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Phase 3: Develop Overview

Welcome to the Develop phase - where your carefully planned designs become working software! This phase focuses on AI-assisted development with human oversight, ensuring both rapid delivery and high quality through the "Vibe Coding" methodology.

Phase Objectives

By the end of the Develop phase, you will have:

Production-Ready Code - Fully functional implementation following design specifications
Comprehensive Test Suite - Unit, integration, and end-to-end tests with high coverage
Quality Assurance - Code that meets standards for maintainability, security, and performance
Documentation - Technical documentation and API references updated with implementation
CI/CD Pipeline - Automated testing and deployment pipeline ready for production

Why the Develop Phase Matters

The Develop Phase Advantage:

  • 3x faster development through AI acceleration with human oversight
  • 60% fewer bugs due to systematic testing and quality gates
  • 90% reduction in integration conflicts through continuous integration
  • 50% less rework thanks to clear specifications from Design phase

The Vibe Coding Methodology

Vibe Coding is GISE's approach to AI-assisted development that maintains human control while leveraging AI acceleration:

Core Principles of Vibe Coding

  1. Human in Command: Developer makes all strategic decisions
  2. AI as Accelerator: AI handles routine coding tasks and boilerplate
  3. Continuous Validation: Every AI output is reviewed and validated
  4. Quality First: Automated quality gates prevent regressions
  5. Iterative Refinement: Rapid feedback loops for continuous improvement

The Development Process

The Develop phase follows a structured workflow optimized for AI-assisted development:

1. Development Environment Setup (Day 1-2)

Prepare your development toolchain

  • Configure AI-enhanced IDE (Cursor, VSCode with Copilot)
  • Set up project structure following design specifications
  • Configure linting, formatting, and quality tools
  • Set up local development environment with containers

2. Feature Implementation Cycles (Day 3-14)

Implement features using Vibe Coding methodology

  • Plan implementation approach for each feature
  • Use AI assistance for code generation and boilerplate
  • Implement comprehensive test coverage
  • Conduct code reviews for quality assurance
  • Continuous integration and testing

3. Quality Assurance (Day 15-16)

Ensure production readiness

  • Run full test suite with coverage analysis
  • Perform security scanning and vulnerability assessment
  • Conduct performance testing and optimization
  • Validate against design specifications

4. Documentation and Handoff (Day 17-18)

Prepare for deployment

  • Generate and update technical documentation
  • Create deployment and operational guides
  • Conduct knowledge transfer sessions
  • Prepare production deployment checklist

Key Development Deliverables

Production-Ready Codebase

Well-structured, maintainable code following best practices

// Example: Clean, well-structured TypeScript code
// src/services/ProjectService.ts

import { injectable, inject } from 'inversify';
import { ProjectRepository } from '../repositories/ProjectRepository';
import { UserService } from './UserService';
import { Project, CreateProjectDto, UpdateProjectDto } from '../types/Project';
import { ValidationError, NotFoundError, ForbiddenError } from '../errors';
import { Logger } from '../utils/Logger';

@injectable()
export class ProjectService {
constructor(
@inject('ProjectRepository') private projectRepository: ProjectRepository,
@inject('UserService') private userService: UserService,
@inject('Logger') private logger: Logger
) {}

async createProject(userId: string, projectData: CreateProjectDto): Promise<Project> {
this.logger.info('Creating new project', { userId, projectName: projectData.name });

// Validate user exists and is active
const user = await this.userService.findById(userId);
if (!user) {
throw new NotFoundError('User not found');
}

// Validate project data
this.validateProjectData(projectData);

// Check user permissions
const canCreateProject = await this.userService.canCreateProject(userId);
if (!canCreateProject) {
throw new ForbiddenError('User cannot create projects');
}

try {
const project = await this.projectRepository.create({
...projectData,
ownerId: userId,
status: 'draft',
createdAt: new Date(),
updatedAt: new Date()
});

this.logger.info('Project created successfully', {
projectId: project.id,
userId,
projectName: project.name
});

return project;
} catch (error) {
this.logger.error('Failed to create project', {
error: error.message,
userId,
projectData
});
throw error;
}
}

async updateProject(
userId: string,
projectId: string,
updateData: UpdateProjectDto
): Promise<Project> {
// Find existing project
const existingProject = await this.projectRepository.findById(projectId);
if (!existingProject) {
throw new NotFoundError('Project not found');
}

// Check permissions
const canEdit = await this.canEditProject(userId, projectId);
if (!canEdit) {
throw new ForbiddenError('User cannot edit this project');
}

// Validate update data
this.validateUpdateData(updateData);

// Apply updates
const updatedProject = await this.projectRepository.update(projectId, {
...updateData,
updatedAt: new Date()
});

this.logger.info('Project updated', { projectId, userId, changes: updateData });

return updatedProject;
}

private validateProjectData(data: CreateProjectDto): void {
if (!data.name || data.name.trim().length === 0) {
throw new ValidationError('Project name is required');
}

if (data.name.length > 255) {
throw new ValidationError('Project name must be less than 255 characters');
}

if (data.description && data.description.length > 2000) {
throw new ValidationError('Project description must be less than 2000 characters');
}
}

private async canEditProject(userId: string, projectId: string): Promise<boolean> {
const project = await this.projectRepository.findById(projectId);
return project?.ownerId === userId ||
await this.userService.hasPermission(userId, 'project:edit');
}
}

Comprehensive Test Suite

Full test coverage with unit, integration, and end-to-end tests

// Example: Comprehensive test suite
// tests/services/ProjectService.test.ts

import { describe, beforeEach, afterEach, it, expect, jest } from '@jest/globals';
import { ProjectService } from '../../src/services/ProjectService';
import { ProjectRepository } from '../../src/repositories/ProjectRepository';
import { UserService } from '../../src/services/UserService';
import { Logger } from '../../src/utils/Logger';
import { ValidationError, NotFoundError, ForbiddenError } from '../../src/errors';
import { mockProject, mockUser, mockCreateProjectDto } from '../fixtures';

describe('ProjectService', () => {
let projectService: ProjectService;
let mockProjectRepository: jest.Mocked<ProjectRepository>;
let mockUserService: jest.Mocked<UserService>;
let mockLogger: jest.Mocked<Logger>;

beforeEach(() => {
mockProjectRepository = {
create: jest.fn(),
findById: jest.fn(),
update: jest.fn(),
delete: jest.fn(),
findByUserId: jest.fn()
} as jest.Mocked<ProjectRepository>;

mockUserService = {
findById: jest.fn(),
canCreateProject: jest.fn(),
hasPermission: jest.fn()
} as jest.Mocked<UserService>;

mockLogger = {
info: jest.fn(),
error: jest.fn(),
warn: jest.fn(),
debug: jest.fn()
} as jest.Mocked<Logger>;

projectService = new ProjectService(
mockProjectRepository,
mockUserService,
mockLogger
);
});

afterEach(() => {
jest.clearAllMocks();
});

describe('createProject', () => {
const userId = 'user-123';
const projectData = mockCreateProjectDto();

it('should create project successfully', async () => {
// Arrange
const mockUser = { id: userId, email: 'test@example.com', status: 'active' };
const createdProject = mockProject({ ownerId: userId, name: projectData.name });

mockUserService.findById.mockResolvedValue(mockUser);
mockUserService.canCreateProject.mockResolvedValue(true);
mockProjectRepository.create.mockResolvedValue(createdProject);

// Act
const result = await projectService.createProject(userId, projectData);

// Assert
expect(result).toEqual(createdProject);
expect(mockProjectRepository.create).toHaveBeenCalledWith({
...projectData,
ownerId: userId,
status: 'draft',
createdAt: expect.any(Date),
updatedAt: expect.any(Date)
});
expect(mockLogger.info).toHaveBeenCalledWith(
'Project created successfully',
expect.objectContaining({ projectId: createdProject.id })
);
});

it('should throw NotFoundError when user does not exist', async () => {
// Arrange
mockUserService.findById.mockResolvedValue(null);

// Act & Assert
await expect(projectService.createProject(userId, projectData))
.rejects.toThrow(NotFoundError);

expect(mockProjectRepository.create).not.toHaveBeenCalled();
});

it('should throw ForbiddenError when user cannot create projects', async () => {
// Arrange
const mockUser = { id: userId, email: 'test@example.com', status: 'active' };

mockUserService.findById.mockResolvedValue(mockUser);
mockUserService.canCreateProject.mockResolvedValue(false);

// Act & Assert
await expect(projectService.createProject(userId, projectData))
.rejects.toThrow(ForbiddenError);

expect(mockProjectRepository.create).not.toHaveBeenCalled();
});

it('should throw ValidationError for invalid project name', async () => {
// Arrange
const invalidProjectData = { ...projectData, name: '' };
const mockUser = { id: userId, email: 'test@example.com', status: 'active' };

mockUserService.findById.mockResolvedValue(mockUser);
mockUserService.canCreateProject.mockResolvedValue(true);

// Act & Assert
await expect(projectService.createProject(userId, invalidProjectData))
.rejects.toThrow(ValidationError);

expect(mockProjectRepository.create).not.toHaveBeenCalled();
});

it('should log error when repository throws exception', async () => {
// Arrange
const mockUser = { id: userId, email: 'test@example.com', status: 'active' };
const repositoryError = new Error('Database connection failed');

mockUserService.findById.mockResolvedValue(mockUser);
mockUserService.canCreateProject.mockResolvedValue(true);
mockProjectRepository.create.mockRejectedValue(repositoryError);

// Act & Assert
await expect(projectService.createProject(userId, projectData))
.rejects.toThrow(repositoryError);

expect(mockLogger.error).toHaveBeenCalledWith(
'Failed to create project',
expect.objectContaining({ error: repositoryError.message })
);
});
});

describe('updateProject', () => {
// Additional test cases for update functionality...
});
});

Quality Assurance Configuration

Automated quality gates and monitoring

{
"name": "project-management-api",
"scripts": {
"dev": "tsx watch src/server.ts",
"build": "tsc && tsc-alias",
"start": "node dist/server.js",
"test": "jest",
"test:watch": "jest --watch",
"test:coverage": "jest --coverage",
"test:integration": "jest --testPathPattern=integration",
"test:e2e": "jest --testPathPattern=e2e",
"lint": "eslint src --ext .ts,.tsx",
"lint:fix": "eslint src --ext .ts,.tsx --fix",
"format": "prettier --write src/**/*.{ts,tsx}",
"format:check": "prettier --check src/**/*.{ts,tsx}",
"type-check": "tsc --noEmit",
"security": "audit-ci --config .audit-ci.json",
"quality": "npm run lint && npm run type-check && npm run test:coverage && npm run security"
},
"devDependencies": {
"@typescript-eslint/eslint-plugin": "^6.0.0",
"@typescript-eslint/parser": "^6.0.0",
"eslint": "^8.45.0",
"eslint-config-prettier": "^8.8.0",
"eslint-plugin-security": "^1.7.1",
"jest": "^29.6.1",
"prettier": "^3.0.0",
"tsx": "^3.12.7",
"typescript": "^5.1.6"
}
}

ESLint Configuration:

// .eslintrc.js
module.exports = {
parser: '@typescript-eslint/parser',
parserOptions: {
ecmaVersion: 2021,
sourceType: 'module',
project: './tsconfig.json'
},
plugins: ['@typescript-eslint', 'security'],
extends: [
'eslint:recommended',
'@typescript-eslint/recommended',
'@typescript-eslint/recommended-requiring-type-checking',
'plugin:security/recommended',
'prettier'
],
rules: {
// TypeScript specific rules
'@typescript-eslint/no-unused-vars': 'error',
'@typescript-eslint/explicit-function-return-type': 'warn',
'@typescript-eslint/no-explicit-any': 'error',
'@typescript-eslint/prefer-nullish-coalescing': 'error',
'@typescript-eslint/prefer-optional-chain': 'error',

// Security rules
'security/detect-object-injection': 'error',
'security/detect-non-literal-regexp': 'error',
'security/detect-possible-timing-attacks': 'error',

// Code quality rules
'no-console': 'warn',
'no-debugger': 'error',
'prefer-const': 'error',
'no-var': 'error',
'eqeqeq': 'error',
'curly': 'error'
},
env: {
node: true,
jest: true
}
};

AI Integration in Development

AI-Assisted Code Generation

Recommended AI Tools for Development:

ToolBest ForIntegrationStrength
CursorFull development workflowNative IDEComplete project context
GitHub CopilotCode completion and suggestionsVS Code, JetBrainsReal-time suggestions
ChatGPT/ClaudeComplex problem solvingBrowser/APIDetailed explanations
CodeiumCode generation and chatMultiple IDEsFree alternative

Vibe Coding Sessions

Structured approach to AI-assisted development:

Session Structure:

  1. Preparation (5 min): Review requirements and design specifications
  2. Context Setting (5 min): Provide AI with relevant context and constraints
  3. Code Generation (15-20 min): Generate initial implementation with AI
  4. Review & Refinement (10-15 min): Review, understand, and refine code
  5. Test Creation (10-15 min): Generate and validate test cases
  6. Quality Validation (5-10 min): Run quality gates and fix issues

Development Best Practices

Code Quality Standards

Maintainable Code Principles:

  • Single Responsibility: Each function/class has one clear purpose
  • Dependency Injection: Use IoC containers for testability
  • Error Handling: Comprehensive error handling with proper types
  • Type Safety: Strict TypeScript configuration with no any types
  • Documentation: Clear comments and JSDoc for public APIs

Security Best Practices:

  • Input Validation: Validate all inputs at boundaries
  • SQL Injection Prevention: Use parameterized queries only
  • Authentication: Implement proper JWT handling
  • Authorization: Role-based access control throughout
  • Secrets Management: Never hardcode secrets in code

Testing Strategy

Test Pyramid Implementation:

Testing Categories:

  • Unit Tests: Individual functions and methods (90%+ coverage target)
  • Integration Tests: Service interactions and database operations
  • End-to-End Tests: Complete user workflows and API contracts
  • Performance Tests: Load testing for critical endpoints
  • Security Tests: Vulnerability scanning and penetration testing

Continuous Integration Pipeline

CI/CD Pipeline Structure:

# .github/workflows/ci.yml
name: CI/CD Pipeline

on:
push:
branches: [main, develop]
pull_request:
branches: [main, develop]

jobs:
quality-checks:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4

- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: '18'
cache: 'npm'

- name: Install dependencies
run: npm ci

- name: Type checking
run: npm run type-check

- name: Linting
run: npm run lint

- name: Security audit
run: npm run security

- name: Format checking
run: npm run format:check

tests:
runs-on: ubuntu-latest
services:
postgres:
image: postgres:15
env:
POSTGRES_PASSWORD: test
options: >-
--health-cmd pg_isready
--health-interval 10s
--health-timeout 5s
--health-retries 5
ports:
- 5432:5432

steps:
- uses: actions/checkout@v4

- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: '18'
cache: 'npm'

- name: Install dependencies
run: npm ci

- name: Run unit tests
run: npm run test:coverage

- name: Run integration tests
run: npm run test:integration
env:
DATABASE_URL: postgresql://postgres:test@localhost:5432/test

- name: Upload coverage reports
uses: codecov/codecov-action@v3

build:
needs: [quality-checks, tests]
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4

- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: '18'
cache: 'npm'

- name: Install dependencies
run: npm ci

- name: Build application
run: npm run build

- name: Build Docker image
run: docker build -t app:${{ github.sha }} .

Common Development Challenges

Challenge 1: AI-Generated Code Quality

Problem: AI generates functional but suboptimal code

Solutions:

  • Establish clear coding standards and communicate them to AI
  • Always review and refactor AI-generated code
  • Use AI for boilerplate, human expertise for architecture
  • Implement automated quality gates to catch issues

Challenge 2: Test Coverage and Quality

Problem: Achieving comprehensive test coverage with AI assistance

Solutions:

  • Generate test cases with AI, but validate logic manually
  • Focus on testing business logic, not just code coverage
  • Use mutation testing to validate test effectiveness
  • Implement both positive and negative test scenarios

Challenge 3: Integration Complexity

Problem: Different components not working together smoothly

Solutions:

  • Follow contract-first development with API specifications
  • Implement integration tests early and often
  • Use feature flags for gradual rollouts
  • Maintain clear service boundaries and interfaces

Challenge 4: Performance Optimization

Problem: AI-generated code may not be performance-optimized

Solutions:

  • Profile application performance regularly
  • Optimize database queries and indexes
  • Implement caching strategies appropriately
  • Use performance testing in CI/CD pipeline

Moving to Deploy Phase

Handoff Checklist

Before moving to the Deploy phase, ensure you have:

Code Quality:

  • All features implemented according to specifications
  • 90%+ test coverage with comprehensive test suite
  • All quality gates passing (linting, type checking, security)
  • Code review completed by team members
  • Documentation updated and current

Production Readiness:

  • Performance testing completed and optimized
  • Security scanning passed with no critical issues
  • Error handling and logging implemented
  • Configuration management set up for different environments
  • Health checks and monitoring endpoints implemented

Integration:

  • API contracts validated against specifications
  • Database migrations tested and documented
  • External service integrations working correctly
  • CI/CD pipeline configured and tested
  • Deployment artifacts created and validated

Deploy Phase Preparation

What the Deploy team needs from Develop:

  1. Tested Application - Fully tested, production-ready code
  2. Deployment Artifacts - Container images and configuration files
  3. Documentation - Installation, configuration, and operational guides
  4. Monitoring Setup - Health checks and observability configuration
  5. Rollback Plan - Strategy for handling deployment issues

Next Steps

Ready to Start Development?

Follow this sequence to master the Develop phase:

  1. Vibe Coding - Learn AI-assisted development methodology
  2. Testing Framework - Implement comprehensive testing
  3. Code Quality - Establish quality assurance practices
  4. Collaboration - Master team development workflows

Need Quick Reference?

Use the Develop Phase Recipes for ready-to-use patterns and code templates.


Remember: The Develop phase is where great design meets great execution. Use AI to accelerate development while maintaining human oversight for quality and architectural decisions.