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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!
-
22.06.26 21:51
kimberlyhebert786
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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24.06.26 01:25
Fraddy Pual
I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
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24.06.26 01:27
Fraddy Pual
I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
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24.06.26 01:28
Fraddy Pual
I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
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24.06.26 01:58
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
-
24.06.26 01:58
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
-
24.06.26 14:16
Universina da Mota
Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
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24.06.26 14:21
Elizabeth Thompson
If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
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24.06.26 15:33
Júlia Castro
If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
-
24.06.26 22:01
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
-
24.06.26 22:01
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
-
25.06.26 21:13
Emilie Safi
A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
-
25.06.26 21:25
Emilie Safi
So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
-
26.06.26 01:04
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
-
26.06.26 01:04
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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26.06.26 02:48
Miriam Rocha
I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
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26.06.26 02:52
Miško Bakić
I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
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26.06.26 02:56
Asunción Herrera
A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
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26.06.26 15:05
Riley Stephens
If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
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26.06.26 15:09
Antonio Riley
Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
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28.06.26 00:37
kimberlyhebertt673
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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28.06.26 00:37
kimberlyhebertt673
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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29.06.26 11:57
Lisadonato0726
For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
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29.06.26 22:37
riley777
Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
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30.06.26 15:08
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.06.26 15:08
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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02.07.26 01:22
Lieneke Bonnema
I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
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02.07.26 01:26
Clara Morin
I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
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02.07.26 01:31
Robin Hale
I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
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04.07.26 15:32
Fraddy Pual
There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
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05.07.26 14:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.07.26 14:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.07.26 16:20
Olga Ognjanović
Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
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06.07.26 16:31
Joseph Weigl
Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
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06.07.26 16:33
Jaran Løvlien
A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
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07.07.26 18:00
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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07.07.26 18:01
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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09.07.26 19:06
Toivo Walli
I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
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09.07.26 19:10
Misty Alexander
Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted recovery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
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09.07.26 19:13
Clara Soto
Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable recovery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
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12.07.26 03:30
Kora Baltacha
Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
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12.07.26 03:33
Pahal Mathew
It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
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13.07.26 23:49
[email protected]
One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])
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15.07.26 11:53
Sarah Green
Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm
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15.07.26 11:58
Lily Gagné
I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.
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16.07.26 21:38
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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16.07.26 21:38
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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17.07.26 19:24
laimqq90
I recommend Marie when it comes to recovering lost/stolen ust/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only * ([email protected] and WhatsApp +1 7127594675 successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
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17.07.26 20:12
martinsjude080
Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam
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18.07.26 17:12
Malthe Larsen
My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm
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18.07.26 17:42
پریا رضایی
OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm
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18.07.26 17:46
Adem Akışık
I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146
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18.07.26 23:51
bernalzenaida
WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.
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19.07.26 04:10
Fraddy Pual
I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:54
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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30.07.26 00:04
Ahmed
A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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30.07.26 17:27
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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30.07.26 17:27
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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31.07.26 16:21
rssllhrnsb
I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
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01.08.26 15:05
keithwilson9899
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01.08.26 15:05
keithwilson9899
ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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03.08.26 20:05
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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03.08.26 20:06
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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04.08.26 11:05
Kisnoles
Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
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04.08.26 12:37
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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04.08.26 12:37
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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06.08.26 08:11
ROMMYHENDERSON344
All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job
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06.08.26 13:56
lydiassmith567
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06.08.26 13:56
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.08.26 03:43
raymont0714
I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
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12.08.26 16:37
rssllhrnsb
I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
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16.08.26 01:44
Matt Kegan
CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
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18.08.26 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.08.26 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.08.26 14:50
BAYER7043
My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
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20.08.26 11:32
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 WhatsApp 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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20.08.26 11:32
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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.08.26 20:02
leslieyee
Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
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25.08.26 13:44
lydiassmith567
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25.08.26 13:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
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30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
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01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
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01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
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02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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04.09.26 21:51
Kovengray
Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
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05.09.26 21:38
[email protected]
I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
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09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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09.09.26 23:22
Fraddy Pual
Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
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11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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15.09.26 03:35
elioduncan
I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
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15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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