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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!
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30.03.25 06:22
grace111
I recommend Marie ([email protected] and WhatsApp: +1 7127594675) for recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment sites because they are very knowledgeable in the industry and will reimburse all of your money. I can say with confidence that she was the only one who was able to credit my account with $52,760 of the money that had gone missing, based on my prior transactions with them. She was the only one who could. Since they are the only ones that can fully return your missing funds to your account without any deductions, I sincerely appreciate their job and am recommending her to you today.
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31.03.25 11:00
maryjul75
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02.04.25 23:16
frederickhandy
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02.04.25 23:18
frederickhandy
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03.04.25 07:57
messijohn
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03.04.25 10:58
elizabethrush89
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03.04.25 10:58
elizabethrush89
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04.04.25 09:49
mkihn634
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06.04.25 02:29
famousmullica
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06.04.25 11:30
maryjul75
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07.04.25 11:16
Lindaporche5
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07.04.25 11:16
Lindaporche5
They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0 Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M OR SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G
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07.04.25 18:09
rashmiramesh
I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.
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07.04.25 18:32
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover
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07.04.25 18:32
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover
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07.04.25 21:03
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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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08.04.25 03:00
natashaohnson
Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable
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10.04.25 23:26
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR 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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10.04.25 23:27
patricialovick86
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11.04.25 00:48
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR 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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11.04.25 03:20
edwardoelliott6
PROFESSIONAL MONEY RECOVERY AGENCY → FOLKWIN EXPERT RECOVERY. Hi, I’m sharing my ordeal today because I know many of you could be in the same situation, and I want to help you avoid the same mistake I made. A little over a month ago, I came across what seemed like an incredible deal for a movie streaming service. They promised all the latest movies, TV shows, and exclusive content for a very reasonable price. They were offering an annual subscription for just $39,000, which seemed like a great deal at the time when compared to some of the larger streaming services out there. I should’ve known something was off from the start. The website looked pretty legitimate, had professional graphics, and even customer reviews that were mostly positive. But there were no big, recognizable brand names behind it, and the service was claiming to have content from major studios, which raised a red flag I didn't fully process. Still, the deal was tempting, and after doing a quick search online (which, in hindsight, wasn’t thorough enough), I decided to go ahead and sign up. I paid the $39,000 upfront for the annual subscription, thinking that I was getting access to all the movies and shows I’d ever wanted. At first, everything seemed fine. I received an email confirming my subscription and even a receipt. But a few days later, when I went back to the site to browse content, I couldn’t get in. The site was down, and there was no way to contact anyone. I waited a few days, hoping it was just a technical issue. But then, I started doing some more research and realized that others had fallen victim to the same scam. The website had disappeared, and no one could find any trace of the company behind it. I was furious. I had just lost $39,000, and it seemed like there was no way to get it back. That's when I came across Folkwin Expert Recovery. They specialize in helping people recover funds from online scams like this. I was skeptical at first, but after reading reviews and seeing their success stories, I decided to give them a try. The team at Folkwin Expert Recovery was extremely professional. They asked for all the details about my transaction, including the payment method, and got to work right away. Within just a few days, I received updates from them, and eventually, they successfully recovered my $39,000. It felt like a huge weight was lifted off my shoulders. I honestly didn’t think it was possible to get my money back, but thanks to Folkwin Expert Recovery, I did. If you ever find yourself in a similar situation, I highly recommend reaching out to them. FOLKWINEXPERTRECOVERY(at)TECH-CENTER.C OM, TELEGRAM: @FOLKWIN_EXPERT_RECOVERY . They made the process simple and stress-free, and they delivered on their promises. Just remember to always be cautious when dealing with online subscriptions, especially if something feels too good to be true. Stay safe out there! Best Regards, Edward O. Elliott.
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11.04.25 08:10
Beatrice Gallagher
I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.
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13.04.25 01:13
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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
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13.04.25 01:13
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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
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14.04.25 23:44
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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.04.25 03:56
tylerkevin
I discovered CheapCrypto net while searching for a cryptocurrency trading platform that promised lower fees and better arbitrage opportunities than the well-known Binance. Intrigued by the potential for profit, I decided to take a leap of faith and exchanged approximately $45,700.567 worth of USDC for Ethereum. Initially, everything seemed to be going smoothly, and I felt optimistic about my investment.However, when I attempted to transfer my newly acquired Ethereum to my main crypto wallet, I encountered a significant problem. The website repeatedly displayed a message saying, "Trying again…" but my funds remained stuck on CheapCrypto net. As the minutes turned into hours, panic set in. I began to realize that I might have fallen victim to scammers.Desperate for a solution, I started researching ways to recover my lost funds. That’s when I came across DUNAMIS CYBER SOLUTION, a service that specializes in helping individuals recover lost or stolen cryptocurrency. Their reputation for assisting victims of scams and fraudulent platforms gave me a glimmer of hope. I reached out to them, explaining my situation and the challenges I faced with CheapCrypto net.The team at DUNAMIS CYBER SOLUTION was incredibly responsive and professional. They guided me through the process of documenting my transaction and provided me with the necessary steps to initiate a recovery request. Their expertise in dealing with similar cases was evident, and I felt reassured that I was in capable hands.Within a short period, Y DUNAMIS CYBER SOLUTION began their investigation into CheapCrypto net. They utilized advanced tracking techniques to trace the flow of my funds and identify the scammers behind the platform. Their thorough approach and commitment to helping me recover my lost assets were impressive.After a few days of diligent work, I received the fantastic news that DUNAMIS CYBER SOLUTION had successfully traced my Ethereum and was able to facilitate its return. I was overjoyed to have my $45,700.567 restored, and I couldn’t be more grateful for the assistance I received.This has taught me a valuable lesson about the importance of conducting thorough research before engaging with new trading platforms. While the allure of lower fees and arbitrage opportunities can be tempting, it’s crucial to prioritize security and reliability. Thanks to DUNAMIS CYBER SOLUTION, I was able to recover my funds and regain my peace of mind. I promised them that after recovering my assets, I would spread the good news to others who faced similar challenges, ensuring they know there is hope and DUNAMIS CYBER SOLUTION are available 24/7. +13433030545 [email protected] [email protected]
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18.04.25 20:39
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] Capital Crypto Recover 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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18.04.25 20:39
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] Capital Crypto Recover 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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19.04.25 02:00
[email protected]
E m a i l. Trustgeekshackexpert[At]fastservice[Dot]com T e l e g r a m. Trustgeekshackexpert w h a t's A p p. +1 7 1 9 4 9 2 2 6 9 3 Back in January, I got caught up in a cryptocurrency scam that really turned my life upside down. I invested a jaw-dropping $214,000 in BNB on what I thought was a legitimate crypto site. For a while, everything seemed to be going smoothly, and I was excited about the returns I was expecting. But then, when I tried to withdraw my profits, everything fell apart. The scammers froze my account and demanded more money, claiming I had breached some sort of agreement. I was completely devastated and felt trapped in a nightmare. It got so overwhelming that I started having dark thoughts about ending it all. Thankfully, my family noticed I was struggling and stepped in when I finally opened up about what was happening. During one of our talks, my niece mentioned a group called (Trust Geeks Hack Expert). She had heard they helped people recover their stolen cryptocurrencies, and I was intrigued. I thought, “Could this be my saving grace?” So, I decided to reach out to them and explain my situation in detail. To my surprise, (Trust Geeks Hack Expert) was incredibly responsive and compassionate. They reassured me that they had dealt with cases like mine before and would do everything they could to help. I was a bit skeptical, but I was also desperate for a solution. Amazingly, within about three days if I remember correctly they managed to recover the entire $214,000 that I had lost! I was in shock. It felt like a huge burden had been lifted off my shoulders. If you’re reading this and you’ve fallen victim to a crypto scam, I can’t recommend (Trust Geeks Hack Expert) enough. They are truly exceptional at what they do. Reach out for help, and don’t hesitate to contact them. (Trust Geeks Hack Expert)
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20.04.25 00:45
khouser
Greetings, Katrina from Georgia. I would like to sincerely thank Supreme Peregrine Recovery for their assistance in repairing and improving my credit score. When I initially contacted them, I was confused about how to raise my credit score and feeling overburdened by my financial circumstances. Their staff helped me every step of the way and was very informed and helpful. In addition to helping me comprehend my credit report and offering helpful advice for money management, they also developed customized plans to deal with my credit problems. Within a few months, I noticed a notable improvement in my credit score because of their knowledge. I can now confidently pursue my ambitions and feel more secure about my financial future. +1,8,7,0,2,2,6,0,6,5,9 supremeperegrinerecovery567(@)zohomail(.)com supremeperegrinerecovery(@)proton(.)me info(@)supremeperegrinerecovery(.)com
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20.04.25 17:22
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]
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20.04.25 17:22
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR 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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21.04.25 03:51
gleerandon
Lost, Stolen, or Scammed Crypto Asset Recovery Services For Hire - Contact Dune Nectar Web Expert. The process of recovering lost cryptocurrency assets for victims of fraudulent schemes has presented significant challenges. Individuals who have been defrauded through social media platforms, including Instagram and Telegram, and deceptive investment websites often encounter difficulties in identifying legitimate crypto recovery companies capable of assisting in retrieving their lost investments. The consequences of falling victim to such scams can be profoundly detrimental, extending beyond mere financial loss. The emotional and psychological impact can be severe, potentially leading to significant stress, the accumulation of debt, and even legal complications. In extreme cases, the distress caused by fraudulent activities has been linked to instances of suicide among victims. Given cryptocurrency fraud's multifaceted and potentially devastating repercussions, victims must seek appropriate assistance. Should an individual find themselves in the unfortunate position of having been scammed or having had their cryptocurrency stolen, it is strongly recommended that they contact the DuneNectarWebExpert recovery team. This team specializes in providing support and guidance to individuals seeking to recover their lost funds. To get assistance, victims are advised to file a detailed complaint to DuneNectarWebExpert team via [ Support @Dunenectarwebexpert . com. ] or Telegram [ DuneNectarWebExpert ]. This complaint should include all available evidence related to the fraudulent activity, such as transaction records, communication logs, and any other pertinent documentation. Upon receipt of the complaint and supporting evidence, DuneNectarWebExpert team will commence the necessary procedures to facilitate the recovery of the lost cryptocurrency assets.
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21.04.25 12:19
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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
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24.04.25 17:59
cynthia19morris
I NEED A HACKER TO RECOVER STOLEN CRYPTO FROM SCAMMERS Call iFORCE HACKER RECOVERY If you're new to cryptocurrency trading, I highly recommend approaching it with extreme caution or avoiding it altogether. I was persuaded to invest a large portion of my life savings around 114,000 USDT into a forex platform promising high returns. After investing and seeing some profits, I was suddenly unable to withdraw my funds. My attempts to contact customer service were unsuccessful, and I realized I had been scammed. Thankfully, after extensive searching, I found a trusted crypto recovery expert: iFORCE HACKER RECOVERY. I reached out and shared my situation. They assured me they could help and within 24 hours, they had successfully recovered my funds. I'm incredibly grateful for their swift and skilled assistance. Scam Recovery: Specializing in retrieving funds lost to scams, they utilize advanced techniques to trace stolen assets and engage with financial institutions. Hacking Services: Their skilled professionals can investigate unauthorized access and breaches, ensuring that clients' digital assets are secured against future threats. Consultation and Guidance: Providing clients with insights on how to protect their investments from potential scams, iFORCE equips individuals with the knowledge needed to navigate the crypto space safely Website; www . iforcehackersrecovery . com Contact /wh,ats,app; +12.40.80.33.706 Email; contact@iforcehackersrecovery . com
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24.04.25 18:04
Marcus Sandford
I NEED A HACKER TO RECOVER STOLEN BITCOIN / USDT FROM SCAMMERS Hire iFORCE HACKER RECOVERY In the fast evolving world of cryptocurrency, the rise in scams and hacks has created a growing need for trustworthy recovery services. iFORCE HACKER RECOVERY stands out as a leader in crypto recovery, known for its expertise and results. With a team of skilled cybersecurity and blockchain professionals, iFORCE HACKER RECOVERY effectively handles complex cases of lost or stolen assets. Their services include scam recovery, hacking investigations, and personalized guidance to help clients safeguard their investments. Backed by a strong track record and glowing client testimonials, iFORCE HACKER RECOVERY has earned its reputation as a reliable and results-driven solution for anyone seeking to recover crypto and stay protected in the digital financial landscape. Website; www . iforcehackersrecovery . com Contact /wh,ats,app; +12.40.80.33.706 Email; contact@iforcehackersrecovery . com
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24.04.25 18:07
Mark Shelton
HIRE A LICENSED CRYPTOCURRENCY RECOVERY EXPERT Call iFORCE HACKER RECOVERY Cryptocurrency presents both enormous promise and significant risk in the current digital banking environment. Losses can occur in a matter of seconds due to the increase in hackers, frauds, and unintentional transfers. Without professional assistance, recovering lost assets is exceedingly challenging due to the irreversible nature of crypto transactions. Licensed recovery specialists like iFORCE Hacker Recovery can help with that. They have extensive knowledge of blockchain technology and employ cutting edge instruments to track down secret wallets, examine transaction histories, and recover stolen money. The knowledgeable staff at iFORCE Hacker Recovery is prepared to handle the intricacies of cryptocurrency loss, giving sufferers a genuine chance to get back what was lost forever. They are a dependable option for high-stakes crypto recovery due to their accuracy and ability. Learn More; www. iforcehackersrecovery . com Email; contact@iforcehackersrecovery . com Contact; +1.2.4.0.8.0.3.3.7.0.6
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24.04.25 18:14
davidjustin50
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24.04.25 18:17
Mary Perez
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24.04.25 18:19
Anita Garrison
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24.04.25 18:23
joshuawashington
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25.04.25 15:44
Sharo2025
HACKER FOR CRYPTO SCAM RECOVERY SERVICE CONTACT //PASSCODE CYBER RECOVERY
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25.04.25 15:46
Sharo2025
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26.04.25 19:01
ashlyncarson
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27.04.25 02:41
elizabethrush89
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27.04.25 02:41
elizabethrush89
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29.04.25 12:10
walterkeith2004
I was convinced by a colleague to invest in cryptocurrency through a company that claimed they could double my money. I ended up investing all my car savings—$50,000—only to realize it was a scam. I was completely heartbroken, devastated, and felt like my world had fallen apart. In desperation, I searched online for help and came across a review about Francisco Hack. Reaching out to them was truly a turning point for me. From the very first contact, their team showed a level of professionalism, empathy, and expertise that immediately gave me hope. Francisco Hack was transparent, responsive, and incredibly thorough in handling my case. They walked me through every step of the recovery process with patience and clarity. What stood out the most was how committed they were—not just to helping me recover my funds, but also to restoring my peace of mind. Thanks to Franciscohack @ qualityservice.com I’m finally starting to breathe again. Their service is nothing short of exceptional. If you ever find yourself in a similar situation, I can't recommend them highly enough. They truly are a lifesaver. Telegram @Franciscohack WhatsApp +4 .4 .7 .4 .9 .3 .5 .1 .3 .3 .8 .5
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30.04.25 16:39
ratty clara
I’ve been a victim of a scam, lost all my money to a broker I invested with, was depressed for a few months, but the whole story changed when I visited Trustpilot. I came across a review about a man, Mr Bogdan sovar, on helping people get back their lost investment. I contacted him because I needed some help in getting my money back. To my greatest surprise, I was able to get my money back after a few days of getting in touch with him. It was all free, all he required for was a testimony of her generosity, which I promised I would do in all platforms. You can reach him at his Gmail address: hackerrone90 @ gmail . com and will guide you on the steps to take and get your invested capital, including your bonus, back
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30.04.25 22:56
thomaslilley99
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01.05.25 06:40
armand231101
If you have been scammed by a crypto investment group and are looking to retrieve your funds, it is important to take action as soon as possible. One option you can consider is reaching out to a reputable company like SUPERIOR HACK . SUPERIOR HACK RECOVERY specializes in cybersecurity and digital forensics, and they may be able to help you track down and recover your scammed funds. They have experience in dealing with crypto scams and can provide you with the necessary expertise and tools to assist you in your recovery efforts they carry out all kinds of hacking such as Remote phone hack 2. Crypto Recovery, Upgrade gpa, School Grades Change,Increase credit score, Database hack, Facebook, Whatsapp hack,Remote phone Hack, Remove criminal records all kinds of hack . contact Them via Email: ( [email protected] ) W h a t s a p p : +1 4106350697
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01.05.25 14:46
kookersylvia81
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01.05.25 20:59
elizabethrush89
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01.05.25 20:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor on SCAM BTC CAPRIAL CRYPTO RECOVER HELP CRYPTOCURRENCY ASSET BACK CONTACT CALL/TEXT +1 (336)390-6684 line 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,, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected]
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03.05.25 05:01
melissaholroyd
"The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc
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03.05.25 12:24
ratty clara
thanks to this guy that help me get my money back from the scammers broker you can reach out to him Via : [ HACKERRONE90”AT” G M A IL DOT COM]
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08.05.25 03:35
jwright70
At FUNDS RETRIEVER ENGINEER, we specialize in the swift and efficient recovery of stolen or lost cryptocurrencies. Our team of seasoned cybersecurity experts, blockchain analysts, and digital forensics professionals employ state-of-the-art technology and innovative strategies to trace, identify, and reclaim your assets. We’re dedicated to helping individuals and organizations recover stolen cryptocurrencies and digital assets. Our team of expert cyber security specialists, cryptocurrency recovery specialists, and digital forensic analysts work tirelessly to track, recover, and secure your stolen assets. Visit us W H A T S A P P: +1 8 0 2 9 5 2 3 4 7 0 EmaIL F U N D S R E T R I E V E R [@] E N G I N E E R. C O M OR S U P P O R T @ F U N D S R E T R I E V E R [@] E N G I N E E R. C O M WEBSITE https://fundsretrieverengineer.com
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13.05.25 19:18
canemarcus0
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13.05.25 19:24
graceharrison09
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13.05.25 19:26
John Willis
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13.05.25 20:21
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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13.05.25 20:21
wendytaylor015
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14.05.25 14:45
Clarkanderson
Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com
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14.05.25 14:45
Clarkanderson
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14.05.25 14:45
Clarkanderson
BITCOIN RECOVERY HELP GO TO ULTIMATE HACKER JERRY Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com
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16.05.25 14:18
patricialovick86
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16.05.25 14:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR 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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17.05.25 18:33
marywilliam3544
A few months ago, I became a victim of a crypto scam that cost me more than $42,000. It started with what looked like a legitimate investment opportunity on social media. The platform was well-designed, the “advisors” sounded experienced, and the returns they promised seemed realistic at the time. I did some quick research, saw fake positive reviews, and decided to give it a try.At first, everything seemed to go smoothly. I deposited small amounts and saw returns in my account almost immediately. Encouraged, I added more—until I realized I could no longer withdraw anything. The site shut down, the contact numbers went dead, and the people I had spoken to disappeared. That’s when it hit me—I had been scammed.I was embarrassed, angry, and honestly, heartbroken. I didn’t think there was any way to get the money back. My bank couldn’t help, the police didn’t have any tools for crypto tracing, and I felt completely stuck. Then, a friend referred me to PRO WIZARD GILBERT RECOVERY. I was hesitant at first, but after speaking with one of their recovery specialists, I felt a sense of hope I hadn’t felt in weeks. They were incredibly professional, didn’t make any exaggerated claims, and explained their process clearly.The team began working right away using advanced blockchain forensics to trace the stolen funds. Within a few days, they located the wallets that received my funds and started the legal steps necessary to flag and recover the crypto. I was blown away by how thorough and efficient they were After several weeks of careful investigation and coordination, PRO WIZARD GILBERT RECOVERY successfully recovered nearly 75% of my lost funds. I couldn’t believe it. I went from thinking that money was gone forever to having it returned to me—and all thanks to their dedication and expertise.If you’ve lost money to a crypto scam, I can’t recommend PRO WIZARD GILBERT RECOVERY enough. They’re the real deal. Professional, honest, and relentless in fighting for their clients. Thanks to them, I’ve not only recovered most of what I lost, but I’ve also regained peace of mind. CONTACT INFO=====WhatsApp +1 (920) 408‑1234 TELEGRAM====== http s:// t. me/Pro_Wizard_Gilbert_Recovery EMAIL========== pro wizard gilbert recovery (@) engineer. com
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19.05.25 05:42
kylebro
It’s been hard losing a lot of my money to these companies. I found a crypto Recovery Agent,VIA Email:( [email protected] ) who made sure I got back everything. If your case is similar, you can consult them on how to get your money back. Whats app or text : +1 949 245 7617 Telegram : @dawsonwright Website : bestrecoveryagent.com
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20.05.25 11:40
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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.05.25 11:40
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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.05.25 17:55
Juliuslaurence1
It started as an ordinary Tuesday. I was transferring 5 BTC my life savings at the time to a new cold wallet for better security. My fingers moved swiftly, copying the address, pasting it, and hitting Send without a second thought. Then ,the horrow struck.A split second after the transaction confirmed, I realized I had pasted the wrong address. A typo. One wrong character. My stomach twisted into knots as I watched my Bitcoin disappear into the blockchain abyss, headed to an address I didn’t recognize. Panic set in. 5 BTC. Over $300,000 at the time. Gone. I spent sleepless nights scouring forums, reaching out to blockchain experts, even pleading with miners but the immutable nature of Bitcoin meant no one could reverse it. The address was active, but the owner? Unknown. Then, I stumbled upon Washington Recovery Pro, a firm specializing in cryptocurrency transaction reversals and asset recovery. Skeptical but desperate, I reached out. Their team, led by a seasoned blockchain investigator named Marcus, took my case. They explained that while Bitcoin transactions are irreversible, if the recipient is identifiable, recovery is possible through negotiation or legal pressure. Using on-chain forensics, they traced the mistaken transaction to a crypto exchange wallet meaning the recipient had likely cashed out or moved the funds. Washington Recovery Pro contacted the exchange, providing irrefutable proof of the erroneous transfer. After weeks of pressure, the exchange froze the funds and initiated a recovery process. two weeks after my heart-stopping mistake, I received an email: Your 5 BTC has been recovered and will be returned to your wallet. I couldn’t believe it. Washington Recovery Pro had done the impossible. My Bitcoin was saved, but not by luck by skill, persistence, and legal expertise. If you ever face a similar nightmare, remember: some mistakes can be undone. Email: [email protected]: +1 (903) 249‑8633
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30.05.25 05:03
kevinpatmore2
Good day everyone, some statements people make may appear unbelievable, yet they reflect their truth due to their personal experiences. I'm a truck driver and I enjoy playing the lottery, but it's been 8 years without winning anything significant. I became upset over this and chose to seek help online from anyone skilled in using spells to win the lottery since my grandma had faith in spells and a story about Lord Meduza spells drew my interest. I obtained his contact information, and we discussed all aspects of how he could assist me. In less than 72 hours, Lord Meduza provided me with the lottery numbers I required after he completed the spell for me. I purchased my ticket online, followed the guidance of Lord Meduza, and now my life is fortunate because I won a $42.5 million Jackpot in the lottery I participated in. I’m thankful to Lord Meduza because he truly keeps his promises and I will donate $1 million to the orphanage homes in my city. Email: [email protected] or WhatsApp +18079072687.
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01.06.25 17:55
springthorpecameron5
After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths
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02.06.25 16:01
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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02.06.25 16:01
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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03.06.25 22:21
[email protected]
When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]
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06.06.25 18:43
jack67667766
Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at +44 736 644 5035.
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08.06.25 12:49
jack67667766
Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número +44 736 644 5035.
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09.06.25 19:49
garnierroux
CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/
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21.06.25 04:37
jamesgrant
The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493
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23.06.25 15:44
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] Capital Crypto Recover 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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23.06.25 15:44
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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.06.25 04:10
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:10
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:10
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:10
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:12
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:14
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:14
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:18
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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24.06.25 04:23
Beth Wilson
CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
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25.06.25 22:56
rennebrandon
I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/
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26.06.25 20:33
paulmargaret
Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams
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27.06.25 00:46
paulmargaret
Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams
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27.06.25 22:31
rennebrandon
I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/
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28.06.25 00:46
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR 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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28.06.25 00:46
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR 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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29.06.25 07:39
paulmargaret
Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams
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29.06.25 11:52
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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30.06.25 15:06
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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