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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:

  1. World (Мир) — корневая сущность, описывающая параметры целого мира (размер, климатические настройки, сезон и т.д.).

  2. WorldCell (Ячейка мира) — единица поверхности (или объёма) нашего мира с информацией о высоте, широте/долготе, климате и т.д.

  3. Soil (Почва) — содержит данные о типе почвы, её влажности, кислотности, текстуре и т.д.

  4. 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:

  1. Координаты и высота. Каждая ячейка “знает” своё место на карте: поля position.x, position.y, position.z.

  2. Широта и долгота. Это классический географический подход: нам важно понимать, где конкретно находится ячейка относительно “глобуса”.

  3. Почва (Soil). У каждой ячейки есть только одна почва (@OneToOne). Мы делаем cascade: true, чтобы автоматически сохранять почву вместе с ячейкой.

  4. Ресурсы (Resource[]). В одной ячейке может быть множество ресурсов — уголь, рыба, золото... Всё зависит от вашей фантазии (и реалистичности).

  5. Климат. Здесь заложена вся погода ячейки: температура, влажность, осадки и т.д. А поле weatherCondition вроде “sunny” или “storm” добавляет капельку атмосферы.

  6. 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!).

  7. 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:

  1. quantity: сколько ещё осталось “угля/рыбы/и т.д.”? Если ресурс невозобновляемый, мы можем уменьшать это значение и в итоге отметить ресурс как “исчерпан”.

  2. quality: на одном участке можно найти “высококачественную руду” (quality ≈ 0.9) или “не очень” (quality ≈ 0.2). Это влияет на эффективность добычи.

  3. isRenewable и regenerationRate: логика возобновляемых ресурсов (например, лес или рыба), где со временем запасы восстанавливаются.

  4. 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:

  1. Мир (World), хранящий глобальные параметры и коллекцию ячеек.

  2. Ячейки (WorldCell), каждая из которых знает свою позицию, биом, климат и содержит ссылку на почву (Soil) и ресурсы (Resource[]).

  3. Почва (Soil), которая описывает химические и физические свойства грунта.

  4. 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

  1. Проверка размера: если мир слишком большой (более двух миллионов ячеек), выбрасываем ошибку. Это пример простой валидации, чтобы обезопасить сервер от чрезмерной нагрузки.

  2. 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.

  3. 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:

4951744d6d1147020fead6eb909d3298.png

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:

  1. Хранить и загружать тренировочные данные.

  2. Создавать или загружать модель (слои, веса).

  3. Обучать модель (метод trainModel()).

  4. 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:

  1. Загружаем датасет (если файл training-data.json существует).

  2. Ищем модель model.json и веса weights.bin в modelFolder. Если найдены — загружаем, если нет — создаём новую архитектуру.

  3. Компилируем модель — указываем оптимизатор, функцию потерь (loss) и т.д.

  4. Если уже были тренировочные данные, можем сразу вызвать trainModel(). В примере этот вызов закомментирован, но логика показана.

  5. 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();
}

  1. Преобразуем массивы inputs/outputs в тензоры (tf.tensor2d).

  2. 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).

  3. 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);
    });
  }
}

  1. Когда новый клиент подключается, он передаёт параметр worldId в client.handshake.query.

  2. Валидируем worldId.

  3. Если loadedWorld ещё не загружен (первый клиент), берём из базы мир c заданным id (и грузим связанные сущности: ячейки, почву, ресурсы).

  4. Запускаем все интервалы (симуляцию, прогноз погоды, обучение AI, сохранение ячеек).

  5. 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:

    1. predictWeather(cell, this.loadedWorld) возвращает массив из 5 чисел (0..1).

    2. Преобразуем обратно в «реальные» величины (умножаем, например, на 50 для температуры, на 100 для влажности и т.д.).

    3. Обновляем cell.climate, чтобы игроки (или симуляция) видели «изменившуюся» погоду.

startAiTrainingInterval()

  • Каждые 5 минут:

    1. Проверяем, есть ли хоть какие-то примеры в trainingData.

    2. Вызываем trainModel() — модель обучается прямо «на лету», используя накопленные данные.

    3. (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:

    1. Формируем input (35 чисел, нормализованных).

    2. Формируем output — текущие значения температуры, влажности и т.д., но уже отнормированные.

    3. 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

  1. AiService — это место, где живут методы работы с нейронной сетью: создание/загрузка модели, обучение, предсказание.

  2. WorldGateway поднимает WebSocket-сервер и регулярно вызывает нужные методы:

    • Обновляет время (simulationInterval).

    • Применяет ИИ-прогноз (simulationWeatherInterval).

    • Обучает модель (simulationTrainingInterval).

    • Сохраняет изменения в БД (saveCellsInterval).

  3. Каждый клиент, подключившись по сокету, получает текущее состояние мира (worldUpdate). А при каждом «тике» и других событиях мы снова рассылаем обновлённые данные.

Таким образом, всё завязано в один цикл: симуляция → сбор данных → обучение → прогноз → обновление ячеек → сохранение → и снова симуляция. Это позволяет нашим сущностям (ям, почвам, биомам и т.д.) постоянно изменяться и «учиться на собственном опыте», делая мир «живым».

Фронтенд

Развернули реакт, создали папку для компонентов закинули туда это

// src/components/PhaserWorldMap.jsx
import React, { useEffect, useRef } from "react";
import Phaser from "phaser";

function PhaserWorldMap({ world }) {
  const phaserRef = useRef(null);
  const gameRef = useRef(null);

  // 1. Создаём Phaser Game **один раз** (при первом рендере).
  useEffect(() => {
    if (!phaserRef.current) return; // иногда бывает null при первом проходе
    if (gameRef.current) return; // уже создано

    const MainScene = new Phaser.Scene("MainScene");

    MainScene.preload = function () {
      // Загрузить ассеты, если нужны
    };

    MainScene.create = function () {
      // При первом создании сцены рисуем «стартовое» состояние карты
      this.drawMap(world);
    };

    // Допустим, напишем метод "drawMap" внутри сцены (ниже покажу пример)
    MainScene.drawMap = function (worldData) {
      // Очистить предыдущую графику, если есть
      this.children.removeAll();

      const cellSize = 32;

      worldData.cells?.forEach((cell) => {
        const xPix = cell.position.x * cellSize;
        const yPix = cell.position.y * cellSize;

        // Цвет - упрощённо
        const color = cell.isWater ? 0x0000ff : 0x228b22;

        const graphics = this.add.graphics();
        graphics.fillStyle(color, 1);
        graphics.fillRect(xPix, yPix, cellSize, cellSize);

        // (необязательно) Нарисовать "resourceType" как букву
        if (cell.resources && cell.resources.length > 0) {
          const resourceLetter = cell.resources[0].type[0] || "R";
          this.add.text(xPix + 8, yPix + 8, resourceLetter, {
            color: "#000000",
            fontSize: "16px",
          });
        }
      });
    };

    const config = {
      type: Phaser.AUTO,
      width: world.width * 32,
      height: world.height * 32,
      parent: phaserRef.current,
      scene: MainScene,
      backgroundColor: "#222222",
    };

    gameRef.current = new Phaser.Game(config);
  }, [world]);
  // Обратите внимание, иногда стоит [] (пусто),
  // если точно не хотим пересоздавать,
  // но можно оставить [world],
  // тогда нужно аккуратно не пересоздавать Game,
  // а лишь обновлять.

  // 2. «Обновляем» сцену при изменении "world"
  useEffect(() => {
    if (!gameRef.current) return;
    const scene = gameRef.current.scene.getScene("MainScene");
    if (!scene || !scene.drawMap) return;

    // Вызовем scene.drawMap(world)
    // (не пересоздавая саму сцену!).
    scene.drawMap(world);
  }, [world]);

  return (
    <div style={{ width: "fit-content", margin: "0 auto" }}>
      <div ref={phaserRef} />
    </div>
  );
}

export default PhaserWorldMap;

В App.jsx вызвали

// src/App.jsx
import React, { useEffect, useState } from "react";
import "./App.css";
import PhaserWorldMap from "./components/PhaserWorldMap";

// 1) Импорт socket.io-client (или другой WebSocket-библиотеки)
import { io } from "socket.io-client";

function App() {
  const [worldData, setWorldData] = useState(null);

  // Пример базовых полей, которые хотим отобразить в "шапке"
  // Можно расширять (averageTemperature, dayLength и т.д.)
  const [worldStats, setWorldStats] = useState({
    name: "",
    width: 0,
    height: 0,
    seaLevel: 0,
    currentSeason: "",
    startDate: "",
    currentDate: "",
  });

  useEffect(() => {
    // 2) Подключаемся к бэкенду по REST, чтобы первоначально получить мир /api/worlds/2
    fetch("/api/worlds/2")
      .then((response) => response.json())
      .then((data) => {
        setWorldData(data);
        // Сохраним часть полей в worldStats:
        setWorldStats({
          name: data.name,
          width: data.width,
          height: data.height,
          seaLevel: data.seaLevel,
          currentSeason: data.currentSeason,
          startDate: data.startDate,
          currentDate: data.currentDate,
        });
      })
      .catch((error) => {
        console.error("Ошибка при загрузке мира:", error);
      });

    // 3) Настраиваем подключение к WebSocket / Socket.io
    // Допустим, наш бэкенд работает на http://localhost:100000
    const socket = io("http://localhost:3000", {
      // Если нужно, прокиньте параметры cors, auth, path и т.д.
      query: { worldId: 2 },
    });

    // 4) Подписываемся на события от сервера
    socket.on("connect", () => {
      console.log("Socket connected!", socket.id);
      // Можно что-то отправить на сервер, если нужно
      // socket.emit("getWorldUpdates", { worldId: 2 });
    });

    socket.on("worldUpdate", (updatedWorld) => {
      console.log("Received worldUpdate:", updatedWorld);
      // Допустим, сервер шлёт обновлённое состояние мира
      setWorldData(updatedWorld);
      setWorldStats({
        name: updatedWorld.name,
        width: updatedWorld.width,
        height: updatedWorld.height,
        seaLevel: updatedWorld.seaLevel,
        currentSeason: updatedWorld.currentSeason,
        startDate: updatedWorld.startDate,
        currentDate: updatedWorld.currentDate,
      });
    });

    socket.on("disconnect", () => {
      console.log("Socket disconnected");
    });

    // 5) Чистим ресурсы при размонтировании
    return () => {
      socket.disconnect();
    };
  }, []);

  return (
    <div className="App">
      <header>
        <h1>World: {worldStats.name}</h1>
        <ul>
          <li>Width: {worldStats.width}</li>
          <li>Height: {worldStats.height}</li>
          <li>Sea level: {worldStats.seaLevel}</li>
          <li>Season: {worldStats.currentSeason}</li>
          <li>Start Date: {new Date(worldStats.startDate).toLocaleString()}</li>
          <li>
            Current Date: {new Date(worldStats.currentDate).toLocaleString()}
          </li>
        </ul>
      </header>

      {/* Отрисовываем карту, если данные мира загружены */}
      {worldData ? (
        <PhaserWorldMap world={worldData} />
      ) : (
        <p>Loading world...</p>
      )}
    </div>
  );
}

export default App;

Лично я с первой итерации получил training-data.json размером в 57600 данных

Код очень сырой, так как много времени и сил было потрачено на разработку и первоначальную архитектуру проекта, в следующей части мы уже полностью углубимся в обучение, дообучение, модели научим ее работать с еще большими данными и факторами и возможно (даже скорее всего) докачаем наши методы которые точно ждут нашего ИИ.

В написании статьи помогал ChatGPT, надеюсь вам было не утомительно! И очень интересно. Ниже я предоставлю пример работы ИИ на данном этапе и будем закругляться!

ВНИМАНИЕ! Ниже я предоставлю 2 json, вы можете их ПРОПУСТИТЬ, так как я ниже напишу нормальный (более понятный, на человеческом) отчет

Входные данные мира

{
  "id": 2,
  "name": "MiniWorld",
  "width": 30,
  "height": 20,
  "seaLevel": 0,
  "startDate": "2025-01-01T00:00:00.000Z",
  "currentDate": "2025-01-11T10:57:00.000Z",
  "dayLength": 24,
  "yearLength": 365,
  "axialTilt": 23.5,
  "averageTemperature": 15,
  "currentSeason": "SPRING",
  "cells": [
    {
      "id": 101,
      "position": {
        "x": 0,
        "y": 0,
        "z": 0
      },
      "latitude": -90,
      "longitude": -180,
      "climate": {
        "humidity": 0.5,
        "windSpeed": 5,
        "temperature": 0,
        "cloudCoverage": 0.3,
        "precipitation": 50,
        "dayTemperature": 5,
        "nightTemperature": -5,
        "weatherCondition": "sunny"
      },
      "elevation": 0,
      "isWater": false,
      "biome": "BEACH",
      "soil": {
        "id": 101,
        "type": "SANDY",
        "fertility": 0.67765948444575,
        "humidity": 0.5,
        "pH": 7,
        "position": {
          "x": 0,
          "y": 0,
          "z": 0
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 101,
          "type": "MINERALS",
          "quantity": 220.05513249290865,
          "quality": 0.8039897245442311,
          "position": {
            "x": 0,
            "y": 0,
            "z": 0
          },
          "depth": 0,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },
    {
      "id": 102,
      "position": {
        "x": 1,
        "y": 0,
        "z": -69.54081361897903
      },
      "latitude": -90,
      "longitude": -168,
      "climate": {
        "humidity": 0.5048159625083585,
        "windSpeed": 5,
        "temperature": 0.6954081361897906,
        "cloudCoverage": 0.3,
        "precipitation": 50.48159625083585,
        "dayTemperature": 5.695408136189791,
        "nightTemperature": -4.304591863810209,
        "weatherCondition": "sunny"
      },
      "elevation": -69.54081361897903,
      "isWater": true,
      "biome": "OCEAN",
      "soil": {
        "id": 102,
        "type": "SANDY",
        "fertility": 0.48918544536173497,
        "humidity": 0.5048159625083585,
        "pH": 7,
        "position": {
          "x": 1,
          "y": 0,
          "z": -69.54081361897903
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 102,
          "type": "OIL",
          "quantity": 186.75966337990002,
          "quality": 0.8311845992885536,
          "position": {
            "x": 1,
            "y": 0,
            "z": -69.54081361897903
          },
          "depth": 69.54081361897903,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },
    {
      "id": 103,
      "position": {
        "x": 2,
        "y": 0,
        "z": -92.98645625300959
      },
      "latitude": -90,
      "longitude": -156,
      "climate": {
        "humidity": 0.5310527234411956,
        "windSpeed": 5,
        "temperature": 0.9298645625300956,
        "cloudCoverage": 0.3,
        "precipitation": 53.105272344119555,
        "dayTemperature": 5.929864562530096,
        "nightTemperature": -4.070135437469904,
        "weatherCondition": "sunny"
      },
      "elevation": -92.98645625300959,
      "isWater": true,
      "biome": "OCEAN",
      "soil": {
        "id": 103,
        "type": "SANDY",
        "fertility": 0.33888396602334475,
        "humidity": 0.5310527234411956,
        "pH": 7,
        "position": {
          "x": 2,
          "y": 0,
          "z": -92.98645625300959
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 103,
          "type": "OIL",
          "quantity": 139.28842001806015,
          "quality": 0.5089263989828476,
          "position": {
            "x": 2,
            "y": 0,
            "z": -92.98645625300959
          },
          "depth": 92.98645625300959,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },
    {
      "id": 104,
      "position": {
        "x": 3,
        "y": 0,
        "z": -102.03005240794396
      },
      "latitude": -90,
      "longitude": -144,
      "climate": {
        "humidity": 0.5366057027666208,
        "windSpeed": 5,
        "temperature": 1.0203005240794383,
        "cloudCoverage": 0.3,
        "precipitation": 53.66057027666208,
        "dayTemperature": 6.020300524079438,
        "nightTemperature": -3.9796994759205617,
        "weatherCondition": "sunny"
      },
      "elevation": -102.03005240794396,
      "isWater": true,
      "biome": "OCEAN",
      "soil": {
        "id": 104,
        "type": "SANDY",
        "fertility": 0.3864691360492472,
        "humidity": 0.5366057027666208,
        "pH": 7,
        "position": {
          "x": 3,
          "y": 0,
          "z": -102.03005240794396
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 104,
          "type": "OIL",
          "quantity": 68.8677749036174,
          "quality": 0.6309700930634006,
          "position": {
            "x": 3,
            "y": 0,
            "z": -102.03005240794396
          },
          "depth": 102.03005240794396,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },

То, что я получил 

{
  "id": 2,
  "name": "MiniWorld",
  "width": 30,
  "height": 20,
  "seaLevel": 0,
  "startDate": "2025-01-01T00:00:00.000Z",
  "currentDate": "2025-01-11T10:57:00.000Z",
  "dayLength": 24,
  "yearLength": 365,
  "axialTilt": 23.5,
  "averageTemperature": 15,
  "currentSeason": "SPRING",
  "cells": [
    {
      "id": 101,
      "position": {
        "x": 0,
        "y": 0,
        "z": 0
      },
      "latitude": -90,
      "longitude": -180,
      "climate": {
        "humidity": 0.4709193017333746,
        "windSpeed": 4.722989350557327,
        "temperature": 0.15460985014215112,
        "cloudCoverage": 0.31382104754447937,
        "precipitation": 47.45621085166931,
        "dayTemperature": 5,
        "nightTemperature": -5,
        "weatherCondition": "sunny"
      },
      "elevation": 0,
      "isWater": false,
      "biome": "BEACH",
      "soil": {
        "id": 101,
        "type": "SANDY",
        "fertility": 0.67765948444575,
        "humidity": 0.5,
        "pH": 7,
        "position": {
          "x": 0,
          "y": 0,
          "z": 0
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 101,
          "type": "MINERALS",
          "quantity": 220.05513249290865,
          "quality": 0.8039897245442311,
          "position": {
            "x": 0,
            "y": 0,
            "z": 0
          },
          "depth": 0,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },
    {
      "id": 102,
      "position": {
        "x": 1,
        "y": 0,
        "z": -69.54081361897903
      },
      "latitude": -90,
      "longitude": -168,
      "climate": {
        "humidity": 0.6216044072061777,
        "windSpeed": 4.757331684231758,
        "temperature": 0.9571045637130737,
        "cloudCoverage": 0.3122412860393524,
        "precipitation": 61.863261461257935,
        "dayTemperature": 5.695408136189791,
        "nightTemperature": -4.304591863810209,
        "weatherCondition": "sunny"
      },
      "elevation": -69.54081361897903,
      "isWater": true,
      "biome": "OCEAN",
      "soil": {
        "id": 102,
        "type": "SANDY",
        "fertility": 0.48918544536173497,
        "humidity": 0.5048159625083585,
        "pH": 7,
        "position": {
          "x": 1,
          "y": 0,
          "z": -69.54081361897903
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 102,
          "type": "OIL",
          "quantity": 186.75966337990002,
          "quality": 0.8311845992885536,
          "position": {
            "x": 1,
            "y": 0,
            "z": -69.54081361897903
          },
          "depth": 69.54081361897903,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },
    {
      "id": 103,
      "position": {
        "x": 2,
        "y": 0,
        "z": -92.98645625300959
      },
      "latitude": -90,
      "longitude": -156,
      "climate": {
        "humidity": 0.6704418919980526,
        "windSpeed": 4.765862599015236,
        "temperature": 1.201796717941761,
        "cloudCoverage": 0.3118155002593994,
        "precipitation": 66.00560545921326,
        "dayTemperature": 5.929864562530096,
        "nightTemperature": -4.070135437469904,
        "weatherCondition": "sunny"
      },
      "elevation": -92.98645625300959,
      "isWater": true,
      "biome": "OCEAN",
      "soil": {
        "id": 103,
        "type": "SANDY",
        "fertility": 0.33888396602334475,
        "humidity": 0.5310527234411956,
        "pH": 7,
        "position": {
          "x": 2,
          "y": 0,
          "z": -92.98645625300959
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 103,
          "type": "OIL",
          "quantity": 139.28842001806015,
          "quality": 0.5089263989828476,
          "position": {
            "x": 2,
            "y": 0,
            "z": -92.98645625300959
          },
          "depth": 92.98645625300959,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },
    {
      "id": 104,
      "position": {
        "x": 3,
        "y": 0,
        "z": -102.03005240794396
      },
      "latitude": -90,
      "longitude": -144,
      "climate": {
        "humidity": 0.6817700807005167,
        "windSpeed": 4.767860844731331,
        "temperature": 1.2995658442378044,
        "cloudCoverage": 0.31171512603759766,
        "precipitation": 67.01587438583374,
        "dayTemperature": 6.020300524079438,
        "nightTemperature": -3.9796994759205617,
        "weatherCondition": "sunny"
      },
      "elevation": -102.03005240794396,
      "isWater": true,
      "biome": "OCEAN",
      "soil": {
        "id": 104,
        "type": "SANDY",
        "fertility": 0.3864691360492472,
        "humidity": 0.5366057027666208,
        "pH": 7,
        "position": {
          "x": 3,
          "y": 0,
          "z": -102.03005240794396
        },
        "organicMatter": 0.05,
        "texture": "loose",
        "color": "brown",
        "erosionLevel": 0
      },
      "resources": [
        {
          "id": 104,
          "type": "OIL",
          "quantity": 68.8677749036174,
          "quality": 0.6309700930634006,
          "position": {
            "x": 3,
            "y": 0,
            "z": -102.03005240794396
          },
          "depth": 102.03005240794396,
          "isRenewable": false,
          "regenerationRate": 0,
          "usedUpAt": null
        }
      ]
    },

Сравнения начало 11 января 5 утра попросили предсказать погоду через час

Ячейка 101

Biome: BEACH

isWater: false // не вода

До (примерные значения)

Влажность (humidity): 0.50

Скорость ветра (windSpeed): 5.0

Температура (temperature): 0.0

Облачность (cloudCoverage): 0.30

Осадки (precipitation): 50.0

После

Влажность (humidity): 0.4709193017333746

Скорость ветра (windSpeed): 4.722989350557327

Температура (temperature): 0.15460985014215112

Облачность (cloudCoverage): 0.31382104754447937

Осадки (precipitation): 47.45621085166931

Изменения

Влажность: 0.50 → 0.47 (снижение на ~0.03)

Скорость ветра: 5.00 → 4.72 (–0.28)

Температура: 0.00 → 0.15 (+0.15)

Облачность: 0.30 → 0.31 (+0.014)

Осадки: 50.00 → 47.46 (–2.54)

Заключение

Спасибо всем, кто дочитал до конца, если у вас есть желание писать код со мной, или вносить свои идеи в проект, пишите об этом, в целом статьи такого рода я никогда не писал и научного прежде не делал в своей работе, поэтому я буду рад услышать какой-то фидбэк по статье и конструктивную критику :) Если будет желающие помочь с проектом или как то в нем поучаствовать, дайте знать залью на GitLab xD

Поддержать проект

Этот проект — моя страсть, и я вкладываю в него всё своё время и силы. Если вам нравится то, что я делаю, и вы хотите поддержать развитие виртуальной вселенной, вы можете сделать это через:

USDT (TRC-20): TLAUmEiqEoJoXGHu6MwouNXQ3VPfAH7PqG

VISA: 4278310027661388 NIKOLAY KUZIYEV

MASTERCARD: 5397170000110891 NIKOLAY KUZIYEV

Ваша поддержка поможет мне уделять больше времени проекту и делиться с вами новыми достижениями!

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  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

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  • 07.03.25 15:18 Ariduk

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  • 08.03.25 04:42 andreassenhedda

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  • 10.03.25 18:18 springwilli

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  • 10.03.25 20:19 wendytaylor015

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  • 12.03.25 05:35 cholevasaca

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  • 14.03.25 21:40 adelfinalongo

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  • 15.03.25 00:29 irenmroma

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  • 17.03.25 15:23 Charlesagrimes

    Running the small business was hard enough in itself without having to suffer such stress as loss of access to a Bitcoin wallet. I had put $532,000 into Bitcoin for my business in case of emergencies, but one day, the wallet was nowhere to be seen. I had trusted it to my friend while he managed my financials, little knowing he would prove less than trustworthy. I couldn't envision the gut-wrenching feeling coupled with a great feeling of folly for having placed so much trust in someone else's hands. I could not believe my eyes to see that all of my digital fortune was gone. Literally, every second of my busy day froze in disbelief as I tried to conceive the loss. I remembered the hours I had put into building my business, securing my investments, and planning for the future. Now, I was staring at an empty wallet that once held my safety net. This hit me hard-not only had I lost $532,000, but the betrayal hurt further because it came from someone I considered reliable. The emotional toll was huge, and this financial hit could cripple my business. In the midst of my despair, I knew I had to act fast. I went online, searching everywhere for a solution through which I could get back in control of my finances. That is where I came across Digital resolution services. I knew them for recovery related to lost crypto, but also somehow skeptical. At that point, it looked like I had nothing left to lose. I reached out, and with our very first conversation, I gained the impression that they did understand my situation. Their team was nothing short of extraordinary. They approached my case with professionalism and empathy, meticulously explaining the recovery process in clear, simple terms that alleviated some of my anxiety. They set realistic expectations while promising to do everything possible to retrieve my funds. Over the next several weeks, they worked tirelessly, employing advanced blockchain forensic techniques and sophisticated tracking tools that I’d never even heard of before. It kept me informed with constant updates and gave me hope in this desperate time. Finally, it came-the day Digital resolution services recovered my lost Bitcoin. Relief overwhelmed me, and it wasn't all about the money but control and self-trust in my financial future. This experience taught me the most valuable lesson: never lose control over your own financial security and never put blind trust in anyone. With Digital resolution services, I recovered not only my $532,000 but also learned how to protect my assets better in the future. Contact Digital Resolution Services: Email: digitalresolutionservices (@) myself. c o m WhatsApp: +1 (361) 260-8628 Stay protected Charles agrimes

  • 18.03.25 23:49 lindaspringer311

    My name is Linda Springer, and I am part of an ultra-high-net-worth family in the United Kingdom. Managing our wealth has always been a top priority, and I’ve always looked for opportunities to grow and diversify our investments. When I was introduced to an offshore banking investment program called Market Fund, it seemed like the perfect opportunity to enhance our portfolio. The program promised impressive returns, and with professional advisors and seemingly legitimate documentation, I felt confident that it was a secure investment. However, my trust in Market Fund quickly proved to be misplaced. Initially, everything seemed to go smoothly. Reports showed strong growth, and I was reassured by the continuous updates from the program’s advisors. But when I tried to withdraw my funds, everything took a sharp turn. The Market Fund website became unresponsive, and all my attempts to reach the advisors through emails and phone calls went unanswered. It was then that I realized I had fallen victim to a scam, and the £60,000 I had invested was gone. Feeling devastated and unsure of what to do next, I turned to a friend I had met at a club called The Vault. During one of our conversations, Alex, a fellow club-goer, mentioned how Rapid Digital Recovery had helped them recover funds from a similar fraudulent scheme. Intrigued by their success story, I decided to reach out to Rapid Digital Recovery....Whatsapp: +1 4 14 80 71 4 85.. hoping they could help me recover my money as well. From the moment I contacted them, the team at Rapid Digital Recovery took immediate action. They began investigating the scam and used advanced technology to trace the origins of Market Fund. Through their efforts, they uncovered a network of fake websites and shell companies that had been designed to deceive investors like myself. Thanks to their persistence and expertise, Rapid Digital Recovery successfully recovered the £60,000 I had lost.....Email: rapid digital recovery (@) execs. com.. Not only did they restore my financial security, but they also exposed the fraudulent operation behind Market Fund, preventing others from falling victim to the same scam. While the experience was incredibly stressful, it served as an important reminder of the need for due diligence and professional oversight when dealing with offshore investments. I am incredibly grateful to Rapid Digital Recovery for their support, expertise, and determination in recovering my funds. Telegram: h t t p s: // t. me /Rapiddigitalrecovery1

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  • 20.03.25 19:34 ysabelbristol

    I am YSABEL, a medical student living with my grandmother. For the past few years, I’ve been diligently saving my grandmother’s money to ensure she has a comfortable and secure future. I invested over $40,000 into an online platform, which promised significant returns. After completing several steps, they told me that to withdraw the money, I needed to make another payment of $73,000. As a medical student, my time is already stretched thin, and managing my grandmother’s finances on top of my studies was overwhelming. That's when a costudent, who had gone through a similar experience, recommended MUYERN TRUST HACKER. Initially, I was skeptical. After all, how could anyone help me recover the money I had already lost to such a sophisticated scam? But after reaching out to them, I quickly realized I was in good hands. From the very first conversation, the team at MUYERN TRUST HACKER was professional, compassionate, and knowledgeable. They understood the gravity of my situation and took the time to thoroughly review all the details of my case. They explained the recovery process clearly, step by step, and assured me that they would work tirelessly to help recover the funds I had lost. Their expertise in dealing with online fraud was evident, and for the first time in weeks, I felt a sense of hope that I could regain control over this situation. The recovery process wasn’t immediate, and there were moments of uncertainty, but MUYERN TRUST HACKER remained dedicated and persistent. As someone who has been working hard to save and protect my grandmother’s money, it was devastating to feel like I might lose everything to a scam. But MUYERN TRUST HACKER gave me the support, expertise, and guidance I needed to recover what was lost. I’m deeply grateful for their help, and I now have a renewed sense of hope that I can protect my grandmother’s future. If you find yourself in a similar situation, feeling trapped and overwhelmed by a fraudulent company, I highly recommend MUYERN TRUST HACKER. (Whats A p p at + 1 (440) (335) (0205)  Their team provides real solutions, and their professionalism and dedication were a lifeline for me during a very difficult time. Thanks to them, I feel confident that I can move forward and continue to protect my grandmother’s savings. Alternatively, contact their tele gram also if you need immediate attention at muyerntrusthackertech.

  • 21.03.25 21:19 carmenbeechum643

    (Telegram: https:// t. me/Pro_ Wizard_ Gilbert_ Recovery) Email (pro wizard gilbert recovery (@) engineer. com) I never imagined I would fall victim to a cryptocurrency scam, but that's exactly what happened. My name is [Carmen Beechum, and I invested $500,000 into what | believed was a legitimate trading platform. Everything appeared professional-the website was well-designed, customer service was responsive, and my trading account even showed promising returns.It all seemed too good to be false.However, when I attempted to withdraw my funds, I was met with endless delays and excuses. First, they claimed there were technical issues, then they needed additional verification, and finally, they requested a release fee before processing my withdrawal. Despite complying with their demands, my account was eventually frozen, and all communication from the platform ceased. That's when reality hit me—l had been scammed out of half a million dollars. Desperate to find a way to recover my money, I searched online for solutions. That's when I came across PRO WIZARD GIlBERT RECOVERY, a company dedicated to helping victims of online financial fraud. At first, I was skeptical-after all, I had already been deceived once, and the last thing I wanted was to fall for another scam. But after speaking with their team and reviewing their success stories, I decided to take a chance.Their experts immediately got to work, using advanced blockchain forensics and investigative tools to trace my stolen funds. WhatsApp: +1 (920) 408‑1234 They identified the fraudulent wallets where my money had been transferred and collaborated with financial institutions and law enforcement agencies to take action. Thanks to their persistence and expertise, they were able to freeze the scammers' accounts and successfully recover my $500,000. What seemed like a devastating loss turned into a remarkable recovery. I am incredibly grateful to PRO WIZARD GIlBERT RECOVERY for not only retrieving my funds but also restoring my peace of mind. My experience serves as a warning to others-always be cautious with online investments, but if you ever become a victim, know that recovery is possible with the right experts on your side.

  • 22.03.25 14:13 [email protected]

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  • 23.03.25 12:24 maryjul75

    There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!

  • 23.03.25 22:01 joaneldnde

    The ground trembled like a nervous intern on espresso shots. One minute, I was monitoring my geothermal Bitcoin miners, humming in harmony with Iceland's most unpredictable volcano. Next? An eruption painted the sky gray with ash, raining destruction like an out-of-control blockchain fork. Power cables flickered out. Servers turned into abstract-art pieces. And my wallet with $460,000 worth of mining revenue fried faster than a motherboard in a tidal wave of lava. I was knee-deep in volcanic mud, clutching the charred wallet, wondering if the universe had a vendetta against renewable energy. For weeks, I’d played geothermal gambler, harnessing Earth’s anger to mine crypto. Now, Mother Nature had countered with a literal power move. My wallet’s backups? Corrupted by ash-clogged drives. My cold storage? Warmer than a freshly erupted fissure. Even the volcanologists on my team shrugged. “We predict lava, not ledger errors,” one said, handing me a business card signed at the edges. “Try these Cyber Constable Intelligence. They’ve fixed crypto in weird places.” Cyber Constable Intelligence phoned on the first ring. Cyber Constable Intelligence saved not just crypto. They demonstrated that even the fury of nature cannot surpass human tenacity. My operation now operates robustly, excavating coins with Earth's anger and a backup generator sufficient to run a small glacier. The volcano? Still grumbling. My wallet? Locked inside a fireproof safe, as irony bites sharper than an Icelandic winter. If your crypto somehow gets smothered beneath the pyroclastic ash of life, skip the freak-out. Call the Cybers. They'll dig through lava streams until your cash bubbles up to the surface. Just maybe set up your rigs a few miles closer to the crater next time. If you’re facing a similar problem I highly recommend contacting Cyber Constable Intelligence 📞 WhatsApp:+1 (2 5 2 ) 3 7 8 7 6 1 1 🌐 Website: www cyberconstableintelligence.com 📩 Telegram: https://t.me/cyberconstable

  • 23.03.25 22:18 [email protected]

    A few months ago, I stumbled upon a post about a cryptocurrency investment platform that I thought was a good idea for me to invest in crypto, I didn’t realize I was being catfished by the cryptocurrency investment manager who promised me huge returns on my investment. I lost my capital of $170,000 and interest without receiving any profits in return, I was devastated And I realized I had been scammed out of my cryptocurrency. I felt hopeless and didn’t know where to turn. i searched everywhere for a solution and That’s when my friend introduced me to a Crypto recovery platform Trust Geeks Hack Expert. At first, I was skeptical—after all, I had just been scammed—but Trust Geeks Hack Expert professionalism and transparency reassured me. They took the time to analyze my case, track my lost funds, and guide me through the recovery process. To my amazement, they successfully retrieved my stolen crypto! I can’t express how grateful I am to Trust Geeks Hack Expert team. Their expertise and dedication gave me a second chance. If you’ve been a victim of a crypto scam, don’t lose hope—Trust Geeks Hack Expert. is the real deal! for assistance, Email: [email protected] (TeleGram:: Trustgeekshackexpert) & what's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 24.03.25 10:03 Diegolola514gmail.com

    "I am incredibly grateful to Sylvester Bryant for his exceptional expertise and assistance in recovering my USDC funds, which were lost to a phishing scam. Thanks to his diligent efforts, he successfully retrieved €480,000 worth of USDC that I thought was gone forever. If you or anyone you know has fallen victim to a similar situation, I highly recommend reaching out to Sylvester for professional assistance. You can contact him via email at Yt7cracker@gmail. com or through WhatsApp/text message at +1 512 577 7957. He is truly a reliable and skilled professional in recovering assets from online scams."

  • 25.03.25 18:06 maryjul75

    Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/

  • 27.03.25 01:52 debrapavon89

    The moment my cold storage device flatlined, erasing $385,000 in Bitcoin I’d saved to launch a chain of zero-waste cafés, I became a ghost haunting my own life. I scrolled through forums until my eyes were streaming, trawling through threads filled with such mouthfuls as "irreversible blockchain entropy" and "cryptographic oblivion A Reddit thread finally revealed to me Cyber Constable Intelligence I reached out, the team at Cyber Constable Intelligence took immediate action. They began tracing the fraudulent car auction site and thoroughly investigating the scam. To my relief, after several weeks of hard work, Cyber Constable Intelligence successfully tracked down the scammers and recovered the full $385,000 I had lost. Their hard work allowed me to move on from this unfortunate experience, I highly recommend their services to anyone who has been affected by online fraud Reach out to their Info below WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com

  • 30.03.25 03:25 orrinharber

    The ad on X (formerly Twitter) popped up on my timeline one lazy Sunday afternoon. It was flashy, bold, and impossible to ignore. The headline read, “ONCE-IN-A-LIFETIME COMEDY EXTRAVAGANZA!” with a dazzling graphic of a stage lit up in neon lights. The caption said: “Kevin Hart, Ali Wong, Dave Chappelle, and a MYSTERY LEGENDARY COMEDIAN live in Vegas! Limited VIP tickets available. Don’t miss out!” The post had thousands of likes, retweets, and comments like, “This is going to be epic!” and “Already got my ticket!” It even had a blue checkmark next to the account name, which made it seem legit. I clicked the link, and it took me to a sleek website with a countdown timer and a list of sold-out ticket tiers. The only option left was a $125,000 VIP package, which promised front-row seats, backstage access, and a meet-and-greet with the comedians. I hesitated for a moment, but the fear of missing out got the better of me. I thought, When will I ever get a chance like this again? So, I entered my credit card details and hit “Purchase.” The confirmation email came through instantly, and I felt a rush of excitement. Little did I know, I’d just fallen for one of the most elaborate scams I’d ever encountered. Looking back, I should’ve noticed the red flags the overly pushy tone of the ad, the lack of reviews for the event, and the fact that no official accounts from the comedians promoted it. But in the moment, it all seemed so real.I had been swept up by the flashy ad, the excitement of the event, and the FOMO (fear of missing out) that made it seem like an opportunity I couldn’t let slip by. Everything about the ad screamed “exclusive” and “once-in-a-lifetime,” which was enough to convince me to take the plunge. Yet, as time went on and I tried to follow up on the event, I found there was no trace of it anywhere. There were no details, no event pages, and no mention from the comedians themselves. My heart sank as I realized I had been scammed.Thankfully, GRAYWARE TECH SERVICES helped me get my money back, but the experience was a hard lesson in online scams. I’ll never forget that ad on X the one that cost me $125,000 and a whole lot of pride. I learned the importance of being cautious online, checking for reviews, and looking for signs of authenticity before jumping into anything that seems too good to be true.You can reach GRAYWARE TECH SERVICES on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected])

  • 30.03.25 06:22 grace111

    I recommend Marie ([email protected] and WhatsApp: +1 7127594675) for recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment sites because they are very knowledgeable in the industry and will reimburse all of your money. I can say with confidence that she was the only one who was able to credit my account with $52,760 of the money that had gone missing, based on my prior transactions with them. She was the only one who could. Since they are the only ones that can fully return your missing funds to your account without any deductions, I sincerely appreciate their job and am recommending her to you today.

  • 31.03.25 11:00 maryjul75

    Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/

  • 02.04.25 23:16 frederickhandy

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  • 03.04.25 07:57 messijohn

    "XRP Stolen by Fake Trading Platform? Here’s How I Got Mine Back; I was scammed by a fake trading platform and lost my XRP, but thankfully, Sylvester Bryant helped me recover it. His expertise in asset recovery is unmatched, and I highly recommend him if you’ve been a victim of an online scam. You can reach out to Sylvester for professional assistance via: 📧 Email: Yt7cracker@gmail. com 📞 WhatsApp/Text: +1 (512) 577-7957 He’s trustworthy, skilled, and has helped many people recover their stolen crypto from various scams. Don’t hesitate to contact him if you need help!"

  • 03.04.25 10:58 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover

  • 03.04.25 10:58 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.04.25 09:49 mkihn634

    When my $870,000 Bitcoin investment was trapped in the crumbling ruins of an offshore exchange, I felt as if my financial future had been buried at sea. It was meant to be my safety net, a shield against life’s uncertainties, but now it seemed like nothing more than a digital ghost. Each news update about the exchange's insolvency hit me like a tidal wave, dragging my hope under. It was a sleepless night, scanning through horror stories in forums as other people were losing everything. I could see my dreams flying out the window. That is until a former client, who had weathered a similar storm, said GRAYWARE TECH SERVICES in a hushed but confident tone. "They are the best there is," he said. "They were like detectives and lawyers.". Desperation drove me to call them, and in the initial discussion, I knew I was dealing with experts who had experienced everything. Their legal experts were well-versed with international financial rules like the back of their hands. They deciphered the network of shell corporations and offshore locations quicker than I could update my email. Their technical team, no less relentless, followed the transaction trails with precision akin to a surgeon. What impressed me most was their thoroughness. Every update came with legal documentation so polished it looked fit for a courtroom. They liaised with authorities across borders, cutting through red tape with the precision of a seasoned diplomat. When obstacles arose, and they did, the team adapted without breaking stride. Their persistence became my anchor. Exactly 27 days after my initial call, I received an email that made my heart skip. My Bitcoin had been recovered and safely transferred to my new secure wallet. I stared at the screen, tears mixing with disbelief and relief. GRAYWARE TECH SERVICES not only retrieved my money but also restored my faith in getting finances. They guided me through the entire process of protecting my assets in this unstable world known as the online space. I now sleep soundly knowing that an impenetrable system shields my backside, thanks to their assistance. Their legal acumen is as sharp as their technological prowess. I owe my financial future to their tireless work. They truly are the guardians of the digital age. You can reach them on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected]) whatsapp (+18582759508)

  • 06.04.25 02:29 famousmullica

    BITCOIN SCAM RESTITUTION EXPERT CONTACT DUNAMIS CYBER SOLUTIONDeFi was going to be the future of finance, open, trustless, unstoppable. I was completely on board, planting yields like some kind of digital Johnny Appleseed. My collateral secured with Bitcoin was humming along on my favorite lending platform, earning me passive income while I slept. In came the flash loan attack. One moment, I had six figures securely staked. The next, my positions were liquidated at the speed of regret. My loans, my collateral, my well-thought-out portfolio, poof. Panic came faster than an Ethereum gas spike. I scanned Twitter, hoping it was FUD. Not a chance. Smart contract compromised. Funds stolen. The protocol team acted swiftly to do something, but damage was already done. I spent the next 24 hours jumping back and forth between desperation and denial before coming across a blog post called "DeFi Forensics: Tracing Exploited Funds in a Trustless World." The author? DUNAMIS CYBER SOLUTION. By then, I was willing to call in actual DUNAMIS CYBER SOLUTION if it would make me receive my money back. They responded faster than an MEV bot on a profitable trade. They'd seen it before, protocol exploits, flash loan tricks, liquidation spirals. They followed the stolen money as it bounced through mixers, DEXes, and illicit yield farms. Then the real magic: swapping with white-hat hackers who'd picked up a slice of drained liquidity. Yeah, it seems even crypto pirates have honor. I lingered in suspense for 12 torturous days, reloading the balance in my purse as if there was no tomorrow. And miracle of miracles. DUNAMIS CYBER SOLUTION recovered 90% of what was pilfered. In crypto parlance, it's like extricating from a crashed car and escaping with only a dented fender. I might have lost money, but in exchange, I gained something sweeter, experience-hardened nous. Now I farm returns, not regrets. I triple verify smart contract audits like my life depends on it. I diversify risk across platforms like a neurotic squirrel burying nuts. And when new DeFi platforms are providing "ungodly APYs", I laugh. Because if it smells like magic, it's probably just a rug pull waiting to happen. Lesson learned. Thanks, DUNAMIS CYBER SOLUTION. And what if another exploit ever falls into my hands? I know exactly whom to phone. [email protected] +13433030545 [email protected]

  • 06.04.25 11:30 maryjul75

    As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.

  • 07.04.25 11:16 Lindaporche5

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  • 07.04.25 11:16 Lindaporche5

    They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine  days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0  Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M  OR   SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G

  • 07.04.25 18:09 rashmiramesh

    I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.

  • 07.04.25 18:32 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 18:32 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 21:03 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08.04.25 03:00 natashaohnson

    Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable

  • 10.04.25 23:26 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.04.25 23:27 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 00:48 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 03:20 edwardoelliott6

    PROFESSIONAL MONEY RECOVERY AGENCY → FOLKWIN EXPERT RECOVERY. Hi, I’m sharing my ordeal today because I know many of you could be in the same situation, and I want to help you avoid the same mistake I made. A little over a month ago, I came across what seemed like an incredible deal for a movie streaming service. They promised all the latest movies, TV shows, and exclusive content for a very reasonable price. They were offering an annual subscription for just $39,000, which seemed like a great deal at the time when compared to some of the larger streaming services out there. I should’ve known something was off from the start. The website looked pretty legitimate, had professional graphics, and even customer reviews that were mostly positive. But there were no big, recognizable brand names behind it, and the service was claiming to have content from major studios, which raised a red flag I didn't fully process. Still, the deal was tempting, and after doing a quick search online (which, in hindsight, wasn’t thorough enough), I decided to go ahead and sign up. I paid the $39,000 upfront for the annual subscription, thinking that I was getting access to all the movies and shows I’d ever wanted. At first, everything seemed fine. I received an email confirming my subscription and even a receipt. But a few days later, when I went back to the site to browse content, I couldn’t get in. The site was down, and there was no way to contact anyone. I waited a few days, hoping it was just a technical issue. But then, I started doing some more research and realized that others had fallen victim to the same scam. The website had disappeared, and no one could find any trace of the company behind it. I was furious. I had just lost $39,000, and it seemed like there was no way to get it back. That's when I came across Folkwin Expert Recovery. They specialize in helping people recover funds from online scams like this. I was skeptical at first, but after reading reviews and seeing their success stories, I decided to give them a try. The team at Folkwin Expert Recovery was extremely professional. They asked for all the details about my transaction, including the payment method, and got to work right away. Within just a few days, I received updates from them, and eventually, they successfully recovered my $39,000. It felt like a huge weight was lifted off my shoulders. I honestly didn’t think it was possible to get my money back, but thanks to Folkwin Expert Recovery, I did. If you ever find yourself in a similar situation, I highly recommend reaching out to them. FOLKWINEXPERTRECOVERY(at)TECH-CENTER.C OM, TELEGRAM: @FOLKWIN_EXPERT_RECOVERY . They made the process simple and stress-free, and they delivered on their promises. Just remember to always be cautious when dealing with online subscriptions, especially if something feels too good to be true. Stay safe out there! Best Regards, Edward O. Elliott.

  • 11.04.25 08:10 Beatrice Gallagher

    I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.

  • 13.04.25 01:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 13.04.25 01:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 14.04.25 23:44 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.04.25 03:56 tylerkevin

    I discovered CheapCrypto net while searching for a cryptocurrency trading platform that promised lower fees and better arbitrage opportunities than the well-known Binance. Intrigued by the potential for profit, I decided to take a leap of faith and exchanged approximately $45,700.567 worth of USDC for Ethereum. Initially, everything seemed to be going smoothly, and I felt optimistic about my investment.However, when I attempted to transfer my newly acquired Ethereum to my main crypto wallet, I encountered a significant problem. The website repeatedly displayed a message saying, "Trying again…" but my funds remained stuck on CheapCrypto net. As the minutes turned into hours, panic set in. I began to realize that I might have fallen victim to scammers.Desperate for a solution, I started researching ways to recover my lost funds. That’s when I came across DUNAMIS CYBER SOLUTION, a service that specializes in helping individuals recover lost or stolen cryptocurrency. Their reputation for assisting victims of scams and fraudulent platforms gave me a glimmer of hope. I reached out to them, explaining my situation and the challenges I faced with CheapCrypto net.The team at DUNAMIS CYBER SOLUTION was incredibly responsive and professional. They guided me through the process of documenting my transaction and provided me with the necessary steps to initiate a recovery request. Their expertise in dealing with similar cases was evident, and I felt reassured that I was in capable hands.Within a short period, Y DUNAMIS CYBER SOLUTION began their investigation into CheapCrypto net. They utilized advanced tracking techniques to trace the flow of my funds and identify the scammers behind the platform. Their thorough approach and commitment to helping me recover my lost assets were impressive.After a few days of diligent work, I received the fantastic news that DUNAMIS CYBER SOLUTION had successfully traced my Ethereum and was able to facilitate its return. I was overjoyed to have my $45,700.567 restored, and I couldn’t be more grateful for the assistance I received.This has taught me a valuable lesson about the importance of conducting thorough research before engaging with new trading platforms. While the allure of lower fees and arbitrage opportunities can be tempting, it’s crucial to prioritize security and reliability. Thanks to DUNAMIS CYBER SOLUTION, I was able to recover my funds and regain my peace of mind. I promised them that after recovering my assets, I would spread the good news to others who faced similar challenges, ensuring they know there is hope and DUNAMIS CYBER SOLUTION are available 24/7. +13433030545 [email protected] [email protected]

  • 18.04.25 20:39 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.04.25 20:39 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.04.25 02:00 [email protected]

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  • 20.04.25 00:45 khouser

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  • 20.04.25 17:22 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] 

  • 20.04.25 17:22 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.04.25 03:51 gleerandon

    Lost, Stolen, or Scammed Crypto Asset Recovery Services For Hire - Contact Dune Nectar Web Expert. The process of recovering lost cryptocurrency assets for victims of fraudulent schemes has presented significant challenges. Individuals who have been defrauded through social media platforms, including Instagram and Telegram, and deceptive investment websites often encounter difficulties in identifying legitimate crypto recovery companies capable of assisting in retrieving their lost investments. The consequences of falling victim to such scams can be profoundly detrimental, extending beyond mere financial loss. The emotional and psychological impact can be severe, potentially leading to significant stress, the accumulation of debt, and even legal complications. In extreme cases, the distress caused by fraudulent activities has been linked to instances of suicide among victims. Given cryptocurrency fraud's multifaceted and potentially devastating repercussions, victims must seek appropriate assistance. Should an individual find themselves in the unfortunate position of having been scammed or having had their cryptocurrency stolen, it is strongly recommended that they contact the DuneNectarWebExpert recovery team. This team specializes in providing support and guidance to individuals seeking to recover their lost funds. To get assistance, victims are advised to file a detailed complaint to DuneNectarWebExpert team via [ Support @Dunenectarwebexpert . com. ] or Telegram [ DuneNectarWebExpert ]. This complaint should include all available evidence related to the fraudulent activity, such as transaction records, communication logs, and any other pertinent documentation. Upon receipt of the complaint and supporting evidence, DuneNectarWebExpert team will commence the necessary procedures to facilitate the recovery of the lost cryptocurrency assets.

  • 21.04.25 12:19 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 24.04.25 17:59 cynthia19morris

    I NEED A HACKER TO RECOVER STOLEN CRYPTO  FROM SCAMMERS Call iFORCE HACKER RECOVERY If you're new to cryptocurrency trading, I highly recommend approaching it with extreme caution or avoiding it altogether. I was persuaded to invest a large portion of my life savings around 114,000 USDT into a forex platform promising high returns. After investing and seeing some profits, I was suddenly unable to withdraw my funds. My attempts to contact customer service were unsuccessful, and I realized I had been scammed. Thankfully, after extensive searching, I found a trusted crypto recovery expert: iFORCE HACKER RECOVERY. I reached out and shared my situation. They assured me they could help and within 24 hours, they had successfully recovered my funds. I'm incredibly grateful for their swift and skilled assistance. Scam Recovery: Specializing in retrieving funds lost to scams, they utilize advanced techniques to trace stolen assets and engage with financial institutions. Hacking Services: Their skilled professionals can investigate unauthorized access and breaches, ensuring that clients' digital assets are secured against future threats. Consultation and Guidance: Providing clients with insights on how to protect their investments from potential scams, iFORCE equips individuals with the knowledge needed to navigate the crypto space safely Website; www . iforcehackersrecovery . com Contact /wh,ats,app; +12.40.80.33.706 Email; contact@iforcehackersrecovery . com

  • 24.04.25 18:04 Marcus Sandford

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  • 24.04.25 18:14 davidjustin50

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  • 24.04.25 18:17 Mary Perez

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  • 24.04.25 18:23 joshuawashington

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  • 25.04.25 15:44 Sharo2025

    HACKER FOR CRYPTO SCAM RECOVERY SERVICE CONTACT //PASSCODE CYBER RECOVERY

  • 25.04.25 15:46 Sharo2025

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  • 26.04.25 19:01 ashlyncarson

    Life can unravel in an instant. For me, that moment came when deceitful cryptocurrency brokers vanished with £40,000 of my savings, a devastating blow that left me paralyzed by shame and despair. The aftermath was a fog of sleepless nights, self-doubt, and a crushing sense of betrayal. I questioned every choice, wondering how I’d fallen for such a scheme. Hope felt like a luxury I no longer deserved. Then, Tech Cyber Force Recovery emerged like a compass in a storm. Skeptical yet desperate, I reached out, half-expecting another dead end. What I found, however, was a team that radiated both expertise and empathy. From our first conversation, they treated my crisis not as a case file, but as a human tragedy. Their professionalism was matched only by their compassion, a rare combination in the often impersonal world of finance. What happened next defied logic. Within 72 hours of sharing my story, they traced the labyrinth of blockchain transactions, outmaneuvering the scammers with surgical precision. When their email arrived, “Funds recovered, secure and intact,” I wept. It wasn’t just the money; it was the validation that justice could prevail. Tech Cyber Force Recovery didn’t just restore my finances, they resurrected my dignity. But their impact ran deeper. They demystified the recovery process, educating me without judgment. Their transparency became a lifeline, transforming my fear into understanding. Where I saw chaos, they saw patterns; where I felt powerless, they instilled agency. Today, I’m rebuilding not just my savings, but my trust in humanity. Tech Cyber Force Recovery taught me that vulnerability isn’t weakness, and that seeking help is an act of courage. To those still trapped in the aftermath of fraud: miracles exist. They wear no capes, but they wield algorithms and integrity like superheroes. To the extraordinary Tech Cyber Force Recovery team, your work is more than technical prowess. It’s alchemy, turning despair into resilience. You gave me more than my funds; you gave me my future. May your light guide countless others through their darkest nights. From the depths of my heart: Thank you. Consult Tech Cyber Force Recovery for help. MAIL.. [email protected]

  • 27.04.25 02:41 elizabethrush89

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  • 27.04.25 02:41 elizabethrush89

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  • 29.04.25 12:10 walterkeith2004

    I was convinced by a colleague to invest in cryptocurrency through a company that claimed they could double my money. I ended up investing all my car savings—$50,000—only to realize it was a scam. I was completely heartbroken, devastated, and felt like my world had fallen apart. In desperation, I searched online for help and came across a review about Francisco Hack. Reaching out to them was truly a turning point for me. From the very first contact, their team showed a level of professionalism, empathy, and expertise that immediately gave me hope. Francisco Hack was transparent, responsive, and incredibly thorough in handling my case. They walked me through every step of the recovery process with patience and clarity. What stood out the most was how committed they were—not just to helping me recover my funds, but also to restoring my peace of mind. Thanks to Franciscohack @ qualityservice.com I’m finally starting to breathe again. Their service is nothing short of exceptional. If you ever find yourself in a similar situation, I can't recommend them highly enough. They truly are a lifesaver. Telegram @Franciscohack WhatsApp +4 .4 .7 .4 .9 .3 .5 .1 .3 .3 .8 .5

  • 30.04.25 16:39 ratty clara

    I’ve been a victim of a scam, lost all my money to a broker I invested with, was depressed for a few months, but the whole story changed when I visited Trustpilot. I came across a review about a man, Mr Bogdan sovar, on helping people get back their lost investment. I contacted him because I needed some help in getting my money back. To my greatest surprise, I was able to get my money back after a few days of getting in touch with him. It was all free, all he required for was a testimony of her generosity, which I promised I would do in all platforms. You can reach him at his Gmail address: hackerrone90 @ gmail . com and will guide you on the steps to take and get your invested capital, including your bonus, back

  • 30.04.25 22:56 thomaslilley99

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  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

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  • 01.05.25 20:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor on SCAM BTC CAPRIAL CRYPTO RECOVER HELP CRYPTOCURRENCY ASSET BACK CONTACT CALL/TEXT +1 (336)390-6684 line who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir,, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected]

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

    thanks to this guy that help me get my money back from the scammers broker you can reach out to him Via : [ HACKERRONE90”AT” G M A IL DOT COM]

  • 08.05.25 03:35 jwright70

    At FUNDS RETRIEVER ENGINEER, we specialize in the swift and efficient recovery of stolen or lost cryptocurrencies. Our team of seasoned cybersecurity experts, blockchain analysts, and digital forensics professionals employ state-of-the-art technology and innovative strategies to trace, identify, and reclaim your assets. We’re dedicated to helping individuals and organizations recover stolen cryptocurrencies and digital assets. Our team of expert cyber security specialists, cryptocurrency recovery specialists, and digital forensic analysts work tirelessly to track, recover, and secure your stolen assets. Visit us W H A T S A P P: +1 8 0 2 9 5 2 3 4 7 0 EmaIL F U N D S R E T R I E V E R [@] E N G I N E E R. C O M OR S U P P O R T @ F U N D S R E T R I E V E R [@] E N G I N E E R. C O M WEBSITE https://fundsretrieverengineer.com

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