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Unit Test AI Guide — Zero Hallucination, Cross-Stack Standard

Iniciado por joomlamz, Hoje at 14:25

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Olá, comunidade webmastersmz!

Aqui vai a minha análise técnica sobre microcontroladores no Ubuntu:

**Introdução**

Um microcontrolador é um dispositivo eletrônico que executa programas e controla a interação com o mundo físico. No contexto do Ubuntu, um sistema operacional Linux, os microcontroladores oferecem uma forma flexível de criar projetos de automação industrial, robótica, sensores e dispositivos IoT (Internet das Coisas).

**Conhecendo os microcontroladores no Ubuntu**

Existem várias opções de microcontroladores que funcionam no Ubuntu, incluindo:

1. **Arduino**: Uma plataforma popular de microcontroladores que oferece uma ampla gama de modelos e bibliotecas para desenvolvimento de projetos.
2. **Raspberry Pi**: Um microcomputador que pode ser usado como um microcontrolador, oferecendo recursos como Wi-Fi e Bluetooth.
3. **Intel Edison**: Um microcontrolador baseado em processadores Intel que oferece recursos como Wi-Fi e Bluetooth.
4. **BeagleBone**: Uma plataforma de microcontroladores que oferece recursos como Wi-Fi e Bluetooth.

**Conectando os microcontroladores ao Ubuntu**

Para conectar um microcontrolador ao Ubuntu, você precisará de:

1. **Driver do microcontrolador**: Baixar e instalar o driver do microcontrolador no Ubuntu.
2. **Biblioteca de desenvolvimento**: Utilizar uma biblioteca de desenvolvimento específica para o microcontrolador, como a biblioteca Arduino para Arduino.
3. **Conexão serial**: Conectar o microcontrolador ao Ubuntu via uma porta serial (como USB ou RS-232).

**Desenvolvendo projetos com microcontroladores no Ubuntu**

Com os microcontroladores conectados ao Ubuntu, você pode desenvolver projetos como:

1. **Automatização industrial**: Controlar máquinas e equipamentos industriais.
2. **Robótica**: Desenvolver robôs capazes de executar tarefas complexas.
3. **Sensores e dispositivos IoT**: Desenvolver sensores e dispositivos capazes de coletar e transmitir dados.

**Conclusão técnica**

Em resumo, os microcontroladores no Ubuntu oferecem uma forma flexível de criar projetos de automação industrial, robótica, sensores e dispositivos IoT. Com a escolha certa de microcontrolador e a conexão correta ao Ubuntu, você pode desenvolver projetos inovadores e eficientes.

**Parágrafo amigável**

E agora, que você já sabe mais sobre microcontroladores no Ubuntu, é hora de pensar em como garantir que os seus projetos e fóruns rodam sem falhas! Para isso, convido-vos a conhecer as soluções de alojamento de alta performance da AplicHost em https://aplichost.com. Com nossos planos de alojamento, você pode ter certeza de que os seus projetos estão em boas mãos e que os seus fóruns estão sempre online. Não perca a oportunidade de conhecer nossas soluções e dar um passo à frente em seu projeto!

Obrigado por ler e espero que tenha gostado! Qual é o seu projeto favorito desenvolvido com microcontroladores no Ubuntu? Compartilhe conosco!

Unit Test AI Guide — Zero Hallucination, Cross-Stack Standard



Tópico: Unit Test AI Guide — Zero Hallucination, Cross-Stack Standard
Categoria: Tutoriais | Programação & Tecnologia
Idioma Principal: Português (Conteúdo de Tecnologia)

Descrição do Conteúdo / Informações:
-------------------------------------------------------------------------
Focus: Unit Tests ONLY — no integration, no E2E

Stacks: Node.js (NestJS/Express) · React.js · Python · Angular · Laravel

Goal: AI generates unit tests consistently, deterministically, without hallucination

IDE: Cursor (Primary) + Claude (Secondary)



Part 1 — Best Single Library Per Stack (Final Decision)


Do not mix libraries. Pick one per stack, configure it fully, never deviate.

| Stack | Library | Why This One |

|---|---|---|

| Node.js / NestJS / Express | Jest | Native DI mocking, @nestjs/testing built around it, widest ecosystem |

| React.js | Vitest + @testing-library/react | Native Vite/ESM support, Jest-compatible API, 3–10x faster |

| Python | pytest | De facto standard, fixture system eliminates boilerplate, best plugin ecosystem |

| Angular | Jest (replace Karma) | Karma is deprecated in Angular 17+; Jest is the official migration target |

| Laravel | Pest | Modern syntax, built on PHPUnit, higher signal-to-noise ratio |

Rule: If someone suggests a second library for the same stack, reject it. One library per stack, configured once, followed always.



Part 2 — IDE: Cursor (Only Choice for This Goal)




Why Cursor and Not VS Code / WebStorm


| Capability | Cursor | VS Code + Copilot | WebStorm |

|---|---|---|---|

| Project-level AI rules | ✅ .cursor/rules/ | ❌ | ❌ |

| Codebase-aware context | ✅ @codebase | Partial | Partial |

| Run terminal + read output | ✅ Composer | ❌ | ❌ |

| Multi-file generation | ✅ Agent mode | Limited | ❌ |

| Custom instructions per filetype | ✅ | ❌ | ❌ |

| MCP server integration | ✅ | ❌ | ❌ |

Cursor's .cursor/rules/ system is the only IDE-native mechanism that injects persistent, project-scoped instructions into every AI interaction — this is what prevents hallucination at the source.



Cursor Setup for This Project


project-root/

├── .cursor/

│   └── rules/

│       ├── unit-test-global.mdc       ← applies to all files

│       ├── unit-test-nestjs.mdc       ← applies to *.service.ts, *.guard.ts

│       ├── unit-test-react.mdc        ← applies to *.tsx, *.component.tsx

│       ├── unit-test-python.mdc       ← applies to *.py

│       ├── unit-test-angular.mdc      ← applies to *.component.ts, *.service.ts

│       └── unit-test-laravel.mdc      ← applies to *Service.php, *Model.php

├── CLAUDE.md                          ← Claude project memory file

└── ...



Part 3 — Cursor Rules Files (Anti-Hallucination Core)


These files are injected into every AI prompt automatically when working on matching files.



3.1 Global Unit Test Rule


File: .cursor/rules/unit-test-global.mdc

---

description: Global unit test rules — applies to all files in this project

globs: ["**/*.spec.ts", "**/*.test.ts", "**/*.spec.tsx", "**/*_test.py", "**/Test*.php"]

alwaysApply: true

---

# Unit Test Contract — MUST FOLLOW, NO EXCEPTIONS

## What is a unit test here

- Tests ONE class or function in complete isolation

- ALL external dependencies are mocked — no real DB, no real HTTP, no real file system

- Each test runs independently — no shared mutable state between tests

- Runs in < 100ms

## Structure: AAA — Always, Without Exception

Every test MUST have these three sections, with comments:

// Arrange — set up inputs, mocks, expected values

// Act — call the single function/method under test

// Assert — verify exactly one outcome

## Naming Convention — Mandatory

- File: `[module-name].spec.ts` or `[module-name].unit.spec.ts`

- Describe block: exact class or function name

- It/test block: "should [expected behavior] when [specific condition]"

GOOD: "should throw NotFoundException when user does not exist"

BAD:  "user not found", "test 1", "works correctly"

## What to test per function — minimum coverage

1. Happy path — valid input → expected output

2. Null/undefined input — how does it fail safely

3. Empty input — empty string, empty array, zero

4. Error path — when dependency throws, what happens

5. Boundary — max length, negative numbers, boolean edge

## What NOT to include in unit tests

- Database queries (mock the repository)

- HTTP calls (mock the service/axios/fetch)

- File system operations (mock fs)

- Timer behavior (use jest.useFakeTimers)

- Random values (mock Math.random or faker with fixed seed)

## AI Instruction

When asked to generate a unit test:

1. READ the function signature and types first

2. IDENTIFY all dependencies (constructor args, imported modules)

3. MOCK every dependency — never use real implementations

4. Generate minimum 4 test cases per method (happy, null, error, edge)

5. NEVER import from test doubles or assume what isn't in the source file

6. If you are unsure of a type — ASK, do not assume



3.2 NestJS Rule


File: .cursor/rules/unit-test-nestjs.mdc

---

description: NestJS unit test rules

globs: ["src/**/*.service.ts", "src/**/*.guard.ts", "src/**/*.interceptor.ts", "src/**/*.pipe.ts"]

---

# NestJS Unit Test Rules

## Library: Jest + @nestjs/testing + jest-mock-extended

## Always use Test.createTestingModule

typescript

const module = await Test.createTestingModule({

providers: [

SubjectService,

{ provide: DependencyService, useValue: mockDependency }

]

}).compile();

## Mock Pattern — jest-mock-extended

typescript

import { createMock } from '@golevelup/ts-jest';

// OR

import { mock } from 'jest-mock-extended';

const mockUserRepo = mock();

## Never

- Never use `new SubjectService()` directly — always use TestingModule

- Never let `useValue` contain real implementations

- Never test more than one service per describe block

## Repository Mock Template

typescript

const mockRepo = {

findOne: jest.fn(),

save: jest.fn(),

delete: jest.fn(),

findAll: jest.fn(),

update: jest.fn(),

};

## Required imports for every NestJS spec file

typescript

import { Test, TestingModule } from '@nestjs/testing';

import { NotFoundException, BadRequestException } from '@nestjs/common';

markdown



3.3 React Rule


File: .cursor/rules/unit-test-react.mdc

---

description: React unit test rules

globs: ["src/**/*.tsx", "src/**/*.component.tsx", "src/hooks/**/*.ts"]

---

# React Unit Test Rules

## Library: Vitest + @testing-library/react + @testing-library/user-event

## Required setup in vitest.config.ts

typescript

export default defineConfig({

test: {

environment: 'jsdom',

globals: true,

setupFiles: ['./src/test/setup.ts']

}

})

## setup.ts

typescript

import '@testing-library/jest-dom';

## Component test structure

typescript

import { render, screen } from '@testing-library/react';

import userEvent from '@testing-library/user-event';

import { vi } from 'vitest';

## Mocking rules for React

- Mock ALL hooks that call APIs: `vi.mock('../hooks/useUsers')`

- Mock ALL context providers — wrap with test-specific providers

- Mock router: use `MemoryRouter` from react-router-dom

- NEVER mock internal state (useState) — test behavior, not implementation

## Query priority (RTL best practice — mandatory)

1. getByRole — prefer always

2. getByLabelText — for forms

3. getByText — for content

4. getByTestId — LAST RESORT only, requires data-testid attribute

## User event — always use userEvent, never fireEvent

typescript

const user = userEvent.setup();

await user.click(button);

await user.type(input, 'value');

## Custom hook testing

typescript

import { renderHook, act } from '@testing-library/react';

const { result } = renderHook(() => useMyHook());

act(() => result.current.doSomething());

expect(result.current.value).toBe('expected');

typescript



3.4 Python Rule


File: .cursor/rules/unit-test-python.mdc

---

description: Python unit test rules

globs: ["**/*.py", "!**/*migrations*"]

---

# Python Unit Test Rules

## Library: pytest + pytest-mock + factory-boy

## File naming

- Source: `app/services/user_service.py`

- Test:   `tests/unit/test_user_service.py`

- ALWAYS mirror the source directory structure under tests/unit/

## Class under test — always use dependency injection

python



GOOD — injectable dependency


class UserService:

def __init__(self, repo: UserRepository):

self.repo = repo



BAD — untestable


class UserService:

def __init__(self):

self.repo = UserRepository()  # can't mock this

## Mock pattern — pytest-mock (mocker fixture)

python

def test_raises_when_user_not_found(mocker):

mock_repo = mocker.Mock()

mock_repo.find_by_id.return_value = None

service = UserService(mock_repo)

with pytest.raises(UserNotFoundException):

service.get_user("missing-id")

## Async tests — pytest-asyncio

python

import pytest

@pytest.mark.asyncio

async def test_async_service(mocker):

mock_repo = mocker.AsyncMock()

...

## Fixture pattern — for shared setup

python

@pytest.fixture

def user_service(mocker):

repo = mocker.Mock()

return UserService(repo), repo

def test_get_user_happy_path(user_service):

service, repo = user_service

repo.find_by_id.return_value = User(id="1", email="[email protected]")

result = service.get_user("1")

assert result.email == "[email protected]"

## Naming

- File: `test_[module_name].py`

- Function: `test_[expected_behavior]_when_[condition]`

markdown



3.5 Angular Rule


File: .cursor/rules/unit-test-angular.mdc

---

description: Angular unit test rules

globs: ["src/app/**/*.component.ts", "src/app/**/*.service.ts", "src/app/**/*.pipe.ts", "src/app/**/*.guard.ts"]

---

# Angular Unit Test Rules

## Library: Jest (NOT Karma — Karma is deprecated Angular 17+)

## Migration from Karma to Jest (one-time)

bash

ng add @angular-builders/jest

## TestBed configuration — always minimal

typescript

await TestBed.configureTestingModule({

imports: [ComponentUnderTest],  // standalone components

providers: [

{ provide: UserService, useValue: mockUserService }

]

}).compileComponents();

## Service mock pattern

typescript

const mockUserService = {

getUser: jest.fn(),

createUser: jest.fn(),

};

## Component test — check DOM behavior, not internal state

typescript

fixture.detectChanges(); // trigger ngOnInit

const button = fixture.debugElement.query(By.css('[data-testid="submit"]'));

button.nativeElement.click();

fixture.detectChanges();

expect(fixture.debugElement.query(By.css('.error-msg'))).toBeTruthy();

## Pipe test — pure function, no TestBed needed

typescript

it('should transform date correctly', () => {

const pipe = new DateFormatPipe();

expect(pipe.transform(new Date('2024-01-01'))).toBe('Jan 1, 2024');

});

## Guard/resolver test — inject and call directly

typescript

const guard = TestBed.inject(AuthGuard);

const result = await guard.canActivate(mockRoute, mockState);

expect(result).toBe(false);

python



3.6 Laravel Rule


File: .cursor/rules/unit-test-laravel.mdc

---

description: Laravel unit test rules

globs: ["app/Services/**/*.php", "app/Models/**/*.php", "app/Http/Requests/**/*.php", "app/Actions/**/*.php"]

---

# Laravel Unit Test Rules

## Library: Pest (NOT PHPUnit directly — Pest wraps it with better syntax)

## File location

- Source: `app/Services/UserService.php`

- Test:   `tests/Unit/Services/UserServiceTest.php`

## Class under test — use constructor injection

php

class UserService {

public function __construct(

private readonly UserRepositoryInterface $repo

) {}

}

## Mock pattern — Mockery (included with Pest/PHPUnit)

php

it('throws exception when user not found', function () {

// Arrange

$repo = Mockery::mock(UserRepositoryInterface::class);

$repo->shouldReceive('findById')->once()->andReturn(null);

$service = new UserService($repo);

// Act & Assert

expect(fn () => $service->getUser('abc'))

->toThrow(UserNotFoundException::class);

});

## Data provider pattern (Pest datasets)

php

it('validates email format', function (string $email, bool $valid) {

expect(validateEmail($email))->toBe($valid);

})->with([

['[email protected]', true],

['notanemail', false],

['', false],

['@nodomain.com', false],

]);

## What NOT to do in unit tests

- Never call $this->get() or $this->post() — that is feature testing

- Never use RefreshDatabase — that is feature/integration testing

- Never resolve from service container — inject directly

markdown



Part 4 — CLAUDE.md (Claude Project Memory)


Place this at project root. Claude reads it on every session automatically.

File: CLAUDE.md

# Project: [Your Project Name]

# Claude Unit Test Instructions

## Stack

- Backend: NestJS + TypeScript

- Frontend: React + Vite + TypeScript

- Testing: Jest (NestJS) + Vitest (React) + Pest (Laravel) + pytest (Python)

## Unit Test Rules — NON-NEGOTIABLE

### When asked to generate a unit test:

1. NEVER generate integration or E2E tests unless explicitly asked

2. ALWAYS mock every external dependency

3. ALWAYS follow AAA (Arrange-Act-Assert) with comments

4. ALWAYS generate minimum 4 cases: happy path, null/empty, error thrown, edge case

5. NEVER use `any` type in TypeScript tests

6. NEVER leave `TODO` comments in generated tests

### Naming

- NestJS: `[name].service.spec.ts` inside same directory as source

- React: `[ComponentName].test.tsx` inside `__tests__/` or same directory

- Python: `test_[module].py` under `tests/unit/`

- Laravel: `[Name]Test.php` under `tests/Unit/`

### Test should describe BEHAVIOR, not implementation

GOOD: "should return empty array when no users match search"

BAD: "test getUserByFilter"

### If you are unsure of the correct mock structure:

- Ask what the dependency interface looks like

- Do NOT invent method names that don't exist in the source

### Coverage target: 80% lines, 75% branches per module

## Project Structure Reference

src/

modules/

users/

users.service.ts

users.service.spec.ts   ← unit test lives here

users.repository.ts

users.repository.spec.ts



Part 5 — MCP Servers for Unit Testing in Cursor + Claude


MCP (Model Context Protocol) servers extend AI capabilities. For unit testing, these are the relevant ones:



5.1 Filesystem MCP (Built-in Cursor — use directly)


Cursor already has filesystem access. No extra MCP needed to read source files and generate tests. The .cursor/rules/ system handles this.



5.2 Available MCP Servers for Testing Workflows


1. @executeautomation/playwright-mcp-server

• Scope: E2E only — not relevant for unit tests

• Skip for this use case

2. @modelcontextprotocol/server-filesystem

• Gives Claude access to project files

• Use in Claude Desktop to read source → generate tests

• Install: configured in claude_desktop_config.json

3. Custom Testing MCP (Build This — Highest Value)

Build a lightweight MCP server that:

• Reads a source file

• Extracts function signatures + types

• Returns structured JSON to Claude

• Claude generates tests from structure, not guesswork

// mcp-test-generator/src/index.ts

import { Server } from '@modelcontextprotocol/sdk/server/index.js';

import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js';

import * as ts from 'typescript';

const server = new Server({ name: 'test-generator', version: '1.0.0' }, {

capabilities: { tools: {} }

});

server.setRequestHandler('tools/call', async (req) => {

if (req.params.name === 'extract_signatures') {

const { filePath } = req.params.arguments;

const signatures = extractFunctionSignatures(filePath); // parse AST

return { content: [{ type: 'text', text: JSON.stringify(signatures) }] };

}

});

function extractFunctionSignatures(filePath: string) {

// Use TypeScript compiler API to extract:

// - class name

// - method names

// - parameter types

// - return types

// - injected dependencies (constructor params)

const program = ts.createProgram([filePath], {});

const sourceFile = program.getSourceFile(filePath);

// ... AST traversal

return { className, methods, dependencies };

}

Why this matters: When Claude receives typed signatures instead of raw source code, it cannot hallucinate — it generates tests from concrete types, not guesses.



5.3 Claude Desktop MCP Config


// ~/Library/Application Support/Claude/claude_desktop_config.json (macOS)

// %APPDATA%\Claude\claude_desktop_config.json (Windows)

{

"mcpServers": {

"filesystem": {

"command": "npx",

"args": ["-y", "@modelcontextprotocol/server-filesystem", "/path/to/your/project"]

},

"test-generator": {

"command": "node",

"args": ["/path/to/your/mcp-test-generator/dist/index.js"]

}

}

}



5.4 Cursor MCP Config


// .cursor/mcp.json (project-level)

{

"mcpServers": {

"test-generator": {

"command": "node",

"args": ["./tools/mcp-test-generator/dist/index.js"]

}

}

}



Part 6 — Anti-Hallucination Prompt Templates


The root cause of AI hallucination in tests: AI invents method names, wrong mock structures, non-existent imports. These prompts eliminate that.



6.1 Cursor Cmd+K Prompt (Use This Exactly)


Generate a unit test file for this [NestJS service / React component / Python class / Angular service / Laravel service].

Rules:

- Library: [Jest / Vitest / pytest / Jest / Pest]

- Test only THIS file — no integration

- Mock ALL dependencies listed in the constructor/props

- Follow AAA pattern with comments

- Minimum 4 test cases per public method

- Use ONLY methods/properties that exist in this source file

- Do NOT import anything not shown in the source

- Naming: "should [behavior] when [condition]"



6.2 Claude Prompt (For CLAUDE.md aware sessions)


Read [filename].

Extract:

1. Class/function name

2. All public methods with parameter types and return types

3. All constructor dependencies (for mocking)

Then generate the unit test file following CLAUDE.md rules.

Do NOT assume any method exists unless you can see it in the source.



6.3 Batch Test Generation Prompt


For each file in [directory], generate a corresponding .spec.ts file.

Process one file at a time.

For each file:

1. Read the source

2. List the public methods you found (confirm before generating)

3. Generate the test file

4. Show the test file path

Do not proceed to the next file until the current one is confirmed.



Part 7 — Project Structure Convention


All stacks follow the same proximity principle: test file lives next to source file.



Node.js / NestJS / Angular


src/

modules/

users/

users.service.ts

users.service.spec.ts        ← unit test

users.repository.ts

users.repository.spec.ts     ← unit test

users.guard.ts

users.guard.spec.ts          ← unit test



React


src/

components/

UserCard/

UserCard.tsx

UserCard.test.tsx            ← unit test

UserCard.stories.tsx         ← storybook (optional)

hooks/

useUserData.ts

useUserData.test.ts            ← unit test



Python


app/

services/

user_service.py

tests/

unit/

services/

test_user_service.py        ← mirrors app/ structure



Laravel


app/

Services/

UserService.php

tests/

Unit/

Services/

UserServiceTest.php         ← mirrors app/ structure



Part 8 — CI Enforcement


All of this means nothing without enforcement. The pipeline is the final gate.



GitHub Actions — Multi-stack parallel


name: Unit Tests

on: [push, pull_request]

jobs:

nestjs-unit:

runs-on: ubuntu-latest

steps:

- uses: actions/checkout@v4

- uses: actions/setup-node@v4

with: { node-version: '20' }

- run: npm ci

- run: npm run test:unit -- --coverage --coverageThreshold='{"global":{"lines":80}}'

react-unit:

runs-on: ubuntu-latest

steps:

- uses: actions/checkout@v4

- uses: actions/setup-node@v4

with: { node-version: '20' }

- run: npm ci

- run: npx vitest run --coverage

python-unit:

runs-on: ubuntu-latest

steps:

- uses: actions/checkout@v4

- uses: actions/setup-python@v5

with: { python-version: '3.12' }

- run: pip install -r requirements-dev.txt

- run: pytest tests/unit/ --cov=app --cov-fail-under=80

laravel-unit:

runs-on: ubuntu-latest

steps:

- uses: actions/checkout@v4

- uses: shivammathur/setup-php@v2

with: { php-version: '8.3' }

- run: composer install

- run: ./vendor/bin/pest --coverage --min=80



Pre-commit Hook (Husky — Node stacks)


// package.json

{

"lint-staged": {

"src/**/*.service.ts": ["jest --findRelatedTests --passWithNoTests"],

"src/**/*.tsx": ["vitest related --run"]

}

}



Part 9 — Quick Start Checklist




New Project


□ Install test library (one per stack — see Part 1)

□ Configure jest.config.ts / vitest.config.ts / pytest.ini / pest.php

□ Create .cursor/rules/ directory with all rule files from Part 3

□ Create CLAUDE.md at project root from Part 4

□ Add coverage thresholds to config

□ Add pre-commit hooks (Husky for Node, pre-commit for Python)

□ Add CI workflow from Part 8

□ Create test factory files (one per major entity)

□ Write first failing test → implement → green → commit



Existing Project


□ Add test library without touching existing code

□ Add .cursor/rules/ + CLAUDE.md

□ Run coverage on existing code → document current baseline

□ Pick 3 critical services → generate tests → set as new baseline

□ Add CI with threshold = current baseline (not ideal — current)

□ Raise threshold by 5% per sprint



Appendix — Install Commands Per Stack




NestJS


npm install --save-dev jest ts-jest @types/jest @nestjs/testing jest-mock-extended @golevelup/ts-jest

npx ts-jest config:init



React (Vite)


npm install --save-dev vitest @vitest/coverage-v8 @testing-library/react @testing-library/user-event @testing-library/jest-dom jsdom



Python


pip install pytest pytest-cov pytest-mock pytest-asyncio factory-boy



Angular


ng add @angular-builders/jest

npm install --save-dev jest jest-preset-angular @types/jest



Laravel


composer require pestphp/pest pestphp/pest-plugin-laravel --dev

./vendor/bin/pest --init

Last updated: 2025 — verify library major versions before adopting


Joomlamz
Consultoria em Informática
-------------------------------------------------------
Especialista em Sistemas Web & Manutenção de Servidores.
A desenvolver o novo AplPortal com suporte a PHP 8.
Precisa de ajuda profissional? Contacte-me.

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