The Art of AI-Assisted Coding
AI-assisted coding is not about replacing the developer—it's about amplifying human creativity and productivity. The best developers of 2025 are those who've mastered the art of human-AI collaboration, creating code faster and with higher quality than ever before.
Universal AI Coding Techniques
Code Generation from Comments
The most fundamental AI coding technique is comment-driven development. Write what you want in plain English, and let AI generate the implementation.
Basic Function Generation:
// Create a function that validates password strength
// Requirements:
// - At least 8 characters long
// - Contains uppercase and lowercase letters
// - Contains at least one number
// - Contains at least one special character
// - Returns an object with isValid boolean and error messages array
// AI will generate:
function validatePasswordStrength(password: string): {
isValid: boolean;
errors: string[];
} {
const errors: string[] = [];
if (password.length < 8) {
errors.push('Password must be at least 8 characters long');
}
if (!/[A-Z]/.test(password)) {
errors.push('Password must contain at least one uppercase letter');
}
if (!/[a-z]/.test(password)) {
errors.push('Password must contain at least one lowercase letter');
}
if (!/\d/.test(password)) {
errors.push('Password must contain at least one number');
}
if (!/[!@#$%^&*()_+\-=\[\]{};':"\\|,.<>\/?]/.test(password)) {
errors.push('Password must contain at least one special character');
}
return {
isValid: errors.length === 0,
errors
};
}
Intelligent Code Completion
Modern AI doesn't just complete the current line—it understands context and generates entire code blocks.
Example: JWT Token Management
class AuthService {
private secretKey: string;
constructor(secretKey: string) {
this.secretKey = secretKey;
}
// AI understands the context and generates complete methods:
generateToken(payload: any, expiresIn: string = '24h'): string {
// AI generates complete JWT token creation logic
}
verifyToken(token: string): any {
// AI generates complete JWT verification logic
}
refreshToken(oldToken: string): string {
// AI generates token refresh logic
}
}
Code Explanation and Learning
Use AI to understand complex code and learn new patterns.
Understanding Complex Code:
// Select this complex code and ask AI: "Explain what this code does"
const result = await Promise.allSettled([
fetch('/api/users').then(r => r.json()),
fetch('/api/posts').then(r => r.json()),
fetch('/api/comments').then(r => r.json())
]).then(results => {
return results.reduce((acc, result, index) => {
const keys = ['users', 'posts', 'comments'];
if (result.status === 'fulfilled') {
acc[keys[index]] = result.value;
} else {
acc[keys[index]] = { error: result.reason };
}
return acc;
}, {} as Record<string, any>);
});
// AI Explanation:
// This code performs concurrent API calls to fetch users, posts, and comments.
// It uses Promise.allSettled to ensure all requests complete regardless of individual failures.
// The results are then transformed into an object with keys 'users', 'posts', 'comments'.
// If a request succeeds, the data is stored; if it fails, an error object is stored instead.
Frontend Development with AI
Vue 3 Composition API with AI
AI-Generated Vue Component:
Prompt:
Create a Vue 3 component using Composition API for a user profile card with:
- Props: user object with id, name, email, avatar, role
- Emits: edit and delete events
- Slots: for custom actions
- TypeScript support
- Responsive design with Tailwind CSS
- Loading and error states
AI Generated Component:
<template>
<div class="bg-white rounded-lg shadow-md p-6 max-w-sm mx-auto">
<!-- Loading State -->
<div v-if="loading" class="animate-pulse">
<div class="w-20 h-20 bg-gray-300 rounded-full mx-auto mb-4"></div>
<div class="h-4 bg-gray-300 rounded mb-2"></div>
<div class="h-4 bg-gray-300 rounded w-3/4 mx-auto"></div>
</div>
<!-- Error State -->
<div v-else-if="error" class="text-center text-red-600">
<svg class="w-12 h-12 mx-auto mb-4" fill="currentColor" viewBox="0 0 20 20">
<path fill-rule="evenodd" d="M18 10a8 8 0 11-16 0 8 8 0 0116 0zm-7 4a1 1 0 11-2 0 1 1 0 012 0zm-1-9a1 1 0 00-1 1v4a1 1 0 102 0V6a1 1 0 00-1-1z" clip-rule="evenodd"></path>
</svg>
<p>{{ error }}</p>
</div>
<!-- Content -->
<div v-else class="text-center">
<!-- Avatar -->
<img
:src="user.avatar || defaultAvatar"
:alt="`${user.name}'s avatar`"
class="w-20 h-20 rounded-full mx-auto mb-4 object-cover border-4 border-gray-200"
@error="handleImageError"
/>
<!-- User Info -->
<h3 class="text-xl font-semibold text-gray-900 mb-1">{{ user.name }}</h3>
<p class="text-gray-600 mb-2">{{ user.email }}</p>
<!-- Role Badge -->
<span
class="inline-block px-3 py-1 text-xs font-medium rounded-full mb-4"
:class="roleClasses"
>
{{ user.role }}
</span>
<!-- Actions -->
<div class="flex gap-2 justify-center">
<button
@click="handleEdit"
class="px-4 py-2 bg-blue-600 text-white rounded-md hover:bg-blue-700 transition-colors"
>
Edit
</button>
<button
@click="handleDelete"
class="px-4 py-2 bg-red-600 text-white rounded-md hover:bg-red-700 transition-colors"
>
Delete
</button>
<!-- Custom Actions Slot -->
<slot name="actions" :user="user"></slot>
</div>
</div>
</div>
</template>
<script setup lang="ts">
import { computed, ref } from 'vue'
interface User {
id: string
name: string
email: string
avatar?: string
role: 'admin' | 'user' | 'moderator'
}
interface Props {
user: User
loading?: boolean
error?: string
}
interface Emits {
edit: [user: User]
delete: [userId: string]
}
const props = withDefaults(defineProps<Props>(), {
loading: false,
error: ''
})
const emit = defineEmits<Emits>()
const defaultAvatar = ref('https://via.placeholder.com/80?text=User')
const roleClasses = computed(() => {
const baseClasses = 'inline-block px-3 py-1 text-xs font-medium rounded-full'
const roleVariants = {
admin: 'bg-red-100 text-red-800',
moderator: 'bg-yellow-100 text-yellow-800',
user: 'bg-green-100 text-green-800'
}
return `${baseClasses} ${roleVariants[props.user.role]}`
})
const handleEdit = () => {
emit('edit', props.user)
}
const handleDelete = () => {
emit('delete', props.user.id)
}
const handleImageError = (event: Event) => {
const target = event.target as HTMLImageElement
target.src = defaultAvatar.value
}
</script>
AI-Generated React Hook:
Prompt:
Create a custom React hook for managing form state with:
- TypeScript support
- Validation using Zod schema
- Async submission handling
- Loading and error states
- Reset functionality
AI Generated Hook:
import { useState, useCallback } from 'react'
import { z } from 'zod'
interface UseFormOptions<T> {
schema: z.ZodSchema<T>
onSubmit: (data: T) => Promise<void>
initialValues: T
}
interface UseFormReturn<T> {
values: T
errors: Partial<Record<keyof T, string>>
isLoading: boolean
isSubmitting: boolean
setValue: (field: keyof T, value: any) => void
handleSubmit: (e: React.FormEvent) => Promise<void>
reset: () => void
clearErrors: () => void
}
export function useForm<T extends Record<string, any>>({
schema,
onSubmit,
initialValues
}: UseFormOptions<T>): UseFormReturn<T> {
const [values, setValues] = useState<T>(initialValues)
const [errors, setErrors] = useState<Partial<Record<keyof T, string>>>({})
const [isLoading, setIsLoading] = useState(false)
const [isSubmitting, setIsSubmitting] = useState(false)
const setValue = useCallback((field: keyof T, value: any) => {
setValues(prev => ({ ...prev, [field]: value }))
// Clear error for this field when user starts typing
if (errors[field]) {
setErrors(prev => {
const newErrors = { ...prev }
delete newErrors[field]
return newErrors
})
}
}, [errors])
const validateForm = useCallback((): boolean => {
try {
schema.parse(values)
setErrors({})
return true
} catch (error) {
if (error instanceof z.ZodError) {
const formErrors: Partial<Record<keyof T, string>> = {}
error.errors.forEach((err) => {
const field = err.path[0] as keyof T
if (field) {
formErrors[field] = err.message
}
})
setErrors(formErrors)
}
return false
}
}, [values, schema])
const handleSubmit = useCallback(async (e: React.FormEvent) => {
e.preventDefault()
if (!validateForm()) {
return
}
setIsSubmitting(true)
setIsLoading(true)
try {
await onSubmit(values)
setErrors({})
} catch (error) {
if (error instanceof Error) {
setErrors({ submit: error.message } as any)
}
} finally {
setIsSubmitting(false)
setIsLoading(false)
}
}, [values, validateForm, onSubmit])
const reset = useCallback(() => {
setValues(initialValues)
setErrors({})
setIsLoading(false)
setIsSubmitting(false)
}, [initialValues])
const clearErrors = useCallback(() => {
setErrors({})
}, [])
return {
values,
errors,
isLoading,
isSubmitting,
setValue,
handleSubmit,
reset,
clearErrors
}
}
// Usage example:
const loginSchema = z.object({
email: z.string().email('Invalid email address'),
password: z.string().min(8, 'Password must be at least 8 characters')
})
function LoginForm() {
const {
values,
errors,
isSubmitting,
setValue,
handleSubmit
} = useForm({
schema: loginSchema,
initialValues: { email: '', password: '' },
onSubmit: async (data) => {
// Handle login logic
await fetch('/api/auth/login', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify(data)
})
}
})
return (
<form onSubmit={handleSubmit}>
<input
type="email"
value={values.email}
onChange={(e) => setValue('email', e.target.value)}
placeholder="Email"
/>
{errors.email && <span>{errors.email}</span>}
<input
type="password"
value={values.password}
onChange={(e) => setValue('password', e.target.value)}
placeholder="Password"
/>
{errors.password && <span>{errors.password}</span>}
<button type="submit" disabled={isSubmitting}>
{isSubmitting ? 'Logging in...' : 'Login'}
</button>
</form>
)
}
Backend Development with AI
Java Spring Boot with AI
AI-Generated REST Controller:
Prompt:
Create a Spring Boot REST controller for Product entity with:
- Full CRUD operations
- Request/Response DTOs
- Validation annotations
- Exception handling
- Pagination support
- Search functionality
- Swagger documentation
AI Generated Controller:
package com.example.ecommerce.controller;
import com.example.ecommerce.dto.ProductCreateDto;
import com.example.ecommerce.dto.ProductResponseDto;
import com.example.ecommerce.dto.ProductUpdateDto;
import com.example.ecommerce.service.ProductService;
import io.swagger.v3.oas.annotations.Operation;
import io.swagger.v3.oas.annotations.Parameter;
import io.swagger.v3.oas.annotations.responses.ApiResponse;
import io.swagger.v3.oas.annotations.responses.ApiResponses;
import io.swagger.v3.oas.annotations.tags.Tag;
import jakarta.validation.Valid;
import lombok.RequiredArgsConstructor;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.Pageable;
import org.springframework.data.domain.Sort;
import org.springframework.data.web.PageableDefault;
import org.springframework.http.HttpStatus;
import org.springframework.http.ResponseEntity;
import org.springframework.web.bind.annotation.*;
import java.util.UUID;
@RestController
@RequestMapping("/api/v1/products")
@RequiredArgsConstructor
@Tag(name = "Product Management", description = "Operations for managing products")
@CrossOrigin(origins = "*", maxAge = 3600)
public class ProductController {
private final ProductService productService;
@Operation(summary = "Get all products", description = "Retrieve a paginated list of products with optional search")
@ApiResponses(value = {
@ApiResponse(responseCode = "200", description = "Successfully retrieved products"),
@ApiResponse(responseCode = "400", description = "Invalid pagination parameters")
})
@GetMapping
public ResponseEntity<Page<ProductResponseDto>> getAllProducts(
@Parameter(description = "Search term for product name or description")
@RequestParam(value = "search", required = false) String search,
@Parameter(description = "Category filter")
@RequestParam(value = "category", required = false) String category,
@Parameter(description = "Minimum price filter")
@RequestParam(value = "minPrice", required = false) Double minPrice,
@Parameter(description = "Maximum price filter")
@RequestParam(value = "maxPrice", required = false) Double maxPrice,
@PageableDefault(size = 20, sort = "createdAt", direction = Sort.Direction.DESC)
Pageable pageable) {
Page<ProductResponseDto> products = productService.findAll(
search, category, minPrice, maxPrice, pageable
);
return ResponseEntity.ok(products);
}
@Operation(summary = "Get product by ID", description = "Retrieve a specific product by its ID")
@ApiResponses(value = {
@ApiResponse(responseCode = "200", description = "Product found"),
@ApiResponse(responseCode = "404", description = "Product not found")
})
@GetMapping("/{id}")
public ResponseEntity<ProductResponseDto> getProductById(
@Parameter(description = "Product ID", required = true)
@PathVariable UUID id) {
ProductResponseDto product = productService.findById(id);
return ResponseEntity.ok(product);
}
@Operation(summary = "Create new product", description = "Create a new product")
@ApiResponses(value = {
@ApiResponse(responseCode = "201", description = "Product created successfully"),
@ApiResponse(responseCode = "400", description = "Invalid input data"),
@ApiResponse(responseCode = "409", description = "Product with this SKU already exists")
})
@PostMapping
public ResponseEntity<ProductResponseDto> createProduct(
@Parameter(description = "Product creation data", required = true)
@Valid @RequestBody ProductCreateDto createDto) {
ProductResponseDto createdProduct = productService.create(createDto);
return ResponseEntity.status(HttpStatus.CREATED).body(createdProduct);
}
@Operation(summary = "Update product", description = "Update an existing product")
@ApiResponses(value = {
@ApiResponse(responseCode = "200", description = "Product updated successfully"),
@ApiResponse(responseCode = "400", description = "Invalid input data"),
@ApiResponse(responseCode = "404", description = "Product not found")
})
@PutMapping("/{id}")
public ResponseEntity<ProductResponseDto> updateProduct(
@Parameter(description = "Product ID", required = true)
@PathVariable UUID id,
@Parameter(description = "Product update data", required = true)
@Valid @RequestBody ProductUpdateDto updateDto) {
ProductResponseDto updatedProduct = productService.update(id, updateDto);
return ResponseEntity.ok(updatedProduct);
}
@Operation(summary = "Delete product", description = "Delete a product by ID")
@ApiResponses(value = {
@ApiResponse(responseCode = "204", description = "Product deleted successfully"),
@ApiResponse(responseCode = "404", description = "Product not found")
})
@DeleteMapping("/{id}")
public ResponseEntity<Void> deleteProduct(
@Parameter(description = "Product ID", required = true)
@PathVariable UUID id) {
productService.delete(id);
return ResponseEntity.noContent().build();
}
@Operation(summary = "Get products by category", description = "Retrieve products filtered by category")
@GetMapping("/category/{category}")
public ResponseEntity<Page<ProductResponseDto>> getProductsByCategory(
@Parameter(description = "Category name", required = true)
@PathVariable String category,
@PageableDefault(size = 20, sort = "name", direction = Sort.Direction.ASC)
Pageable pageable) {
Page<ProductResponseDto> products = productService.findByCategory(category, pageable);
return ResponseEntity.ok(products);
}
@Operation(summary = "Update product inventory", description = "Update product stock quantity")
@PatchMapping("/{id}/inventory")
public ResponseEntity<ProductResponseDto> updateInventory(
@Parameter(description = "Product ID", required = true)
@PathVariable UUID id,
@Parameter(description = "New stock quantity", required = true)
@RequestParam("quantity") Integer quantity) {
ProductResponseDto updatedProduct = productService.updateInventory(id, quantity);
return ResponseEntity.ok(updatedProduct);
}
}
Go Web Service with AI
AI-Generated Go HTTP Handler:
Prompt:
Create a Go HTTP handler for user management with:
- Gin framework
- PostgreSQL database integration using pgx
- JWT authentication middleware
- Request validation using validator
- Error handling
- Logging with structured logs
- Rate limiting
AI Generated Handler:
package handlers
import (
"context"
"database/sql"
"net/http"
"strconv"
"time"
"github.com/gin-gonic/gin"
"github.com/go-playground/validator/v10"
"github.com/jackc/pgx/v5/pgxpool"
"github.com/sirupsen/logrus"
"golang.org/x/time/rate"
"github.com/yourapp/internal/models"
"github.com/yourapp/internal/services"
"github.com/yourapp/pkg/auth"
"github.com/yourapp/pkg/utils"
)
type UserHandler struct {
db *pgxpool.Pool
logger *logrus.Logger
validate *validator.Validate
limiter *rate.Limiter
userSvc *services.UserService
}
type CreateUserRequest struct {
Email string `json:"email" validate:"required,email"`
Password string `json:"password" validate:"required,min=8"`
FirstName string `json:"first_name" validate:"required,min=2"`
LastName string `json:"last_name" validate:"required,min=2"`
Role string `json:"role" validate:"required,oneof=user admin moderator"`
}
type UpdateUserRequest struct {
Email *string `json:"email,omitempty" validate:"omitempty,email"`
FirstName *string `json:"first_name,omitempty" validate:"omitempty,min=2"`
LastName *string `json:"last_name,omitempty" validate:"omitempty,min=2"`
Role *string `json:"role,omitempty" validate:"omitempty,oneof=user admin moderator"`
IsActive *bool `json:"is_active,omitempty"`
}
type UserResponse struct {
ID int `json:"id"`
Email string `json:"email"`
FirstName string `json:"first_name"`
LastName string `json:"last_name"`
Role string `json:"role"`
IsActive bool `json:"is_active"`
CreatedAt time.Time `json:"created_at"`
UpdatedAt time.Time `json:"updated_at"`
}
func NewUserHandler(db *pgxpool.Pool, logger *logrus.Logger) *UserHandler {
return &UserHandler{
db: db,
logger: logger,
validate: validator.New(),
limiter: rate.NewLimiter(rate.Every(time.Minute), 60), // 60 requests per minute
userSvc: services.NewUserService(db, logger),
}
}
// Rate limiting middleware
func (h *UserHandler) RateLimitMiddleware() gin.HandlerFunc {
return func(c *gin.Context) {
if !h.limiter.Allow() {
h.logger.WithField("ip", c.ClientIP()).Warn("Rate limit exceeded")
c.JSON(http.StatusTooManyRequests, gin.H{
"error": "Rate limit exceeded. Please try again later.",
})
c.Abort()
return
}
c.Next()
}
}
// @Summary Get all users
// @Description Retrieve a paginated list of users
// @Tags users
// @Accept json
// @Produce json
// @Param page query int false "Page number" default(1)
// @Param limit query int false "Items per page" default(20)
// @Security BearerAuth
// @Success 200 {object} map[string]interface{}
// @Failure 400 {object} map[string]string
// @Failure 401 {object} map[string]string
// @Failure 500 {object} map[string]string
// @Router /api/v1/users [get]
func (h *UserHandler) GetUsers(c *gin.Context) {
// Extract pagination parameters
page, _ := strconv.Atoi(c.DefaultQuery("page", "1"))
limit, _ := strconv.Atoi(c.DefaultQuery("limit", "20"))
if page < 1 {
page = 1
}
if limit < 1 || limit > 100 {
limit = 20
}
offset := (page - 1) * limit
ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
defer cancel()
h.logger.WithFields(logrus.Fields{
"page": page,
"limit": limit,
"user": c.GetString("user_id"),
}).Info("Fetching users")
// Get users from database
users, total, err := h.userSvc.GetUsers(ctx, limit, offset)
if err != nil {
h.logger.WithError(err).Error("Failed to fetch users")
c.JSON(http.StatusInternalServerError, gin.H{
"error": "Failed to retrieve users",
})
return
}
// Convert to response format
userResponses := make([]UserResponse, len(users))
for i, user := range users {
userResponses[i] = UserResponse{
ID: user.ID,
Email: user.Email,
FirstName: user.FirstName,
LastName: user.LastName,
Role: user.Role,
IsActive: user.IsActive,
CreatedAt: user.CreatedAt,
UpdatedAt: user.UpdatedAt,
}
}
c.JSON(http.StatusOK, gin.H{
"users": userResponses,
"pagination": gin.H{
"page": page,
"limit": limit,
"total": total,
"total_pages": (total + limit - 1) / limit,
},
})
}
// @Summary Get user by ID
// @Description Retrieve a specific user by ID
// @Tags users
// @Accept json
// @Produce json
// @Param id path int true "User ID"
// @Security BearerAuth
// @Success 200 {object} UserResponse
// @Failure 400 {object} map[string]string
// @Failure 404 {object} map[string]string
// @Failure 500 {object} map[string]string
// @Router /api/v1/users/{id} [get]
func (h *UserHandler) GetUserByID(c *gin.Context) {
userID, err := strconv.Atoi(c.Param("id"))
if err != nil {
c.JSON(http.StatusBadRequest, gin.H{
"error": "Invalid user ID",
})
return
}
ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
defer cancel()
h.logger.WithFields(logrus.Fields{
"user_id": userID,
"requester": c.GetString("user_id"),
}).Info("Fetching user by ID")
user, err := h.userSvc.GetUserByID(ctx, userID)
if err != nil {
if err == sql.ErrNoRows {
c.JSON(http.StatusNotFound, gin.H{
"error": "User not found",
})
return
}
h.logger.WithError(err).Error("Failed to fetch user")
c.JSON(http.StatusInternalServerError, gin.H{
"error": "Failed to retrieve user",
})
return
}
response := UserResponse{
ID: user.ID,
Email: user.Email,
FirstName: user.FirstName,
LastName: user.LastName,
Role: user.Role,
IsActive: user.IsActive,
CreatedAt: user.CreatedAt,
UpdatedAt: user.UpdatedAt,
}
c.JSON(http.StatusOK, response)
}
// @Summary Create new user
// @Description Create a new user account
// @Tags users
// @Accept json
// @Produce json
// @Param user body CreateUserRequest true "User creation data"
// @Security BearerAuth
// @Success 201 {object} UserResponse
// @Failure 400 {object} map[string]string
// @Failure 409 {object} map[string]string
// @Failure 500 {object} map[string]string
// @Router /api/v1/users [post]
func (h *UserHandler) CreateUser(c *gin.Context) {
var req CreateUserRequest
if err := c.ShouldBindJSON(&req); err != nil {
c.JSON(http.StatusBadRequest, gin.H{
"error": "Invalid request body",
})
return
}
// Validate request
if err := h.validate.Struct(req); err != nil {
c.JSON(http.StatusBadRequest, gin.H{
"error": utils.FormatValidationErrors(err),
})
return
}
ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
defer cancel()
h.logger.WithFields(logrus.Fields{
"email": req.Email,
"role": req.Role,
"creator": c.GetString("user_id"),
}).Info("Creating new user")
// Hash password
hashedPassword, err := utils.HashPassword(req.Password)
if err != nil {
h.logger.WithError(err).Error("Failed to hash password")
c.JSON(http.StatusInternalServerError, gin.H{
"error": "Failed to process password",
})
return
}
// Create user
user := &models.User{
Email: req.Email,
Password: hashedPassword,
FirstName: req.FirstName,
LastName: req.LastName,
Role: req.Role,
IsActive: true,
}
createdUser, err := h.userSvc.CreateUser(ctx, user)
if err != nil {
if utils.IsUniqueViolationError(err) {
c.JSON(http.StatusConflict, gin.H{
"error": "User with this email already exists",
})
return
}
h.logger.WithError(err).Error("Failed to create user")
c.JSON(http.StatusInternalServerError, gin.H{
"error": "Failed to create user",
})
return
}
response := UserResponse{
ID: createdUser.ID,
Email: createdUser.Email,
FirstName: createdUser.FirstName,
LastName: createdUser.LastName,
Role: createdUser.Role,
IsActive: createdUser.IsActive,
CreatedAt: createdUser.CreatedAt,
UpdatedAt: createdUser.UpdatedAt,
}
h.logger.WithField("user_id", createdUser.ID).Info("User created successfully")
c.JSON(http.StatusCreated, response)
}
// RegisterRoutes registers all user routes
func (h *UserHandler) RegisterRoutes(r *gin.RouterGroup) {
users := r.Group("/users")
users.Use(h.RateLimitMiddleware())
users.Use(auth.RequireAuth()) // JWT authentication middleware
users.GET("", h.GetUsers)
users.GET("/:id", h.GetUserByID)
users.POST("", auth.RequireRole("admin"), h.CreateUser)
users.PUT("/:id", auth.RequireRole("admin"), h.UpdateUser)
users.DELETE("/:id", auth.RequireRole("admin"), h.DeleteUser)
}
You've now mastered AI-assisted coding for both frontend and backend development.
Next: Learn how to leverage AI for intelligent debugging and testing in Intelligent Debugging & Testing.