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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!
-
12.11.25 09:37
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.11.25 19:01
peggy09
i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
-
13.11.25 20:05
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
-
13.11.25 20:05
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
-
13.11.25 22:51
ashley11
Recover All Lost Cryptocurrency From Scammers
-
13.11.25 22:52
ashley11
Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: +1 (7 7 3) 9 7 7 - 7 8 7 7 ,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL
-
13.11.25 23:36
daisy
i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
-
14.11.25 03:42
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
14.11.25 03:42
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
14.11.25 08:38
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
-
14.11.25 10:39
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
14.11.25 12:12
daisy
i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
-
14.11.25 15:07
caridad
Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.
-
14.11.25 18:33
justinekelly45
FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation. Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
-
14.11.25 20:56
juliamarvin
Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7
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15.11.25 12:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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15.11.25 14:39
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.11.25 14:39
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.11.25 15:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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15.11.25 15:52
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
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16.11.25 14:43
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.11.25 14:44
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.11.25 20:38
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
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17.11.25 03:24
johnny231
INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
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17.11.25 11:26
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.11.25 11:27
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.11.25 01:56
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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19.11.25 08:11
JuneWatkins
I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
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19.11.25 08:26
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
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19.11.25 08:27
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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19.11.25 16:30
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.11.25 16:30
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.11.25 15:55
mariotuttle94
HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices. Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
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21.11.25 10:56
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.11.25 10:56
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.11.25 04:41
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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22.11.25 22:04
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.11.25 22:04
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.11.25 22:05
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.11.25 03:34
Matt Kegan
SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
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23.11.25 09:54
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.11.25 18:01
mosbygerry
I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
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24.11.25 11:43
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.11.25 11:43
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.11.25 16:34
Mundo
I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
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25.11.25 05:15
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.11.25 13:31
mickaelroques52
CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
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25.11.25 13:31
mickaelroques52
I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
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26.11.25 18:18
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.11.25 18:20
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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27.11.25 10:56
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 10:56
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 20:04
deborah113
Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
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27.11.25 23:48
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 23:48
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.11.25 00:08
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
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28.11.25 11:15
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.11.25 11:15
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.11.25 11:43
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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28.11.25 11:43
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.11.25 20:37
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.12.25 12:27
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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01.12.25 12:27
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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01.12.25 23:45
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.12.25 23:45
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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02.12.25 02:21
donald121
In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
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02.12.25 15:05
Matt Kegan
Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
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03.12.25 09:22
tyrelldavis1
I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
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03.12.25 21:01
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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03.12.25 22:17
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 01:37
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 01:37
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 04:35
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 10:32
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 18:25
smithhazael
Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
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04.12.25 21:45
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 21:45
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.12.25 08:35
into11
The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
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05.12.25 08:48
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 01:44
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 01:48
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 10:36
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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06.12.25 10:36
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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06.12.25 10:39
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.12.25 10:42
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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07.12.25 08:43
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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08.12.25 02:17
liam
I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life
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08.12.25 09:07
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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09.12.25 00:18
swanky
For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
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09.12.25 01:01
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
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09.12.25 05:44
swanky
For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
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09.12.25 10:24
lane3215
It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
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09.12.25 10:25
lane3215
It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
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09.12.25 14:16
Matt Kegan
Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
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