочется сделать перерыв — самое время. Представьте, как в вашем ещё пустом мире тихо плещется океан на заданном вами уровне моря, ветер несёт тёплые ароматы будущих лесов, а солнечный свет (или лунный — кто знает, ведь мы ещё не решили?) заливает равнины. Красота, не правда ли?
в /src/world создадим сервис (world.service.ts) и контроллер (world.controller.ts), так как мы будем использовать круд-генератор чтобы не заморачивать над базовыми crud операциями (create (post) read (get) update, delete)
// src/world/world.service.ts
import { Injectable, BadRequestException, InternalServerErrorException } from '@nestjs/common';
import { TypeOrmCrudService } from '@dataui/crud-typeorm';
import { InjectRepository } from '@nestjs/typeorm';
import { Repository } from 'typeorm';
import { World } from './entities/world.entity';
@Injectable()
export class WorldService extends TypeOrmCrudService<World> {
constructor(
@InjectRepository(World) public repo: Repository<World>,
private readonly soilService: SoilService,
private readonly resourcesService: ResourcesService,
) {
super(repo);
}
}// src/world/world.controller.ts
import { Body, Controller } from '@nestjs/common';
import { Crud, CrudController, Override } from '@dataui/crud';
import { World } from './entities/world.entity';
import { WorldService } from './world.service';
@Crud({
model: {
type: World,
},
// Можно задать какие методы CRUD включать или исключать
routes: {
only: [
'createOneBase',
'getManyBase',
'getOneBase',
'updateOneBase',
'replaceOneBase',
'deleteOneBase',
],
},
})
@Controller('api/worlds')
export class WorldController implements CrudController<World> {
constructor(public service: WorldService) {}
}
И сам world.module.ts
// src/world/world.module.ts
import { Module } from '@nestjs/common';
import { TypeOrmModule } from '@nestjs/typeorm';
import { World } from './entities/world.entity';
import { WorldService } from './world.service';
import { WorldController } from './world.controller';
@Module({
imports: [TypeOrmModule.forFeature([World])],
controllers: [WorldController],
providers: [WorldService],
exports: [WorldService],
})
export class WorldModule {}
Идём дальше: знакомимся с ячейкой мира (WorldCell)
мы разобрались, как рождается сам мир и какие параметры ему необходимы. Но что такое планета без её “кирпичиков” — участков суши и водной поверхности? Правильно, нам нужна структура, где каждый сантиметр (или километр) вашего виртуального пространства будет иметь уникальные координаты, климат и, конечно же, почву и ресурсы.
Изначально я думал создать континенты и просто к ним привязывать почву, но потом я подумал, нет, этот подход породит много бесполезной логики, например будет сложно уничтожить отдельный участок континента поэтому было логично создать просто ячейки.
Именно так мы и приходим к WorldCell. Представьте себе, что вы парите высоко над своим миром и смотрите вниз, а под вами миллионы таких ячеек. В каждой есть особая жизнь и своя история. Готовы погрузиться? Поехали!
Я не стал или поленился создавать отдельную папку для ячеек и вшил все в папку src/world
(/src/world/entities/world-cell.entity.ts). Не пугайтесь обилия аннотаций — это просто магия TypeORM, которая берёт на себя рутинную работу с базой данных.
@Entity()
export class WorldCell {
@PrimaryGeneratedColumn()
id: number; // Уникальный идентификатор ячейки
@Column('jsonb')
position: {
x: number; // Координата X
y: number; // Координата Y
z: number; // Высота/глубина относительно уровня моря
};
@Column('float')
latitude: number; // Широта ячейки
@Column('float')
longitude: number; // Долгота ячейки
@OneToOne(() => Soil, { nullable: false, cascade: true, onDelete: 'CASCADE' })
@JoinColumn()
soil: Soil; // Ссылка на объект почвы
@OneToMany(() => Resource, (resource) => resource.cell, { cascade: true, onDelete: 'CASCADE' })
resources: Resource[]; // Ресурсы, принадлежащие ячейке
@Column('jsonb')
climate: {
temperature: number; //Темппература
humidity: number; // Влажность
precipitation: number; // Осадки
windSpeed: number; // Скорость ветра
cloudCoverage: number; // Покрытие облаками
dayTemperature: number; // Дневная температура
nightTemperature: number;// Ночная температура
weatherCondition: string;// Погодное состояние
};
@Column('float')
elevation: number; // Высота/глубина относительно уровня моря
@Column('boolean')
isWater: boolean; // Является ли ячейка водой
@Column({ default: BiomeType.PLAINS })
biome: BiomeType; // Тип биома (лес, пустыня, тундра и т.д.)
@ManyToOne(() => World, (world) => world.cells, { onDelete: 'CASCADE' })
world: World; // Связь с миром, какому миру принадлежит ячейка
}
Что здесь важного:
Координаты и высота. Каждая ячейка “знает” своё место на карте: поля position.x, position.y, position.z.
Широта и долгота. Это классический географический подход: нам важно понимать, где конкретно находится ячейка относительно “глобуса”.
Почва (Soil). У каждой ячейки есть только одна почва (@OneToOne). Мы делаем cascade: true, чтобы автоматически сохранять почву вместе с ячейкой.
Ресурсы (Resource[]). В одной ячейке может быть множество ресурсов — уголь, рыба, золото... Всё зависит от вашей фантазии (и реалистичности).
Климат. Здесь заложена вся погода ячейки: температура, влажность, осадки и т.д. А поле weatherCondition вроде “sunny” или “storm” добавляет капельку атмосферы.
isWater — указываем, покрыта ли ячейка водой. Представьте, как где-то под слоями кода скрывается целый океан с богатым подводным миром (который мы, конечно, тоже можем симулировать!).
biome — назначаем биом (лес, пустыня, пляж...), чтобы при желании легко фильтровать ячейки.
Сразу создадим BiomeType в src/world/ biome.enum.ts
export enum BiomeType {
OCEAN = 'OCEAN',
DESERT = 'DESERT',
SAVANNA = 'SAVANNA',
FOREST = 'FOREST',
RAINFOREST = 'RAINFOREST',
TUNDRA = 'TUNDRA',
MOUNTAINS = 'MOUNTAINS',
PLAINS = 'PLAINS',
BEACH = 'BEACH',
SWAMP = 'SWAMP',
LAKE = 'LAKE',
}Контроллер и сервис для WorldCell
Мы хотим быстро “подружить” нашу сущность WorldCell с REST-запросами. Для этого воспользуемся повторяющейся логикой, которая уже есть в @dataui/crud — так мы экономим время и силы.
WorldCellController
// src/world/world-cell.controller.ts
import { Controller } from '@nestjs/common';
import { Crud, CrudController } from '@dataui/crud';
import { WorldCell } from './entities/world-cell.entity';
import { WorldCellService } from './world-cell.service';
@Crud({
model: { type: WorldCell },
})
@Controller('api/world-cells')
export class WorldCellController implements CrudController<WorldCell> {
constructor(public service: WorldCellService) {}
}
Сервис
// src/world/world-cell.service.ts
import { Injectable } from '@nestjs/common';
import { InjectRepository } from '@nestjs/typeorm';
import { TypeOrmCrudService } from '@dataui/crud-typeorm';
import { Repository } from 'typeorm';
import { WorldCell } from './entities/world-cell.entity';
@Injectable()
export class WorldCellService extends TypeOrmCrudService<WorldCell> {
constructor(@InjectRepository(WorldCell) public repo: Repository<WorldCell>) {
super(repo);
}
}
Module
// src/world/world-cell.module.ts
import { Module } from '@nestjs/common';
import { TypeOrmModule } from '@nestjs/typeorm';
import { WorldCell } from './entities/world-cell.entity';
import { WorldCellService } from './world-cell.service';
import { WorldCellController } from './world-cell.controller';
@Module({
imports: [TypeOrmModule.forFeature([WorldCell])],
controllers: [WorldCellController],
providers: [WorldCellService],
exports: [WorldCellService],
})
export class WorldCellModule {}
Мы с вами уже построили каркас мира и научились разбивать его на ячейки. Но любая планета без почвы (Soil) и ресурсов (Resource) будет выглядеть пустынной заготовкой, верно? В этом разделе мы займёмся самой “сочной” частью: тем, что лежит у нас под ногами (почва) и тем, что мы можем извлечь или вырастить (ресурсы).
Если честно, я сначала думал ограничиться “одним типом почвы” — дескать, везде будет глина. Но представьте, насколько быстро бы наскучила такая “однообразная” планета! Поэтому давайте подарим вашему миру разнообразие. Смотрите, как это устроено в коде:
@Entity('soils')
export class Soil {
@PrimaryGeneratedColumn()
id: number; // Уникальный идентификатор почвы
@Column({
type: 'enum',
enum: SoilType,
default: SoilType.SANDY,
})
type: SoilType;
// Тип почвы (песчаная, глинистая и т.д.)
@Column('float')
fertility: number;
// Плодородие (0-1)
@Column('float')
humidity: number;
// Влажность (0-1)
@Column('float')
pH: number;
// Уровень pH (0-14)
@Column('jsonb')
position: {
x: number;
y: number;
z: number;
};
@Column('float', { default: 0.05 })
organicMatter: number;
// Содержание органики (доля от 0 до 1)
@Column({ default: 'loose' })
texture: string;
// Текстура (loose, compact, rocky и т.д.)
@Column({ default: 'brown' })
color: string;
// Цвет почвы, можно хранить в HEX или использовать enum
@Column('float', { default: 0 })
erosionLevel: number;
// Уровень эрозии (0 — нет, выше — сильнее)
}
Помимо типа почвы (SANDY, CLAY, LOAMY и т.д.), у нас есть:
Плодородие (fertility) — вероятность успешного роста растений.
Влажность (humidity) и pH — ключевые факторы для живых организмов.
Органика (organicMatter) — чем больше её в почве, тем пышнее расцветает жизнь.
Эрозия (erosionLevel) — куда без износа и ветров, которые “съедают” почву со временем?
Согласитесь, уже от одной мысли о стольких параметрах хочется поскорее “раскидать” разные полоски чернозёма и засушливые пустыни по карте!
Сервис и контроллер для Soil
Разумеется, чтобы быстро работать с данными о почве через REST, мы используем те же подходы, что и раньше:
SoilController:
// src/soils/soil.controller.ts
import { Controller } from '@nestjs/common';
import { Crud, CrudController } from '@dataui/crud';
import { Soil } from './/entities/soils.entity';
import { SoilService } from './soil.service';
@Crud({
model: { type: Soil },
})
@Controller('api/soils')
export class SoilController implements CrudController<Soil> {
constructor(public service: SoilService) {}
}
SoilService:
// src/soils/soil.service.ts
import { Injectable } from '@nestjs/common';
import { TypeOrmCrudService } from '@dataui/crud-typeorm';
import { InjectRepository } from '@nestjs/typeorm';
import { Repository } from 'typeorm';
import { Soil } from './entities/soils.entity';
import { SoilType } from './soils.enum';
@Injectable()
export class SoilService extends TypeOrmCrudService<Soil> {
constructor(@InjectRepository(Soil) public repo: Repository<Soil>) {
super(repo);
}
}SoilModule: собирает “под одной крышей” репозиторий, сервис и контроллер.
// src/soils/soil.module.ts
import { Module } from '@nestjs/common';
import { TypeOrmModule } from '@nestjs/typeorm';
import { Soil } from './entities/soils.entity';
import { SoilService } from './soil.service';
import { SoilController } from './soil.controller';
@Module({
imports: [TypeOrmModule.forFeature([Soil])],
controllers: [SoilController],
providers: [SoilService],
exports: [SoilService],
})
export class SoilModule {}
И наш enum для тип почв
// src/enums/soil.enum.ts
export enum SoilType {
SANDY = 'SANDY', // Песчаная почва
CLAY = 'CLAY', // Глинистая почва
LOAMY = 'LOAMY', // Суглинистая почва
PEATY = 'PEATY', // Торфяная почва
CHALKY = 'CHALKY', // Известковая почва
ROCKY = 'ROCKY', // Каменистая почва
ABYSSAL_CLAY = 'ABYSSAL_CLAY', // Глубоководная глинистая почва
SILT = 'SILT', // Иловая почва
NONE = 'NONE', // Без определённого типа (нет почвы)
}Ресурсы (Resource): всё, что мы можем добыть или потратить
В вашем мире могут быть полезные ископаемые, биологические (рыба, лес) ресурсы. Разнообразие ресурсов только украшает симуяцию, но пока я сам и (мой старенький компьютер) не потянет каждую деталь нашего прекрасного мира xD
@Entity('resources')
export class Resource {
@PrimaryGeneratedColumn()
id: number; // Уникальный идентификатор ресурса
@Column({
type: 'enum',
enum: ResourceType,
})
type: ResourceType;
// Тип ресурса (уголь, железо, рыба, золото и т.д.)
@Column('float')
quantity: number;
// Количество ресурса
@Column('float')
quality: number;
// Качество ресурса (0-1)
@Column('jsonb')
position: {
x: number;
y: number;
z: number;
};
@Column('float')
depth: number;
// Глубина относительно уровня моря (z - seaLevel)
@Column('boolean', { default: false })
isRenewable: boolean;
// Возобновляемый ресурс или нет
@Column('float', { default: 0 })
regenerationRate: number;
// Скорость восстановления (если ресурс возобновляемый)
@Column({ type: 'timestamp', nullable: true })
usedUpAt: Date | null;
// Дата, когда ресурс был полностью израсходован (null = ещё не израсходован)
@ManyToOne(() => WorldCell, (cell) => cell.resources, { nullable: false })
cell: WorldCell;
// Ссылка на ячейку
}
Разбираемся в деталях:
quantity: сколько ещё осталось “угля/рыбы/и т.д.”? Если ресурс невозобновляемый, мы можем уменьшать это значение и в итоге отметить ресурс как “исчерпан”.
quality: на одном участке можно найти “высококачественную руду” (quality ≈ 0.9) или “не очень” (quality ≈ 0.2). Это влияет на эффективность добычи.
isRenewable и regenerationRate: логика возобновляемых ресурсов (например, лес или рыба), где со временем запасы восстанавливаются.
usedUpAt: дата полного исчерпания. Удобно хранить, чтобы, к примеру, восстанавливать ресурс спустя заданный период времени или вести статистику.
И, как всегда, не забываем про контроллер и сервис — всё та же схема:
// src/resources/resource.service.ts
import { Injectable } from '@nestjs/common';
import { InjectRepository } from '@nestjs/typeorm';
import { Repository } from 'typeorm';
import { TypeOrmCrudService } from '@dataui/crud-typeorm';
import { Resource } from './entities/resources.entity';
import { ResourceType } from './resource.enum';
import { BiomeType } from 'src/world/biome.enum';
import { WorldCell } from 'src/world/entities/world-cell.entity';
// Для seedrandom, если нужен детерминизм для ресурсов
import type { PRNG } from 'seedrandom';
@Injectable()
export class ResourcesService extends TypeOrmCrudService<Resource> {
constructor(@InjectRepository(Resource) public repo: Repository<Resource>) {
super(repo);
}
}// src/resources/resource.controller.ts
import { Controller } from '@nestjs/common';
import { Crud, CrudController } from '@dataui/crud';
import { Resource } from './entities/resources.entity';
import { ResourcesService } from './resource.service';
@Crud({
model: { type: Resource },
})
@Controller('api/resources')
export class ResourcesController implements CrudController<Resource> {
constructor(public service: ResourcesService) {}
}
// src/resources/resource.module.ts
import { Module } from '@nestjs/common';
import { TypeOrmModule } from '@nestjs/typeorm';
import { Resource } from './entities/resources.entity';
import { ResourcesController } from './resource.controller';
import { ResourcesService } from './resource.service';
@Module({
imports: [TypeOrmModule.forFeature([Resource])],
controllers: [ResourcesController],
providers: [ResourcesService],
exports: [ResourcesService],
})
export class ResourceModule {}
Наш enum для типов ресурса
// src/enums/resource.enum.ts
export enum ResourceType {
COAL = 'COAL', // Уголь
IRON = 'IRON', // Железо
FISH = 'FISH', // Рыба
OIL = 'OIL', // Нефть
GAS = 'GAS', // Газ
FOREST = 'FOREST', // Лес
MINERALS = 'MINERALS', // Минералы
FRESH_WATER = 'FRESH_WATER', // Пресная вода
CORAL = 'CORAL', // Кораллы
KELP = 'KELP', // Водоросли (ламинария)
SALT = 'SALT', // Соль
GOLD = 'GOLD', // Золото
}Немного о типах (Enums)
В проекте мы используем несколько enum-типов (перечислений), чтобы код был более выразительным. Например:
SoilType (SANDY, CLAY, LOAMY…) — разнообразие видов почвы.
ResourceType (COAL, FISH, GOLD, FOREST…) — что мы “добываем” или “растим”.
BiomeType (FOREST, DESERT, OCEAN…) — это уже мы видели у WorldCell, указывая общий “ландшафт”.
Зачем это нужно?
Enums помогают избежать “магических строк” вроде "fish" или "sandy" — в вашем коде теперь всё чётко: ResourceType.FISH говорит сам за себя. Плюс, если вдруг добавите CRYSTALS или MAGIC_WATER, просто расширяете enum, и всё работает дальше без багов и путаницы.
Соединяем мозаику
Итак, к этому моменту у нас есть:
Мир (World), хранящий глобальные параметры и коллекцию ячеек.
Ячейки (WorldCell), каждая из которых знает свою позицию, биом, климат и содержит ссылку на почву (Soil) и ресурсы (Resource[]).
Почва (Soil), которая описывает химические и физические свойства грунта.
Ресурсы (Resource) — “полезности”, которые мы можем добывать или восстанавливать.
Всё это даёт сильную базу для нашего виртуального мира. Каждый элемент подключён к базе данных через TypeORM и управляется с помощью контроллеров из @dataui/crud, а значит, CRUD-операции уже готовы “из коробки”.
Как насчёт того, чтобы сделать небольшую паузу и представить, как ваш мир уже выглядит на карте? Где-то наверняка тянутся леса (FOREST), а в других местах бурлят реки или сокрыты богатые золотые жилы (GOLD). Согласитесь, разбросив такие данные, вы уже получаете мини-песочницу для будущих симуляций.
Пару функций до того как приступим к написанию AI
Знаю, вы все уже заждались момента оживить все это дело, я также торопился и думал, да что такое! Когда уже я дойду до создания ИИ и начну симуляцию (. Чтобы не томить вас ожиданиями, просто объясню что нам нужно: научится создавать мир и ячейки с ресурсами и почвой. Чтобы не делать это "руками" напишем пару методов (пока они самые базовые и тут не используем ИИ, может быть чуть позже добавим так как тут ему тоже место быть), вы также можете подумать об этом и написать свои мысли в комментариях.
Метод создания мира, я буду сразу предоставлять код каждый в своем методе чтобы было легко развивать его и чтобы все "было на своем месте" и рекомендую вам придерживаться это структуры. Итак погнали!
Генерация мира и ячеек: как всё оживает
Для создания динамичного и детализированного мира нам нужно написать несколько вспомогательных методов, которые будут:
Генерировать мир на основе входных данных (ширина, высота, seaLevel и т.д.)
Использовать алгоритмы многократно-октавного шума для создания естественных ландшафтов
Распределять почву и ресурсы по ячейкам
Файл: /src/world/world.service.ts
import { Injectable, BadRequestException, InternalServerErrorException } from '@nestjs/common';
import { TypeOrmCrudService } from '@dataui/crud-typeorm';
import { InjectRepository } from '@nestjs/typeorm';
import { Repository } from 'typeorm';
import seedrandom, { PRNG } from 'seedrandom';
import { createNoise2D } from 'simplex-noise';
import { World } from './entities/world.entity';
import { CreateWorldDto } from './dto/create-world.dto';
import { SoilService } from 'src/soils/soil.service';
import { ResourcesService } from 'src/resources/resource.service';
import { WorldCellService } from './world-cell.service';
import { WorldCell } from './entities/world-cell.entity';
import { BiomeType } from './biome.enum';
import { Season } from './entities/world.entity';
import { SoilType } from 'src/soils/soils.enum';
import { Soil } from 'src/soils/entities/soils.entity';
import { Resource } from 'src/resources/entities/resources.entity';
@Injectable()
export class WorldService extends TypeOrmCrudService<World> {
constructor(
@InjectRepository(World) public repo: Repository<World>,
private readonly soilService: SoilService,
private readonly resourcesService: ResourcesService,
private readonly worldCellService: WorldCellService,
) {
super(repo);
}
/**
* Генерация нового мира на основе CreateWorldDto с использованием транзакции.
*/
async createWorld(dto: CreateWorldDto): Promise<World> {
// Дополнительная валидация: не допускаем слишком большой мир.
if (dto.width * dto.height > 2_000_000) {
throw new BadRequestException('World too large for a single generation (max 2M cells)');
}
// Создаём seed-based PRNG для детерминированного случайного выбора.
const prng = seedrandom(dto.noiseSeed || 'default-seed');
try {
return await this.repo.manager.transaction(async manager => {
// 1. Создаем запись World в транзакции.
const world = manager.create(World, {
name: dto.name,
width: dto.width,
height: dto.height,
seaLevel: dto.seaLevel,
startDate: dto.startDate,
currentDate: dto.currentDate,
dayLength: dto.dayLength,
yearLength: dto.yearLength,
axialTilt: dto.axialTilt,
averageTemperature: dto.averageTemperature,
currentSeason: dto.currentSeason,
});
await manager.save(world);
// 2. Подготавливаем шумы для генерации высоты и влажности.
const elevationNoise2D = createNoise2D(prng);
const moistureNoise2D = createNoise2D(seedrandom(dto.noiseSeed ? dto.noiseSeed + '_moisture' : undefined));
// Массив для хранения генерируемых ячеек.
const worldCells: WorldCell[] = [];
// Отдельный массив для ресурсов.
const allResources: Resource[] = [];
// Параметры многооктавного шума.
const octaves = dto.octaves ?? 4;
const persistence = dto.persistence ?? 0.5;
const lacunarity = dto.lacunarity ?? 2.0;
// Генерируем ячейки мира.
for (let y = 0; y < dto.height; y++) {
for (let x = 0; x < dto.width; x++) {
const rawElev = this.multiOctaveNoise2D(elevationNoise2D, x, y, dto.noiseScale, octaves, persistence, lacunarity, prng);
const rawMoist = this.multiOctaveNoise2D(moistureNoise2D, x, y, dto.moistureNoiseScale, octaves, persistence, lacunarity, prng);
// Высота варьируется от -200 до +200.
const elevation = rawElev * 400 - 200;
const isWater = elevation < dto.seaLevel; // Если elevation < seaLevel, то ячейка водная.
// Пример расчета широты и долготы.
const latitude = (y / dto.height) * 180 - 90; // [-90..+90]
const longitude = (x / dto.width) * 360 - 180; // [-180..+180]
// Расчет температуры с учетом высоты, широты и сезона.
const temperature = this.calculateCellTemperature({
averageTemp: dto.averageTemperature,
elevation,
latitude,
season: dto.currentSeason,
}, prng);
// Определение биома на основе высоты, влажности и температуры.
const biome = this.determineBiome(elevation, rawMoist, temperature);
// Генерация почвы.
const soilType: SoilType = this.soilService.determineSoilType(
elevation, rawMoist, temperature, 7, isWater
);
const soil: Soil = this.soilService.createSoil({
soilType,
humidity: rawMoist,
elevation,
x,
y,
});
// Создаем ячейку мира.
const cell = new WorldCell();
cell.world = world;
cell.position = { x, y, z: elevation };
cell.latitude = latitude;
cell.longitude = longitude;
cell.soil = soil;
cell.isWater = isWater;
cell.elevation = elevation;
cell.biome = biome;
cell.climate = {
temperature,
humidity: rawMoist,
precipitation: rawMoist * 100,
windSpeed: 5,
cloudCoverage: 0.3,
dayTemperature: temperature + 5,
nightTemperature: temperature - 5,
weatherCondition: 'sunny',
};
worldCells.push(cell);
// Генерируем ресурсы для ячейки.
const cellResources = this.resourcesService.generateResourcesForCell(cell, prng);
allResources.push(...cellResources);
}
}
// 3. Сохраняем ячейки чанками для оптимизации памяти.
await this.chunkedSaveCells(worldCells, manager);
// 4. Сохраняем ресурсы чанками.
await this.chunkedSaveResources(allResources, manager);
return world;
});
} catch (err) {
throw new InternalServerErrorException(`World generation failed: ${err.message}`);
}
}
/**
* Многооктавный шум (2D) для генерации естественного ландшафта.
*/
private multiOctaveNoise2D(
noiseFn: (x: number, y: number) => number,
x: number,
y: number,
scale: number,
octaves: number,
persistence: number,
lacunarity: number,
prng: PRNG,
): number {
let amplitude = 1;
let frequency = 1;
let total = 0;
let maxValue = 0;
for (let i = 0; i < octaves; i++) {
const nx = (x * frequency) / scale;
const ny = (y * frequency) / scale;
// Приводим значение шума из диапазона [-1, 1] в [0, 1]
const val = (noiseFn(nx, ny) + 1) / 2;
total += val * amplitude;
maxValue += amplitude;
amplitude *= persistence;
frequency *= lacunarity;
}
return total / maxValue;
}
/**
* Простейшая логика расчета температуры с учетом высоты, широты и сезона.
*/
private calculateCellTemperature(
options: {
averageTemp: number;
elevation: number;
latitude: number;
season: Season;
},
prng: PRNG,
): number {
const { averageTemp, elevation, latitude, season } = options;
let temp = averageTemp;
// Эффект высоты: чем выше, тем холоднее.
const elevationEffect = -0.01 * elevation;
temp += elevationEffect;
// Эффект широты: ближе к полюсам температура ниже.
const latRatio = Math.abs(latitude) / 90;
const latitudeEffect = -15 * latRatio;
temp += latitudeEffect;
// Эффект сезона (пример для северного и южного полушарий)
const isNorthern = latitude >= 0;
let seasonOffset = 0;
switch (season) {
case Season.WINTER:
seasonOffset = isNorthern ? -10 : 5;
break;
case Season.SUMMER:
seasonOffset = isNorthern ? 5 : -10;
break;
case Season.SPRING:
case Season.AUTUMN:
seasonOffset = 0;
break;
}
temp += seasonOffset;
return temp;
}
/**
* Простое распределение биомов по параметрам высоты, влажности и температуры.
*/
private determineBiome(elevation: number, humidity: number, temperature: number): BiomeType {
if (elevation < -5) return BiomeType.OCEAN;
if (elevation >= -5 && elevation <= 5) return BiomeType.BEACH;
if (temperature < 0) return BiomeType.TUNDRA;
if (humidity < 0.2) return BiomeType.DESERT;
if (humidity < 0.4) return BiomeType.SAVANNA;
if (humidity < 0.6) return BiomeType.PLAINS;
if (humidity < 0.8) return BiomeType.FOREST;
return BiomeType.RAINFOREST;
}
/**
* Сохранение ячеек чанками для оптимизации.
*/
private async chunkedSaveCells(cells: WorldCell[], manager: any) {
const CHUNK_SIZE = 2000;
for (let i = 0; i < cells.length; i += CHUNK_SIZE) {
const chunk = cells.slice(i, i + CHUNK_SIZE);
await manager.save(WorldCell, chunk);
}
}
/**
* Сохранение ресурсов чанками.
*/
private async chunkedSaveResources(resources: Resource[], manager: any) {
const CHUNK_SIZE = 2000;
for (let i = 0; i < resources.length; i += CHUNK_SIZE) {
const chunk = resources.slice(i, i + CHUNK_SIZE);
await manager.save(Resource, chunk);
}
}
}
Объясняю
Проверка размера: если мир слишком большой (более двух миллионов ячеек), выбрасываем ошибку. Это пример простой валидации, чтобы обезопасить сервер от чрезмерной нагрузки.
seedrandom: используем библиотеку seedrandom, чтобы все наши «случайные» числа были воспроизводимы. Укажем в dto.noiseSeed любой seed — и при повторном запуске генерация мира даст тот же результат.
Транзакция: оборачиваем всё в manager.transaction(...), чтобы если что-то пойдёт не так (например, не хватило памяти), весь процесс откатился и в базе не осталось «полусгенерированных» данных.
Внутри транзакции делаем сразу несколько шагов:
1. Создаём сам World
С помощью manager.create(...) и manager.save(...) создаём новую запись в таблице world.
Поля подставляем из CreateWorldDto.
2. Готовим шумы для высоты и влажности
Используем simplex-noise (через createNoise2D(...)), чтобы получить двумерный шум.
Первый шум (elevationNoise2D) отвечает за рельеф (высоты гор, впадин и т.д.).
Второй (moistureNoise2D) — за влажность, от которой будет зависеть биом (леса, пустыни, болота…).
3. Генерация ячеек
Внутри двойного цикла (width * height) мы для каждой точки (x, y) генерируем высоту, влажность, температуру, определяем биом и тип почвы.
isWater вычисляем путём сравнения высоты ячейки с уровнем моря (seaLevel).
Собранные объекты WorldCell и Resource временно храним в массивах, чтобы потом сохранить их в базу скопом (чанками).
Многооктавный шум
Эта вспомогательная функция «наслаивает» несколько «октав» шума друг на друга. Так рельеф (или влажность) получается более натуральным, с деталями разных масштабов.
Расчёт температуры
Здесь мы простенько моделируем влияние высоты, широты и сезона на температуру.
В реальности можно «накрутить» куда более сложные условия а в будущем полноценную ИИ (я про учёт течений, влажности и т.д.).
Определение биома
Ещё одна «табличная» логика: на основании высоты, влажности и температуры решаем, какой биом присвоить ячейке.
Тут можно задавать пороги как угодно — реалистичность или сказочность целиком в наших руках.
Сохранение ячеек и ресурсов чанками
Чтобы не захлебнуться в десятках (или сотнях) тысяч ячеек, разбиваем их на партии по 2000–3000 штук и сохраняем последовательно.
Аналогично делаем с ресурсами.
Таким образом, метод createWorld создаёт целую «планету» за один проход, распределяя высоты, биомы, почву, ресурсы и многое другое.
Для валидации данных будем использовать dto
// src/world/dto/create-world.dto.ts
import { IsNotEmpty, IsNumber, IsOptional, IsString, Min, Max } from 'class-validator';
import { Season } from '../entities/world.entity';
export class CreateWorldDto {
@IsString()
@IsNotEmpty()
name: string;
@IsNumber()
@Min(1)
width: number;
@IsNumber()
@Min(1)
height: number;
@IsNumber()
// Условные ограничения
@Min(-500)
@Max(500)
seaLevel: number;
// Даты
startDate: Date;
currentDate: Date;
// Параметры "суток/года"
@IsNumber()
dayLength: number;
@IsNumber()
yearLength: number;
// Наклон оси
@IsNumber()
axialTilt: number;
// Базовая температура
@IsNumber()
averageTemperature: number;
// Текущий сезон
currentSeason: Season;
// Параметры шума
@IsNumber()
noiseScale: number; // масштаб шума для высоты
@IsOptional()
@IsString()
noiseSeed?: string; // seed для детерминированной генерации
@IsNumber()
moistureNoiseScale: number; // масштаб шума для влажности
// Дополнительные параметры октав, persistence и т.д.
@IsOptional()
@IsNumber()
octaves?: number;
@IsOptional()
@IsNumber()
persistence?: number;
@IsOptional()
@IsNumber()
lacunarity?: number;
}
Тут всё просто: определяем структуру запроса, валидируем типы и диапазоны (@Min, @Max и т.д.).
NestJS с помощью class-validator и class-transformer умеет автоматически проверять входящие данные и возвращать клиенту понятную ошибку, если что-то не так.
SoilService: добавим методы нужные для создания мира
// src/soils/soil.service.ts
import { Injectable } from '@nestjs/common';
import { TypeOrmCrudService } from '@dataui/crud-typeorm';
import { InjectRepository } from '@nestjs/typeorm';
import { Repository } from 'typeorm';
import { Soil } from './entities/soils.entity';
import { SoilType } from './soils.enum';
@Injectable()
export class SoilService extends TypeOrmCrudService<Soil> {
constructor(@InjectRepository(Soil) public repo: Repository<Soil>) {
super(repo);
}
/**
* Создаёт новый объект Soil на основе входных данных:
* - soilType (результат score или любой другой логики)
* - humidity
* - elevation
* - position
* - etc.
* При необходимости можно расширить логику (подбирать цвет, texture и т.д.)
*/
public createSoil(params: {
soilType: SoilType;
humidity: number;
elevation: number;
x: number;
y: number;
fertility?: number;
pH?: number;
}): Soil {
const soil = new Soil();
soil.type = params.soilType;
soil.fertility = params.fertility ?? this.randomInRange(0.3, 0.8);
soil.humidity = params.humidity;
soil.pH = params.pH ?? 7;
soil.position = { x: params.x, y: params.y, z: params.elevation };
soil.organicMatter = 0.05;
soil.texture = 'loose';
soil.color = 'brown';
soil.erosionLevel = 0;
return soil;
}
/**
* Если нужно доработать логику определения типа почвы (score),
* вы можете вызвать этот метод.
*/
public determineSoilType(
elevation: number,
humidity: number,
temperature: number,
pH: number,
isWater: boolean,
): SoilType { // здесь можно использовать пока также условия
// Возвращает SoilType
return SoilType.SANDY;
}
// Можно перенести randomInRange в утилиты, но для наглядности оставим внутри
private randomInRange(min: number, max: number) {
return Math.random() * (max - min) + min;
}
}
В методе createSoil создаём объект почвы с параметрами: fertility, humidity, pH, тип (soil.type) и т.д.
determineSoilType(...) — дополнительная логика, где по совокупности условий (elevation, вода/не вода, температура) выбирается конкретный SoilType (глина, песок, торф и т.д.). (мне было лень его дописать, так как хотел учесть много факторов и сделать это позже) извините :)
ResourcesService: ресурсы и их генерация
Аналогичная концепция: для каждого участка (ячейки) мы определяем, какие ресурсы там могут быть найдены.
// src/resources/resource.service.ts
import { Injectable } from '@nestjs/common';
import { InjectRepository } from '@nestjs/typeorm';
import { Repository } from 'typeorm';
import { TypeOrmCrudService } from '@dataui/crud-typeorm';
import { Resource } from './entities/resources.entity';
import { ResourceType } from './resource.enum';
import { BiomeType } from 'src/world/biome.enum';
import { WorldCell } from 'src/world/entities/world-cell.entity';
// Для seedrandom, если нужен детерминизм для ресурсов
import type { PRNG } from 'seedrandom';
@Injectable()
export class ResourcesService extends TypeOrmCrudService<Resource> {
constructor(@InjectRepository(Resource) public repo: Repository<Resource>) {
super(repo);
}
/**
* Определяет возможные ресурсы в зависимости от биома, воды, высоты и т.д.
*/
public getPossibleResources(
biome: BiomeType,
isWater: boolean,
elevation: number,
): ResourceType[] {
if (isWater) {
return [ResourceType.FISH, ResourceType.OIL, ResourceType.GAS];
}
switch (biome) {
case BiomeType.DESERT:
return [ResourceType.OIL, ResourceType.GAS, ResourceType.MINERALS];
case BiomeType.FOREST:
return [ResourceType.FOREST, ResourceType.COAL, ResourceType.MINERALS];
case BiomeType.RAINFOREST:
return [ResourceType.FOREST, ResourceType.MINERALS];
case BiomeType.MOUNTAINS:
return [ResourceType.MINERALS, ResourceType.IRON, ResourceType.COAL];
case BiomeType.SAVANNA:
return [ResourceType.FOREST, ResourceType.MINERALS];
case BiomeType.TUNDRA:
return [ResourceType.GAS, ResourceType.MINERALS];
case BiomeType.PLAINS:
return [ResourceType.FOREST, ResourceType.MINERALS, ResourceType.FRESH_WATER];
default:
return [ResourceType.MINERALS];
}
}
/**
* Выбор случайного ресурса из списка (если нужна равная вероятность).
*/
public pickRandomResource(resources: ResourceType[], prng?: PRNG): ResourceType {
if (!resources.length) throw new Error('Empty resource array');
const idx = prng
? Math.floor(prng() * resources.length)
: Math.floor(Math.random() * resources.length);
return resources[idx];
}
/**
* Генерация ресурсов для конкретной ячейки.
* Можно улучшать логику, учитывать редкость, вероятность и т.д.
*/
public generateResourcesForCell(
cell: WorldCell,
prng?: PRNG,
): Resource[] {
const possible = this.getPossibleResources(cell.biome, cell.isWater, cell.elevation);
if (!possible.length) return [];
// Допустим, мы создаём 1 случайный ресурс из возможных.
// Или можно создать несколько: редкие, распространённые, и т.д.
const chosenType = this.pickRandomResource(possible, prng);
const quantity = prng ? prng() * 200 + 50 : Math.random() * 200 + 50;
const quality = prng ? prng() * 0.5 + 0.5 : Math.random() * 0.5 + 0.5;
const resource = new Resource();
resource.type = chosenType;
resource.quantity = quantity;
resource.quality = quality;
resource.position = cell.position; // или какие-то сдвиги
resource.depth = cell.isWater ? Math.abs(cell.elevation) : 0;
resource.isRenewable = false;
resource.regenerationRate = 0;
resource.usedUpAt = null;
resource.cell = cell;
return [resource];
}
/**
* Сохранение пакета ресурсов (с учётом chunk)
*/
public async saveResources(resources: Resource[]): Promise<void> {
const CHUNK_SIZE = 1000;
for (let i = 0; i < resources.length; i += CHUNK_SIZE) {
const chunk = resources.slice(i, i + CHUNK_SIZE);
await this.repo.save(chunk);
}
}
}
В зависимости от биома и других факторов (вода или суша, горы или равнины) возвращаем массив возможных типов ресурса.
Потом из этого массива выбираем один (или несколько) случайным образом (generateResourcesForCell)
quantity и quality тоже задаются случайно, чтобы один и тот же биом мог иметь разные объёмы ресурсов.
Можно доработать: вероятность появления редких ресурсов, лимиты, респаун и т.д.
Не забудем добавить сервисы а точнее их модули в world.module.ts
// src/world/world.module.ts
import { Module } from '@nestjs/common';
import { TypeOrmModule } from '@nestjs/typeorm';
import { World } from './entities/world.entity';
import { WorldService } from './world.service';
import { WorldController } from './world.controller';
import { WorldCellModule } from './world-cell.module';
import { ResourceModule } from 'src/resources/resource.module';
import { SoilModule } from 'src/soils/soil.module';
@Module({
imports: [TypeOrmModule.forFeature([World]), WorldCellModule, ResourceModule, SoilModule],
controllers: [WorldController],
providers: [WorldService],
exports: [WorldService],
})
export class WorldModule {}
А также дополним наш контроллер
// src/world/world.controller.ts
import { Body, Controller } from '@nestjs/common';
import { Crud, CrudController, Override } from '@dataui/crud';
import { World } from './entities/world.entity';
import { WorldService } from './world.service';
import { CreateWorldDto } from './dto/create-world.dto';
@Crud({
model: {
type: World,
},
// Настройки запросов:
query: {
// Отключить пагинацию по умолчанию (или оставить true, если нужно)
alwaysPaginate: false,
// Лимит и максимальный лимит для запросов ?limit=
limit: 50,
maxLimit: 1000,
// Описание связей (join), которые мы хотим подгружать автоматически
join: {
// Подгрузить ячейки (OneToMany)...
cells: {
eager: true, // подгрузить автоматически
},
// ...и внутри ячеек - почву (OneToOne)
'cells.soil': {
eager: true,
},
// ...и ресурсы (OneToMany)
'cells.resources': {
eager: true,
},
},
},
// Можно задать какие методы CRUD включать или исключать
routes: {
only: [
'createOneBase',
'getManyBase',
'getOneBase',
'updateOneBase',
'replaceOneBase',
'deleteOneBase',
],
// или, например, exclude: ['replaceOneBase', ...] - если не нужен PUT
},
})
@Controller('api/worlds')
export class WorldController implements CrudController<World> {
constructor(public service: WorldService) {}
// Переопределяем create, чтобы использовать нашу кастомную логику
@Override('createOneBase')
async createOne(@Body() dto: CreateWorldDto) {
return this.service.createWorld(dto);
}
}
Здесь мы просто настроили квери запросы чтобы получать все связанные сущности с нашем миром (ячейки у ячеек ресурсы и почвы) а также переопределяем метод crud generator для создания мира с помощью нашей логики теперь наконец сделав запрос POST по localhost:3000/api/worlds со следующими телом запроса:
{
"name": "MiniWorld",
"width": 30,
"height": 20,
"seaLevel": 0,
"startDate": "2025-01-01T00:00:00.000Z",
"currentDate": "2025-01-10T00:00:00.000Z",
"dayLength": 24,
"yearLength": 365,
"axialTilt": 23.5,
"averageTemperature": 15,
"currentSeason": "SPRING",
"noiseScale": 20,
"noiseSeed": "mySeed123",
"moistureNoiseScale": 20,
"octaves": 4,
"persistence": 0.5,
"lacunarity": 2
}И если визуализировать я получил это:
Я не давал никаких толком стилей и пока не заморачивался над тем как каждая почва будет выглядить, лишь разделил воду :)
Итак, ИИ!
Часть 1. AiService
Это наш «мозг» проекта, написанный с помощью TensorFlow.js (точнее, @tensorflow/tfjs-node). Он умеет:
Хранить и загружать тренировочные данные.
Создавать или загружать модель (слои, веса).
Обучать модель (метод trainModel()).
Делать предсказания (метод predictWeather()).
Все операции отрабатывают на сервере, а мы можем регулярно подкармливать эти данные и «дотренировывать» модель.
Основные поля
private model: tf.Sequential = null; // Наша нейросеть
private trainingDataPath = 'training-data.json'; // Путь к тренировочным данным
private trainingData: { inputs: number[][]; outputs: number[][] } = { inputs: [], outputs: [] };
private modelFolder = path.resolve(__dirname, '../../src/ai/model');
model: объект типа tf.Sequential — стандартная модель в TensorFlow.js, позволяющая добавлять слои и обучаться.
trainingDataPath: указывает на JSON-файл, где лежат тренировочные примеры (inputs / outputs). Чтобы после перезапуска сервера наш набор данных не пропадал.
trainingData: в памяти хранится двухмерный массив входов и выходов. Например, inputs может быть массивом векторов (каждый вектор — характеристики одной ячейки), а outputs — целевыми значениями (тот же климат, который мы хотим спрогнозировать).
modelFolder: папка, куда мы сохраняем (и откуда загружаем) файлы модели: model.json и weights.bin.
Жизненный цикл: onModuleInit()
public async onModuleInit() {
// 1) Загружаем training-data.json (если есть)
this.loadTrainingData();
// 2) Пытаемся загрузить модель (если уже обучали) или создаём новую
const modelJsonPath = path.join(this.modelFolder, 'model.json');
if (fs.existsSync(modelJsonPath)) {
Logger.log('Найден сохранённый model.json, пытаемся загрузить...', 'AiService');
this.model = (await tf.loadLayersModel('file://' + modelJsonPath)) as tf.Sequential;
Logger.log('Модель загружена из: ' + modelJsonPath, 'AiService');
} else {
Logger.log('Не найден model.json, создаём новую модель...', 'AiService');
this.model = this.createModel();
}
// 3) Компилируем модель
this.compileModel(this.model);
// 4) Если есть тренировочные данные, запускаем процесс обучения (по желанию)
if (this.trainingData.inputs.length > 0) {
Logger.log('Нашлись тренировочные данные, запускаем trainModel()...', 'AiService');
// await this.trainModel();
Logger.log('Обучение завершено.', 'AiService');
}
// 5) Сохраняем (обученную или только что созданную) модель на диск
await this.saveModel();
Logger.log('Модель сохранена после инициализации.', 'AiService');
}
Как только сервис поднимается (при запуске приложения NestJS), происходит следующее:
Загружаем датасет (если файл training-data.json существует).
Ищем модель model.json и веса weights.bin в modelFolder. Если найдены — загружаем, если нет — создаём новую архитектуру.
Компилируем модель — указываем оптимизатор, функцию потерь (loss) и т.д.
Если уже были тренировочные данные, можем сразу вызвать trainModel(). В примере этот вызов закомментирован, но логика показана.
Сохраняем итоговую модель на диск, чтобы она не потерялась.
Методы создания и компиляции модели
private createModel(): tf.Sequential {
const model = tf.sequential();
// Входной слой
model.add(tf.layers.dense({ units: 20, inputShape: [35], activation: 'sigmoid' }));
// Скрытые слои
model.add(tf.layers.dense({ units: 15, activation: 'sigmoid' }));
model.add(tf.layers.dense({ units: 10, activation: 'sigmoid' }));
// Выходной слой
model.add(tf.layers.dense({ units: 5, activation: 'sigmoid' }));
return model;
}
model.add(...): добавляем слои.
inputShape: [35] говорит, что каждый входной вектор имеет размерность 35 (т.е. 35 чисел, описывающих состояние ячейки/мира).
units: 20 в первом слое — это количество нейронов.
activation: 'sigmoid' означает функцию активации sigmoid. Можно использовать relu или любую другую.
private compileModel(model: tf.Sequential) {
model.compile({
optimizer: tf.train.adam(0.02),
loss: 'meanSquaredError',
});
}
compileModel задаёт оптимизатор (здесь adam с learning rate = 0.02) и функцию потерь (meanSquaredError). Это нужно, чтобы модель могла обучаться (fit).
Сохранение и загрузка модели
public async saveModel(): Promise<void> {
if (!fs.existsSync(this.modelFolder)) {
fs.mkdirSync(this.modelFolder, { recursive: true });
}
await this.model.save(`file://${this.modelFolder}`);
Logger.log('Модель сохранена в папку: ' + this.modelFolder, 'AiService');
}
При вызове model.save('file://...') TensorFlow.js создаёт внутри указанной папки:
model.json — описание архитектуры (слои, активации)
weights.bin — бинарник с весами.
private loadTrainingData() {
if (fs.existsSync(this.trainingDataPath)) {
const raw = fs.readFileSync(this.trainingDataPath, 'utf8');
this.trainingData = JSON.parse(raw);
Logger.log(`Загружено training-data.json: ${this.trainingData.inputs.length} записей.`, 'AiService');
} else {
Logger.warn('Файл training-data.json не найден, датасет пустой.', 'AiService');
}
}
Проверяем, есть ли JSON с примерами. Если да — считываем в trainingData.
Добавление и тренировка данных
public addTrainingData(input: number[], output: number[]) {
this.trainingData.inputs.push(input);
this.trainingData.outputs.push(output);
// при желании: this.saveTrainingData();
}
Когда у нас появляются новые примеры (какой-то input -> output), мы складываем их в trainingData.
Можно и сразу вызывать this.saveTrainingData() — чтобы данные не потерять.
public async trainModel() {
if (this.trainingData.inputs.length === 0) {
throw new Error('No training data available for training.');
}
const inputs = tf.tensor2d(this.trainingData.inputs);
const outputs = tf.tensor2d(this.trainingData.outputs);
Logger.log(`Начинаем обучение на ${this.trainingData.inputs.length} примерах...`, 'AiService');
await this.model.fit(inputs, outputs, {
epochs: 100,
batchSize: 32,
validationSplit: 0.2,
callbacks: {
onEpochEnd: (epoch, logs) => {
Logger.log(`Epoch ${epoch}: loss = ${logs.loss}`, 'AiService');
},
},
});
// Сохраняем датасет
this.saveTrainingData();
}
Преобразуем массивы inputs/outputs в тензоры (tf.tensor2d).
Обучаем — метод model.fit(...). Указываем:
количество эпох (epochs: 100),
размер батча (batchSize: 32),
долю валидации (validationSplit: 0.2 — 20% уходит на валидацию),
колбэки (логируем loss после каждой эпохи).
Сохраняем датасет, чтобы уже обученные данные не пропали.
Предсказания погоды нашего мира
public predictWeather(cell: WorldCell, world: World): number[] {
const input = tf.tensor2d([this.normalizeCellData(cell, world)]);
const prediction = this.model.predict(input) as tf.Tensor;
return Array.from(prediction.dataSync());
}
Чтобы сделать предсказание, мы сначала нормализуем данные ячейки и мира (т.е. превращаем их в вектор из 35 чисел).
Затем подаём этот вектор в модель (model.predict(...)). Результат — тензор, который мы приводим к обычному массиву.
В данном примере в выходном слое units: 5, значит модель возвращает массив из 5 чисел (temperature, humidity, precipitation, windSpeed, cloudCoverage — те же поля, что мы пытаемся предсказывать).
Нормализация
normalizeCellData(cell: WorldCell, world: World): number[] {
const timeOfDay = this.calculateTimeOfDay(world);
return [
cell.latitude / 90,
cell.longitude / 180,
cell.elevation / 10000,
...this.encodeBiome(cell.biome),
...this.encodeSoil(cell.soil.type),
cell.climate.temperature / 50,
cell.climate.humidity / 100,
cell.climate.precipitation / 100,
cell.climate.windSpeed / 100,
cell.climate.cloudCoverage,
...this.encodeSeason(world.currentSeason),
timeOfDay,
cell.soil.organicMatter,
cell.soil.erosionLevel,
];
}Широта (latitude / 90) и долгота (longitude / 180) приводятся к интервалу (-1..+1) или (0..1) — зависит от того, как вы будете интерпретировать, здесь сделано грубо для примера.
elevation и temperature масштабируем, чтобы модель «не пугалась» больших чисел.
encodeBiome, encodeSoil, encodeSeason делают one-hot кодирование: для каждой категории (например, BiomeType.FOREST, BiomeType.DESERT...) мы создаём вектор 0..1, где «1» стоит в позиции, соответствующей конкретному значению.
timeOfDay — синус (или любое другое кодирование часа), чтобы моделировать суточный цикл.
Все эти входные данные свёрстаны в один массив длиной 35 (у вас может быть другое количество, если биомов больше или меньше и т.д.).
Полный рабочий код
// src/ai/ai.service.ts
import { Injectable, Logger, OnModuleInit } from '@nestjs/common';
import * as tf from '@tensorflow/tfjs-node';
import * as fs from 'fs';
import { WorldCell } from '../world/entities/world-cell.entity';
import { World } from '../world/entities/world.entity';
import { Season } from '../world/entities/world.entity';
import { BiomeType } from 'src/world/biome.enum';
import { SoilType } from 'src/soils/soils.enum';
import * as path from 'path';
@Injectable()
export class AiService implements OnModuleInit {
private model: tf.Sequential = null;
// Путь для JSON с тренировочными данными
private trainingDataPath = 'training-data.json';
// Собранные тренировочные данные (inputs, outputs)
private trainingData: { inputs: number[][]; outputs: number[][] } = {
inputs: [],
outputs: [],
};
// Папка для сохранения/загрузки модели
private modelFolder = path.resolve(__dirname, '../../src/ai/model');
constructor() {
// Здесь мы пока ничего не делаем. Модель загрузим в onModuleInit (async).
}
/**
* ----------------------
* Lifecycle Hook (NestJS)
* ----------------------
* Вызывается после создания инстанса сервиса,
* даёт возможность сделать асинхронную инициализацию.
*/
public async onModuleInit() {
// 1) Загружаем training-data.json, если он есть
this.loadTrainingData();
// 2) Пытаемся загрузить модель (файлы model.json/weights.bin) из modelFolder
const modelJsonPath = path.join(this.modelFolder, 'model.json');
if (fs.existsSync(modelJsonPath)) {
Logger.log('Найден сохранённый model.json, пытаемся загрузить...', 'AiService');
this.model = (await tf.loadLayersModel('file://' + modelJsonPath)) as tf.Sequential;
Logger.log('Модель загружена из: ' + modelJsonPath, 'AiService');
} else {
// Нет сохранённого файла — создаём новую «пустую» модель
Logger.log('Не найден model.json, создаём новую модель...', 'AiService');
this.model = this.createModel();
}
// 3) Компилируем модель (важно, если хотим её дообучать)
this.compileModel(this.model);
// 4) Если есть тренировочные данные, давайте сразу потренируем
if (this.trainingData.inputs.length > 0) {
Logger.log('Нашлись тренировочные данные, запускаем trainModel()...', 'AiService');
// await this.trainModel();
Logger.log('Обучение завершено.', 'AiService');
}
// 5) Сохраняем (обученную или пустую) модель на диск, чтобы в следующий раз она была
await this.saveModel();
Logger.log('Модель сохранена после инициализации.', 'AiService');
}
/**
* ----------------------
* Методы загрузки/сохранения модели и данных
* ----------------------
*/
/**
* Создаёт новую "пустую" (необученную) модель
* с заданной архитектурой, без компиляции.
*/
private createModel(): tf.Sequential {
const model = tf.sequential();
// Входной слой
model.add(tf.layers.dense({ units: 20, inputShape: [35], activation: 'sigmoid' }));
// Скрытые слои
model.add(tf.layers.dense({ units: 15, activation: 'sigmoid' }));
model.add(tf.layers.dense({ units: 10, activation: 'sigmoid' }));
// Выходной слой
model.add(tf.layers.dense({ units: 5, activation: 'sigmoid' }));
return model;
}
/**
* Компилирует модель (задаёт optimizer, loss), чтобы можно было вызывать fit().
* Нужно делать сразу после createModel() ИЛИ после loadLayersModel().
*/
private compileModel(model: tf.Sequential) {
model.compile({
optimizer: tf.train.adam(0.02),
loss: 'meanSquaredError',
});
}
/**
* Сохраняет текущую модель на диск (model.json + weights.bin)
*/
public async saveModel(): Promise<void> {
// Убедимся, что папка существует
if (!fs.existsSync(this.modelFolder)) {
fs.mkdirSync(this.modelFolder, { recursive: true });
}
// Сохраняем модель туда
await this.model.save(`file://${this.modelFolder}`);
Logger.log('Модель сохранена в папку: ' + this.modelFolder, 'AiService');
}
/**
* Загружает тренировочные данные из JSON-файла, если он существует.
*/
private loadTrainingData() {
if (fs.existsSync(this.trainingDataPath)) {
const raw = fs.readFileSync(this.trainingDataPath, 'utf8');
this.trainingData = JSON.parse(raw);
Logger.log(
`Загружено training-data.json: ${this.trainingData.inputs.length} записей.`,
'AiService',
);
} else {
Logger.warn('Файл training-data.json не найден, датасет пустой.', 'AiService');
}
}
/**
* Сохраняем текущие trainingData в файл (если добавляете новые примеры).
*/
private saveTrainingData() {
fs.writeFileSync(this.trainingDataPath, JSON.stringify(this.trainingData));
}
/**
* ----------------------
* Методы для обучения / предсказаний
* ----------------------
*/
/**
* Добавить новые примеры для обучения.
* Не забудьте потом trainModel().
*/
public addTrainingData(input: number[], output: number[]) {
this.trainingData.inputs.push(input);
this.trainingData.outputs.push(output);
// Можно сразу saveTrainingData()
// this.saveTrainingData();
}
/**
* Запустить процесс обучения модели на data в this.trainingData
*/
public async trainModel() {
if (this.trainingData.inputs.length === 0) {
throw new Error('No training data available for training.');
}
// Тенсоризуем
const inputs = tf.tensor2d(this.trainingData.inputs);
const outputs = tf.tensor2d(this.trainingData.outputs);
Logger.log(`Начинаем обучение на ${this.trainingData.inputs.length} примерах...`, 'AiService');
// fit() — асинхронное обучение
await this.model.fit(inputs, outputs, {
epochs: 100,
batchSize: 32,
validationSplit: 0.2,
callbacks: {
onEpochEnd: (epoch, logs) => {
Logger.log(`Epoch ${epoch}: loss = ${logs.loss}`, 'AiService');
},
},
});
// Сохраняем датасет (если вдруг он изменился)
this.saveTrainingData();
// (Можно сразу сохранить модель, но мы это сделаем в других местах.)
}
/**
* Прогноз погоды с помощью нейронной сети.
*/
public predictWeather(cell: WorldCell, world: World): number[] {
const input = tf.tensor2d([this.normalizeCellData(cell, world)]);
const prediction = this.model.predict(input) as tf.Tensor;
return Array.from(prediction.dataSync());
}
/**
* Служебные методы нормализации (из вашего же примера).
*/
normalizeCellData(cell: WorldCell, world: World): number[] {
const timeOfDay = this.calculateTimeOfDay(world);
return [
cell.latitude / 90,
cell.longitude / 180,
cell.elevation / 10000,
...this.encodeBiome(cell.biome),
...this.encodeSoil(cell.soil.type),
cell.climate.temperature / 50,
cell.climate.humidity / 100,
cell.climate.precipitation / 100,
cell.climate.windSpeed / 100,
cell.climate.cloudCoverage,
...this.encodeSeason(world.currentSeason),
timeOfDay,
cell.soil.organicMatter,
cell.soil.erosionLevel,
];
}
private encodeBiome(biome: BiomeType): number[] {
const allBiomes = Object.values(BiomeType);
return allBiomes.map(b => (b === biome ? 1 : 0));
}
private encodeSoil(soil: SoilType): number[] {
const allSoils = Object.values(SoilType);
return allSoils.map(s => (s === soil ? 1 : 0));
}
private encodeSeason(season: Season): number[] {
const allSeasons = Object.values(Season);
return allSeasons.map(s => (s === season ? 1 : 0));
}
private calculateTimeOfDay(world: World): number {
const hours = world.currentDate.getHours();
// нормализуем -1..1 (синус) или 0..1 — на ваше усмотрение
return Math.sin((hours / 24) * Math.PI * 2);
}
}
ai.module
import { Module } from '@nestjs/common';
import { AiService } from './ai.service';
// import { AiController } from './ai.controller';
@Module({
providers: [AiService],
exports: [AiService],
})
export class AiModule {}Как заставить это работать? И посмотреть на предсказания погоды условно через час у нашего мира
Лично я пошел очень рискованно :) Создал проект на реакт (код предоставлю ниже) и сервис для вебхуков, где передавал все данные и выывал методы. Давайте посмотрим
Часть 2. WebSocket (WorldGateway)
Теперь посмотрим, как эти предсказания и обучение «встраиваются» в реальную симуляцию. Мы используем декоратор @WebSocketGateway(...) из NestJS, чтобы открыть WebSocket-соединение для клиентов
Код расположен в src/world/world.gateway.ts.
// src/world/world.gateway.ts
import { Logger } from '@nestjs/common';
import {
WebSocketGateway,
WebSocketServer,
OnGatewayConnection,
OnGatewayDisconnect
} from '@nestjs/websockets';
import { Server, Socket } from 'socket.io';
import { AiService } from 'src/ai/ai.service';
import { World } from 'src/world/entities/world.entity';
import { WorldService } from 'src/world/world.service';
import { WorldCellService } from 'src/world/world-cell.service';
@WebSocketGateway({
cors: { origin: '*' },
})
export class WorldGateway implements OnGatewayConnection, OnGatewayDisconnect {
@WebSocketServer()
server: Server;
private loadedWorld: World | null = null;
private simulationInterval: NodeJS.Timeout | null = null;
private simulationWeatherInterval: NodeJS.Timeout | null = null;
private simulationTrainingInterval: NodeJS.Timeout | null = null;
private saveCellsInterval: NodeJS.Timeout | null = null; // <-- Интервал для сохранения
constructor(
private readonly worldService: WorldService,
private readonly aiService: AiService,
private readonly worldCellService: WorldCellService, // <-- Инжектируем
) {}
async handleConnection(client: Socket) {
const worldIdStr = client.handshake.query.worldId as string;
const worldId = parseInt(worldIdStr, 10);
if (!worldId || Number.isNaN(worldId)) {
client.emit('error', 'Invalid or missing worldId');
client.disconnect();
return;
}
if (!this.loadedWorld) {
const found = await this.worldService.repo.findOne({
where: { id: worldId },
relations: ['cells', 'cells.resources', 'cells.soil'],
});
if (!found) {
client.emit('error', 'World not found');
client.disconnect();
return;
}
this.loadedWorld = found;
this.startSimulationInterval();
this.startAiWeatherInterval();
this.startAiTrainingInterval();
this.startSaveCellsInterval(); // <-- Запускаем интервал сохранения
}
Logger.log(`Client ${client.id} connected for world #${worldId}.`);
client.emit('worldUpdate', this.loadedWorld);
}
async handleDisconnect(client: Socket) {
Logger.log(`Client ${client.id} disconnected`);
const connectedCount = this.server.engine.clientsCount;
if (connectedCount === 0) {
// Останавливаем все интервалы, если никто не подключён
if (this.simulationInterval) {
clearInterval(this.simulationInterval);
this.simulationInterval = null;
}
if (this.simulationWeatherInterval) {
clearInterval(this.simulationWeatherInterval);
this.simulationWeatherInterval = null;
}
if (this.simulationTrainingInterval) {
clearInterval(this.simulationTrainingInterval);
this.simulationTrainingInterval = null;
}
if (this.saveCellsInterval) {
clearInterval(this.saveCellsInterval);
this.saveCellsInterval = null;
}
Logger.log('No more clients, stopped all intervals');
}
}
private startSimulationInterval() {
if (this.simulationInterval) return;
this.simulationInterval = setInterval(() => {
if (!this.loadedWorld) return;
const oldDate = this.loadedWorld.currentDate;
// + 10 минут каждый "тик"
const newDate = new Date(oldDate.getTime() + 600_000);
this.loadedWorld.currentDate = newDate;
this.collectTrainingData();
this.server.emit('worldUpdate', this.loadedWorld);
}, 1_000);
}
private startAiWeatherInterval() {
if (this.simulationWeatherInterval) return;
this.simulationWeatherInterval = setInterval(() => {
if (!this.loadedWorld) return;
// Прогноз и применение
this.loadedWorld.cells.forEach(cell => {
const [pTemp, pHum, pPrec, pWind, pCloud] =
this.aiService.predictWeather(cell, this.loadedWorld);
cell.climate.temperature = pTemp * 50;
cell.climate.humidity = pHum * 100;
cell.climate.precipitation = pPrec * 100;
cell.climate.windSpeed = pWind * 100;
cell.climate.cloudCoverage = pCloud;
});
this.server.emit('worldUpdate', this.loadedWorld);
}, 10_000);
}
private startAiTrainingInterval() {
if (this.simulationTrainingInterval) return;
this.simulationTrainingInterval = setInterval(async () => {
try {
if (!this.loadedWorld) return;
if (this.aiService['trainingData'].inputs.length === 0) {
return;
}
Logger.log('AI training interval: launching trainModel()...');
await this.aiService.trainModel();
Logger.log('AI training interval: trainModel() finished.');
} catch (err) {
Logger.error('Error in AI training interval: ' + err.message);
}
}, 300_000); // каждые 5 минут
}
/**
* ---------------------------
* Интервал сохранения в БД
* ---------------------------
* Каждые 5 минут (или реже, как решите) берём все ячейки
* из this.loadedWorld.cells и вызываем worldCellService.saveCells()
*/
private startSaveCellsInterval() {
if (this.saveCellsInterval) return;
// Раз в 5 минут, например
this.saveCellsInterval = setInterval(async () => {
if (!this.loadedWorld) return;
try {
Logger.log('Saving updated cells to DB...');
await this.worldCellService.saveCells(this.loadedWorld.cells);
Logger.log('Cells saved successfully.');
} catch (error) {
Logger.error('Error saving cells to DB: ' + error.message);
}
}, 300_000);
}
/**
* Собираем (input->output) для обучения
*/
private collectTrainingData() {
if (!this.loadedWorld) return;
this.loadedWorld.cells.forEach(cell => {
const input = this.aiService.normalizeCellData(cell, this.loadedWorld);
const output = [
cell.climate.temperature / 50,
cell.climate.humidity / 100,
cell.climate.precipitation / 100,
cell.climate.windSpeed / 100,
cell.climate.cloudCoverage,
];
this.aiService.addTrainingData(input, output);
});
}
}
Когда новый клиент подключается, он передаёт параметр worldId в client.handshake.query.
Валидируем worldId.
Если loadedWorld ещё не загружен (первый клиент), берём из базы мир c заданным id (и грузим связанные сущности: ячейки, почву, ресурсы).
Запускаем все интервалы (симуляцию, прогноз погоды, обучение AI, сохранение ячеек).
Отправляем клиенту событие worldUpdate с текущим миром.
handleDisconnect()
Если клиентов больше нет, то убиваем интервалы, чтобы сервер не расходовал ресурсы впустую.
Интервалы
startSimulationInterval()
Каждую секунду симулируем прохождение 10 минут внутриигрового времени (+600_000 мс).
collectTrainingData(): собираем новые входы-выходы для обучения (см. метод ниже).
Шлём клиентам обновлённый мир.
startAiWeatherInterval()
Каждые 10 секунд (например) делаем прогноз погоды для каждой ячейки:
predictWeather(cell, this.loadedWorld) возвращает массив из 5 чисел (0..1).
Преобразуем обратно в «реальные» величины (умножаем, например, на 50 для температуры, на 100 для влажности и т.д.).
Обновляем cell.climate, чтобы игроки (или симуляция) видели «изменившуюся» погоду.
startAiTrainingInterval()
Каждые 5 минут:
Проверяем, есть ли хоть какие-то примеры в trainingData.
Вызываем trainModel() — модель обучается прямо «на лету», используя накопленные данные.
(Можно потом снова сохранить модель, но в примере это не показано — возможно, вам захочется это сделать после каждого обучения.)
startSaveCellsInterval()
Каждые 5 минут сохраняем изменения в базе ( this.worldCellService.saveCells(...) ).
Это полезно, если за время симуляции cell.climate или другие поля поменялись, и мы не хотим потерять их при перезапуске сервера.
Метод collectTrainingData()
В каждом тике (раз в секунду, см. startSimulationInterval), для каждой ячейки:
Формируем input (35 чисел, нормализованных).
Формируем output — текущие значения температуры, влажности и т.д., но уже отнормированные.
addTrainingData() кладёт эти пары во внутренний массив trainingData.
Таким образом, модель постепенно накапливает данные о том, «какая погода была в конкретный момент времени», чтобы затем научиться воспроизводить (или предсказывать) эти зависимости.
Логично, что после накопления данных мы периодически (каждые 5 минут) делаем trainModel() (см. startAiTrainingInterval).
Выводы
AiService — это место, где живут методы работы с нейронной сетью: создание/загрузка модели, обучение, предсказание.
WorldGateway поднимает WebSocket-сервер и регулярно вызывает нужные методы:
Обновляет время (simulationInterval).
Применяет ИИ-прогноз (simulationWeatherInterval).
Обучает модель (simulationTrainingInterval).
Сохраняет изменения в БД (saveCellsInterval).
Каждый клиент, подключившись по сокету, получает текущее состояние мира (worldUpdate). А при каждом «тике» и других событиях мы снова рассылаем обновлённые данные.
Таким образом, всё завязано в один цикл: симуляция → сбор данных → обучение → прогноз → обновление ячеек → сохранение → и снова симуляция. Это позволяет нашим сущностям (ям, почвам, биомам и т.д.) постоянно изменяться и «учиться на собственном опыте», делая мир «живым».
Фронтенд
Развернули реакт, создали папку для компонентов закинули туда это
// src/components/PhaserWorldMap.jsx
import React, { useEffect, useRef } from "react";
import Phaser from "phaser";
function PhaserWorldMap({ world }) {
const phaserRef = useRef(null);
const gameRef = useRef(null);
// 1. Создаём Phaser Game **один раз** (при первом рендере).
useEffect(() => {
if (!phaserRef.current) return; // иногда бывает null при первом проходе
if (gameRef.current) return; // уже создано
const MainScene = new Phaser.Scene("MainScene");
MainScene.preload = function () {
// Загрузить ассеты, если нужны
};
MainScene.create = function () {
// При первом создании сцены рисуем «стартовое» состояние карты
this.drawMap(world);
};
// Допустим, напишем метод "drawMap" внутри сцены (ниже покажу пример)
MainScene.drawMap = function (worldData) {
// Очистить предыдущую графику, если есть
this.children.removeAll();
const cellSize = 32;
worldData.cells?.forEach((cell) => {
const xPix = cell.position.x * cellSize;
const yPix = cell.position.y * cellSize;
// Цвет - упрощённо
const color = cell.isWater ? 0x0000ff : 0x228b22;
const graphics = this.add.graphics();
graphics.fillStyle(color, 1);
graphics.fillRect(xPix, yPix, cellSize, cellSize);
// (необязательно) Нарисовать "resourceType" как букву
if (cell.resources && cell.resources.length > 0) {
const resourceLetter = cell.resources[0].type[0] || "R";
this.add.text(xPix + 8, yPix + 8, resourceLetter, {
color: "#000000",
fontSize: "16px",
});
}
});
};
const config = {
type: Phaser.AUTO,
width: world.width * 32,
height: world.height * 32,
parent: phaserRef.current,
scene: MainScene,
backgroundColor: "#222222",
};
gameRef.current = new Phaser.Game(config);
}, [world]);
// Обратите внимание, иногда стоит [] (пусто),
// если точно не хотим пересоздавать,
// но можно оставить [world],
// тогда нужно аккуратно не пересоздавать Game,
// а лишь обновлять.
// 2. «Обновляем» сцену при изменении "world"
useEffect(() => {
if (!gameRef.current) return;
const scene = gameRef.current.scene.getScene("MainScene");
if (!scene || !scene.drawMap) return;
// Вызовем scene.drawMap(world)
// (не пересоздавая саму сцену!).
scene.drawMap(world);
}, [world]);
return (
<div style={{ width: "fit-content", margin: "0 auto" }}>
<div ref={phaserRef} />
</div>
);
}
export default PhaserWorldMap;
В App.jsx вызвали
// src/App.jsx
import React, { useEffect, useState } from "react";
import "./App.css";
import PhaserWorldMap from "./components/PhaserWorldMap";
// 1) Импорт socket.io-client (или другой WebSocket-библиотеки)
import { io } from "socket.io-client";
function App() {
const [worldData, setWorldData] = useState(null);
// Пример базовых полей, которые хотим отобразить в "шапке"
// Можно расширять (averageTemperature, dayLength и т.д.)
const [worldStats, setWorldStats] = useState({
name: "",
width: 0,
height: 0,
seaLevel: 0,
currentSeason: "",
startDate: "",
currentDate: "",
});
useEffect(() => {
// 2) Подключаемся к бэкенду по REST, чтобы первоначально получить мир /api/worlds/2
fetch("/api/worlds/2")
.then((response) => response.json())
.then((data) => {
setWorldData(data);
// Сохраним часть полей в worldStats:
setWorldStats({
name: data.name,
width: data.width,
height: data.height,
seaLevel: data.seaLevel,
currentSeason: data.currentSeason,
startDate: data.startDate,
currentDate: data.currentDate,
});
})
.catch((error) => {
console.error("Ошибка при загрузке мира:", error);
});
// 3) Настраиваем подключение к WebSocket / Socket.io
// Допустим, наш бэкенд работает на http://localhost:100000
const socket = io("http://localhost:3000", {
// Если нужно, прокиньте параметры cors, auth, path и т.д.
query: { worldId: 2 },
});
// 4) Подписываемся на события от сервера
socket.on("connect", () => {
console.log("Socket connected!", socket.id);
// Можно что-то отправить на сервер, если нужно
// socket.emit("getWorldUpdates", { worldId: 2 });
});
socket.on("worldUpdate", (updatedWorld) => {
console.log("Received worldUpdate:", updatedWorld);
// Допустим, сервер шлёт обновлённое состояние мира
setWorldData(updatedWorld);
setWorldStats({
name: updatedWorld.name,
width: updatedWorld.width,
height: updatedWorld.height,
seaLevel: updatedWorld.seaLevel,
currentSeason: updatedWorld.currentSeason,
startDate: updatedWorld.startDate,
currentDate: updatedWorld.currentDate,
});
});
socket.on("disconnect", () => {
console.log("Socket disconnected");
});
// 5) Чистим ресурсы при размонтировании
return () => {
socket.disconnect();
};
}, []);
return (
<div className="App">
<header>
<h1>World: {worldStats.name}</h1>
<ul>
<li>Width: {worldStats.width}</li>
<li>Height: {worldStats.height}</li>
<li>Sea level: {worldStats.seaLevel}</li>
<li>Season: {worldStats.currentSeason}</li>
<li>Start Date: {new Date(worldStats.startDate).toLocaleString()}</li>
<li>
Current Date: {new Date(worldStats.currentDate).toLocaleString()}
</li>
</ul>
</header>
{/* Отрисовываем карту, если данные мира загружены */}
{worldData ? (
<PhaserWorldMap world={worldData} />
) : (
<p>Loading world...</p>
)}
</div>
);
}
export default App;
Лично я с первой итерации получил training-data.json размером в 57600 данных
Код очень сырой, так как много времени и сил было потрачено на разработку и первоначальную архитектуру проекта, в следующей части мы уже полностью углубимся в обучение, дообучение, модели научим ее работать с еще большими данными и факторами и возможно (даже скорее всего) докачаем наши методы которые точно ждут нашего ИИ.
В написании статьи помогал ChatGPT, надеюсь вам было не утомительно! И очень интересно. Ниже я предоставлю пример работы ИИ на данном этапе и будем закругляться!
ВНИМАНИЕ! Ниже я предоставлю 2 json, вы можете их ПРОПУСТИТЬ, так как я ниже напишу нормальный (более понятный, на человеческом) отчет
Входные данные мира
{
"id": 2,
"name": "MiniWorld",
"width": 30,
"height": 20,
"seaLevel": 0,
"startDate": "2025-01-01T00:00:00.000Z",
"currentDate": "2025-01-11T10:57:00.000Z",
"dayLength": 24,
"yearLength": 365,
"axialTilt": 23.5,
"averageTemperature": 15,
"currentSeason": "SPRING",
"cells": [
{
"id": 101,
"position": {
"x": 0,
"y": 0,
"z": 0
},
"latitude": -90,
"longitude": -180,
"climate": {
"humidity": 0.5,
"windSpeed": 5,
"temperature": 0,
"cloudCoverage": 0.3,
"precipitation": 50,
"dayTemperature": 5,
"nightTemperature": -5,
"weatherCondition": "sunny"
},
"elevation": 0,
"isWater": false,
"biome": "BEACH",
"soil": {
"id": 101,
"type": "SANDY",
"fertility": 0.67765948444575,
"humidity": 0.5,
"pH": 7,
"position": {
"x": 0,
"y": 0,
"z": 0
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 101,
"type": "MINERALS",
"quantity": 220.05513249290865,
"quality": 0.8039897245442311,
"position": {
"x": 0,
"y": 0,
"z": 0
},
"depth": 0,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},
{
"id": 102,
"position": {
"x": 1,
"y": 0,
"z": -69.54081361897903
},
"latitude": -90,
"longitude": -168,
"climate": {
"humidity": 0.5048159625083585,
"windSpeed": 5,
"temperature": 0.6954081361897906,
"cloudCoverage": 0.3,
"precipitation": 50.48159625083585,
"dayTemperature": 5.695408136189791,
"nightTemperature": -4.304591863810209,
"weatherCondition": "sunny"
},
"elevation": -69.54081361897903,
"isWater": true,
"biome": "OCEAN",
"soil": {
"id": 102,
"type": "SANDY",
"fertility": 0.48918544536173497,
"humidity": 0.5048159625083585,
"pH": 7,
"position": {
"x": 1,
"y": 0,
"z": -69.54081361897903
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 102,
"type": "OIL",
"quantity": 186.75966337990002,
"quality": 0.8311845992885536,
"position": {
"x": 1,
"y": 0,
"z": -69.54081361897903
},
"depth": 69.54081361897903,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},
{
"id": 103,
"position": {
"x": 2,
"y": 0,
"z": -92.98645625300959
},
"latitude": -90,
"longitude": -156,
"climate": {
"humidity": 0.5310527234411956,
"windSpeed": 5,
"temperature": 0.9298645625300956,
"cloudCoverage": 0.3,
"precipitation": 53.105272344119555,
"dayTemperature": 5.929864562530096,
"nightTemperature": -4.070135437469904,
"weatherCondition": "sunny"
},
"elevation": -92.98645625300959,
"isWater": true,
"biome": "OCEAN",
"soil": {
"id": 103,
"type": "SANDY",
"fertility": 0.33888396602334475,
"humidity": 0.5310527234411956,
"pH": 7,
"position": {
"x": 2,
"y": 0,
"z": -92.98645625300959
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 103,
"type": "OIL",
"quantity": 139.28842001806015,
"quality": 0.5089263989828476,
"position": {
"x": 2,
"y": 0,
"z": -92.98645625300959
},
"depth": 92.98645625300959,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},
{
"id": 104,
"position": {
"x": 3,
"y": 0,
"z": -102.03005240794396
},
"latitude": -90,
"longitude": -144,
"climate": {
"humidity": 0.5366057027666208,
"windSpeed": 5,
"temperature": 1.0203005240794383,
"cloudCoverage": 0.3,
"precipitation": 53.66057027666208,
"dayTemperature": 6.020300524079438,
"nightTemperature": -3.9796994759205617,
"weatherCondition": "sunny"
},
"elevation": -102.03005240794396,
"isWater": true,
"biome": "OCEAN",
"soil": {
"id": 104,
"type": "SANDY",
"fertility": 0.3864691360492472,
"humidity": 0.5366057027666208,
"pH": 7,
"position": {
"x": 3,
"y": 0,
"z": -102.03005240794396
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 104,
"type": "OIL",
"quantity": 68.8677749036174,
"quality": 0.6309700930634006,
"position": {
"x": 3,
"y": 0,
"z": -102.03005240794396
},
"depth": 102.03005240794396,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},То, что я получил
{
"id": 2,
"name": "MiniWorld",
"width": 30,
"height": 20,
"seaLevel": 0,
"startDate": "2025-01-01T00:00:00.000Z",
"currentDate": "2025-01-11T10:57:00.000Z",
"dayLength": 24,
"yearLength": 365,
"axialTilt": 23.5,
"averageTemperature": 15,
"currentSeason": "SPRING",
"cells": [
{
"id": 101,
"position": {
"x": 0,
"y": 0,
"z": 0
},
"latitude": -90,
"longitude": -180,
"climate": {
"humidity": 0.4709193017333746,
"windSpeed": 4.722989350557327,
"temperature": 0.15460985014215112,
"cloudCoverage": 0.31382104754447937,
"precipitation": 47.45621085166931,
"dayTemperature": 5,
"nightTemperature": -5,
"weatherCondition": "sunny"
},
"elevation": 0,
"isWater": false,
"biome": "BEACH",
"soil": {
"id": 101,
"type": "SANDY",
"fertility": 0.67765948444575,
"humidity": 0.5,
"pH": 7,
"position": {
"x": 0,
"y": 0,
"z": 0
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 101,
"type": "MINERALS",
"quantity": 220.05513249290865,
"quality": 0.8039897245442311,
"position": {
"x": 0,
"y": 0,
"z": 0
},
"depth": 0,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},
{
"id": 102,
"position": {
"x": 1,
"y": 0,
"z": -69.54081361897903
},
"latitude": -90,
"longitude": -168,
"climate": {
"humidity": 0.6216044072061777,
"windSpeed": 4.757331684231758,
"temperature": 0.9571045637130737,
"cloudCoverage": 0.3122412860393524,
"precipitation": 61.863261461257935,
"dayTemperature": 5.695408136189791,
"nightTemperature": -4.304591863810209,
"weatherCondition": "sunny"
},
"elevation": -69.54081361897903,
"isWater": true,
"biome": "OCEAN",
"soil": {
"id": 102,
"type": "SANDY",
"fertility": 0.48918544536173497,
"humidity": 0.5048159625083585,
"pH": 7,
"position": {
"x": 1,
"y": 0,
"z": -69.54081361897903
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 102,
"type": "OIL",
"quantity": 186.75966337990002,
"quality": 0.8311845992885536,
"position": {
"x": 1,
"y": 0,
"z": -69.54081361897903
},
"depth": 69.54081361897903,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},
{
"id": 103,
"position": {
"x": 2,
"y": 0,
"z": -92.98645625300959
},
"latitude": -90,
"longitude": -156,
"climate": {
"humidity": 0.6704418919980526,
"windSpeed": 4.765862599015236,
"temperature": 1.201796717941761,
"cloudCoverage": 0.3118155002593994,
"precipitation": 66.00560545921326,
"dayTemperature": 5.929864562530096,
"nightTemperature": -4.070135437469904,
"weatherCondition": "sunny"
},
"elevation": -92.98645625300959,
"isWater": true,
"biome": "OCEAN",
"soil": {
"id": 103,
"type": "SANDY",
"fertility": 0.33888396602334475,
"humidity": 0.5310527234411956,
"pH": 7,
"position": {
"x": 2,
"y": 0,
"z": -92.98645625300959
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 103,
"type": "OIL",
"quantity": 139.28842001806015,
"quality": 0.5089263989828476,
"position": {
"x": 2,
"y": 0,
"z": -92.98645625300959
},
"depth": 92.98645625300959,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},
{
"id": 104,
"position": {
"x": 3,
"y": 0,
"z": -102.03005240794396
},
"latitude": -90,
"longitude": -144,
"climate": {
"humidity": 0.6817700807005167,
"windSpeed": 4.767860844731331,
"temperature": 1.2995658442378044,
"cloudCoverage": 0.31171512603759766,
"precipitation": 67.01587438583374,
"dayTemperature": 6.020300524079438,
"nightTemperature": -3.9796994759205617,
"weatherCondition": "sunny"
},
"elevation": -102.03005240794396,
"isWater": true,
"biome": "OCEAN",
"soil": {
"id": 104,
"type": "SANDY",
"fertility": 0.3864691360492472,
"humidity": 0.5366057027666208,
"pH": 7,
"position": {
"x": 3,
"y": 0,
"z": -102.03005240794396
},
"organicMatter": 0.05,
"texture": "loose",
"color": "brown",
"erosionLevel": 0
},
"resources": [
{
"id": 104,
"type": "OIL",
"quantity": 68.8677749036174,
"quality": 0.6309700930634006,
"position": {
"x": 3,
"y": 0,
"z": -102.03005240794396
},
"depth": 102.03005240794396,
"isRenewable": false,
"regenerationRate": 0,
"usedUpAt": null
}
]
},Сравнения начало 11 января 5 утра попросили предсказать погоду через час
Ячейка 101
Biome: BEACH
isWater: false // не вода
До (примерные значения)
Влажность (humidity): 0.50
Скорость ветра (windSpeed): 5.0
Температура (temperature): 0.0
Облачность (cloudCoverage): 0.30
Осадки (precipitation): 50.0
После
Влажность (humidity): 0.4709193017333746
Скорость ветра (windSpeed): 4.722989350557327
Температура (temperature): 0.15460985014215112
Облачность (cloudCoverage): 0.31382104754447937
Осадки (precipitation): 47.45621085166931
Изменения
Влажность: 0.50 → 0.47 (снижение на ~0.03)
Скорость ветра: 5.00 → 4.72 (–0.28)
Температура: 0.00 → 0.15 (+0.15)
Облачность: 0.30 → 0.31 (+0.014)
Осадки: 50.00 → 47.46 (–2.54)
Заключение
Спасибо всем, кто дочитал до конца, если у вас есть желание писать код со мной, или вносить свои идеи в проект, пишите об этом, в целом статьи такого рода я никогда не писал и научного прежде не делал в своей работе, поэтому я буду рад услышать какой-то фидбэк по статье и конструктивную критику :) Если будет желающие помочь с проектом или как то в нем поучаствовать, дайте знать залью на GitLab xD
Поддержать проект
Этот проект — моя страсть, и я вкладываю в него всё своё время и силы. Если вам нравится то, что я делаю, и вы хотите поддержать развитие виртуальной вселенной, вы можете сделать это через:
USDT (TRC-20): TLAUmEiqEoJoXGHu6MwouNXQ3VPfAH7PqG
VISA: 4278310027661388 NIKOLAY KUZIYEV
MASTERCARD: 5397170000110891 NIKOLAY KUZIYEV
Ваша поддержка поможет мне уделять больше времени проекту и делиться с вами новыми достижениями!
-
08.08.25 11:10
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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08.08.25 11:10
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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08.08.25 13:38
Annette_Phillips
A few months ago, I fell for what I thought was a legitimate staking platform. It looked so professional, had fake reviews, and everything seemed real. I transferred a significant amount of ETH into it, only to find out later that it was a complete scam. The site vanished, support stopped replying, and the wallet address I sent my funds to started moving the crypto across multiple chains. I felt completely helpless. I spent days blaming myself and trying to accept the loss, but part of me wasn’t ready to give up. That’s when someone recommended Asset-Resolute. I didn’t expect much, but I reached out and explained everything. To my surprise, they actually listened and started investigating right away. They traced my stolen funds through several wallets and gave me a full report of where it had moved. I honestly didn’t understand most of the technical details, but they broke it down clearly and kept me updated throughout the process. After some coordination and effort, they managed to recover a portion of my crypto. I never thought I’d see anything again, so getting anything back felt like a miracle. I just wanted to share this in case someone else out there is feeling the same panic and regret I felt. It’s not always the end. Reach out to Asset-Resolute at [email protected]. They gave me hope when I had none left.
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08.08.25 14:40
traviscluster
The shock of losing a significant amount of cryptocurrency was immense. It felt like hitting rock bottom. Every avenue I explored to recover my funds proved fruitless. I was sinking deeper into despair, convinced my money was gone forever. Then, a beacon of hope appeared in the form of Sylvester Bryant. His intervention was a complete turning point. Sylvester’s expertise was truly remarkable. He managed to recover a substantial sum of over $780,000 in USDT. This alone was a life-changing achievement. But his assistance didn't stop there. He went above and beyond, actively helping me to reclaim even more of my lost assets. Throughout the entire intricate process, he maintained constant communication. He ensured I was fully informed at every stage. The entire operation was conducted with the utmost transparency and integrity. There were no hidden fees or deceptive practices. My funds were returned directly to my crypto wallet. The transaction was smooth and completely problem-free. I can honestly say Sylvester Bryant is the most trustworthy recovery agent I have ever encountered. I strongly advise anyone in a similar predicament to reach out to him immediately. You can connect with Sylvester via email at yt7cracker@gmail. com. Alternatively, you can contact him on WhatsApp at +1 (512) 577-7957. Do not allow yourself to succumb to despair. Sylvester possesses the skill and dedication to retrieve your stolen funds. He can make a difference for you, just as he did for me. Your financial recovery is possible. Sylvester Bryant is the key to getting your money back.
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08.08.25 16:16
briannawright679
Jasmine Lopez, renowned for her 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 her exceptional skills firsthand and I am truly thankful for her prompt efforts, which led to the successful recovery of the entire amount in just a span of 72 hours. Miss Lopez's 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 her immediately and get connected with email at [email protected] also can be contacted on WhatsApp at +44 (736) 644- 5035, She is an expert in the field most especially in recovering lost digital assets.
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08.08.25 18:16
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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08.08.25 18:16
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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08.08.25 22:01
abeggnatalie
Throughout the ordeal, we were provided with frequent updates and full transparency. In just 10 days, TECHY FORCE CYBER RETRIEVAL successfully retrieved $191000 of the lost funds. Beyond the monetary recovery, they provided us with a comprehensive post-incident report, enabling us to strengthen our cybersecurity protocols and conduct risk training for partner organizations. Their work was nothing short of extraordinary. TECHY FORCE CYBER RETRIEVAL did not just restore stolen assets; they restored our operational integrity, capacity, and sense of direction. WhatsApp (+156 172 636 97) Mail (support (At) techy forcecy berretrieval (Dot)com) Telegram (At) Techcyberforc
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08.08.25 22:02
abeggnatalie
As the finance director of a humanitarian NGO, I have always exercised extreme diligence in how we handle our funding. So when I received an email from what appeared to be a prestigious global crypto foundation offering $500000 in matching grants for blockchain-based aid initiatives, I took notice. The proposal seemed credible, complete with polished branding, legal agreements, and referenced success stories. The only stipulation was an activation requirement: we had to transfer $250000 in USDT to initiate the grant process. After extensive internal consultation and document verification, we proceeded. The promise of doubling our operational funding could significantly amplify our outreach programs in conflict-affected regions. Then everything went silent. Follow-up emails were ignored, the contact number was disconnected, and within days, the foundation’s website vanished. The realization hit us hard; we had been defrauded. The emotional and reputational toll was immense. I felt personally culpable for having signed off on such a monumental error. It jeopardized not only our funding but also trust among our stakeholders. We turned to TECHY FORCE CYBER RETRIEVAL. Their response was immediate and professional. Within hours, we were assigned a dedicated case analyst. Their team operated with surgical precision. We learned we weren’t the only victims. This was a coordinated scam ring targeting nonprofits using highly customized and persuasive tactics. TECHY FORCE CYBER RETRIEVAL’s digital forensics experts tracked the stolen USDT through a labyrinth of six wallet addresses across various jurisdictions. Using advanced blockchain analytics, real-time monitoring software, and legal liaisons, they mapped the laundering trail with remarkable accuracy. They also coordinated directly with international regulators and the legal department of the real crypto foundation, which was alarmed to discover its identity had been fraudulently used. The recovery effort was rigorous and multifaceted, involving compliance teams at multiple exchanges, forensic IP tracing, and the audit of smart contracts linked to fraudulent addresses. Throughout the ordeal, we were provided with frequent updates and full transparency. In just 10 days, TECHY FORCE CYBER RETRIEVAL successfully retrieved $191000 of the lost funds. Beyond the monetary recovery, they provided us with a comprehensive post-incident report, enabling us to strengthen our cybersecurity protocols and conduct risk training for partner organizations. Their work was nothing short of extraordinary. TECHY FORCE CYBER RETRIEVAL did not just restore stolen assets; they restored our operational integrity, capacity, and sense of direction. WhatsApp (+156 172 636 97) Mail (support (At) techy forcecy berretrieval (Dot)com) Telegram (At) Techcyberforc
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09.08.25 09:39
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
09.08.25 09:39
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
09.08.25 14:24
lisa111
Recovering lost money from scams calls for cooperation. Recovery professionals locate stolen funds by applying their expertise. Experts in law offer advice on the best course of action. This helps you recoup your investment. Scams teach us to be aware of the warning indications. Promises of large, rapid riches with minimal risk should be avoided. They may want you to make an investment right away. Get advice from Marie on how to prevent frauds in the future. She can help you recover your missing bitcoin as well. You can reach her at [email protected] or @Marie_consultancy on Telegram. Additionally, you can utilize WhatsApp at +1 7127594675.
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09.08.25 16:31
vallatjosette
My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
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09.08.25 16:43
meghanmarkle1998
I was scammed out $ 180,000 in BTC, but Spikes Assets Recovery came to my rescue. When my cryptocurrency investment fell into the wrong hands, I lost $115,330 in Bitcoin and was defrauded of my hard-earned money. I was on the verge of giving up after learning that the funds seemed unrecoverable, but then I came across a Google post about a legitimate recovery service called Spikes Assets Recovery, a firm specializing in stolen fund and crypto recovery. To my astonishment, after working with them, they successfully recovered the full $115,330 I had lost in BTC. I'm incredibly grateful and relieved that I was able to recover all of my missing Bitcoin. For inquiries or assistance with recovering your lost assets, you can contact Spikes Assets Recovery using the following details: Email: [email protected] Yahoo: [email protected]
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09.08.25 17:24
Sophie Pugh
I would strongly love to recommend the services of the best team of recoveryhackers101. They are professional and very discreet in carrying out their jobs, they have the best customer service agents and satisfaction at heart. If you have any services you wish to contact them for, go on (recoveryhacker101@gmailcom), They help track and monitor your cheating partner's phone without his idea, clear or erase criminal records as well as repair a bad credit score, all social media hacks, Recovery lost Funds from scammers / Cryptocurrency / Binary / Forex / Recovery of Stolen Bitcoin and many others.
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10.08.25 03:53
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
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10.08.25 03:53
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
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10.08.25 03:54
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
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10.08.25 03:54
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
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10.08.25 03:54
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
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10.08.25 03:54
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
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10.08.25 03:55
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
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10.08.25 04:55
lisared
I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
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10.08.25 12:57
Marthaamahle
My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: +15132924878 , telegram: https://t.me/Alphaspynest
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10.08.25 14:33
tomcooper0147
Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
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10.08.25 17:06
kevin
I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
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10.08.25 18:13
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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10.08.25 18:13
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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10.08.25 20:35
Bartlevi
Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
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10.08.25 23:28
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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10.08.25 23:29
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.08.25 10:33
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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11.08.25 10:33
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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11.08.25 10:34
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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11.08.25 10:34
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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11.08.25 11:35
Dennisblaq
Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
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11.08.25 13:05
alaincharlotte5
RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
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11.08.25 13:05
alaincharlotte5
RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
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11.08.25 13:05
alaincharlotte5
RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
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11.08.25 17:49
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.08.25 17:49
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.08.25 17:49
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.08.25 19:46
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
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11.08.25 20:06
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
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12.08.25 02:43
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.08.25 02:43
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.08.25 02:43
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.08.25 16:48
ahmed11
It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
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12.08.25 17:13
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.08.25 17:13
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.08.25 18:44
edinavida027
CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
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12.08.25 18:44
edinavida027
A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
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12.08.25 19:15
vallatjosette
Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
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12.08.25 23:07
babatunde162
I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
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13.08.25 06:11
tyler231
DO YOU REQUIRE TECHNICAL SKILLS TO SOLVE YOUR HACKING RELATED PROBLEMS? ●Hacking of all social media accounts ●Spying on cheating partner ●Retrieving of lost Cryptocurrency ●Data alteration ●Finding of lost phone ●Clearing/paying off of mortgage/loan ●Increasing of credit score ●Bitcoin mining ●Tracking of location ●Hacking of cell phone/other devices ●Block out or track down hackers Secure yourself now!!! Contact: [email protected] OR WHATSAPP+14106350697 They are the best at what they do they helped me out and i am here to testify contact them and come back testifying
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13.08.25 07:01
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 07:01
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 07:01
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 08:26
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 08:27
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 08:27
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 10:37
babatunde162
Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
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13.08.25 13:15
Bartlevi
Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
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13.08.25 14:23
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 14:23
Morris Jason
HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
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13.08.25 19:46
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.08.25 19:46
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.08.25 19:46
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.08.25 19:50
babatunde162
When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
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14.08.25 00:20
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.08.25 00:20
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.08.25 17:47
Joanne Ruth
The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
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14.08.25 18:27
lisared
Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
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14.08.25 19:23
Joanne Ruth
The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
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14.08.25 21:49
Rickbayford
If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
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15.08.25 03:10
KEVIN3
HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
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15.08.25 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.08.25 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.08.25 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.08.25 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.08.25 09:13
eva117
Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
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15.08.25 13:27
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.08.25 13:27
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.08.25 20:26
caitlinfedex
After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
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15.08.25 20:27
caitlinfedex
After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
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15.08.25 21:04
vallatjosette
My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
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16.08.25 06:53
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.08.25 06:53
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.08.25 06:53
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.08.25 07:01
lisared
Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
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16.08.25 17:05
mark
I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
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17.08.25 03:33
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.08.25 03:33
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.08.25 05:22
aveasley4
I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
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17.08.25 17:49
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.08.25 17:49
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.08.25 17:49
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.08.25 21:10
Connorhelms
I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
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18.08.25 22:17
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.08.25 22:17
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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