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\u8f6f\u4ef6\u5f00\u53d1\u4e13\u5bb6Igboanugo David Ugochukwu\u8868\u793a\uff0c\u5f53\u4ed6\u5e26\u9886\u7684\u8f6f\u4ef6\u5f00\u53d1\u56e2\u961f\u5728\u53bb\u5e74\u5f00\u59cb\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7f16\u7801\u52a9\u624b\u65f6\uff0c\u4ed6\u5bf9\u5176\u80fd\u529b\u6301\u6000\u7591\u6001\u5ea6\u3002\u57fa\u4e8e\u5176\u957f\u8fbe15\u5e74\u7684\u7f16\u7a0b\u7ecf\u9a8c\uff0c\u4ed6\u4e0d\u76f8\u4fe1\u5927\u578b\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5bf9\u5b9e\u9645\u7684\u5f00\u53d1\u5de5\u4f5c\u63d0\u4f9b\u6709\u610f\u4e49\u7684\u5e2e\u52a9\u3002\u5728\u516d\u4e2a\u6708\u540e\uff0c\u4ed6\u7684\u770b\u6cd5\u53d1\u751f\u4e86\u6839\u672c\u6027\u8f6c\u53d8\uff0c\u5176\u5f00\u53d1\u56e2\u961f\u7684\u5de5\u4f5c\u6548\u7387\u63d0\u9ad8\u4e86\u5927\u7ea640%\uff0c\u540c\u65f6\u4ee3\u7801\u8d28\u91cf\u6307\u6807\u4e5f\u6709\u6240\u63d0\u9ad8\u3002<\/p>\n
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Python 1 def process_user_data(data): 2 if data[‘status’] == ‘active’: 3 user = User.objects.get(id=data[‘user_id’]) 4 if user.subscription: 5 if user.subscription.status == ‘valid’: 6 return handle_active_user(user) 7 else: 8 return handle_inactive_subscription(user) 9 return handle_inactive_user()<\/p>\n
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Python 1 def process_user_data(data): 2 if data[‘status’] != ‘active’: 3 return handle_inactive_user() 4 5 user = User.objects.get(id=data[‘user_id’]) 6 if not user.subscription: 7 return handle_inactive_user() 8 9 return (handle_active_user(user) 10 if user.subscription.status == ‘valid’ 11 else handle_inactive_subscription(user))<\/p>\n
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Python 1 def calculate_order_total(items, discount_code=None): 2 subtotal = sum(item.price * item.quantity for item in items) 3 if discount_code: 4 discount = get_discount_amount(discount_code, subtotal) 5 return subtotal – discount 6 return subtotal<\/p>\n
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Python 1 def test_calculate_order_total(): 2 items = [ 3 Item(price=10.0, quantity=2), 4 Item(price=15.0, quantity=1) 5 ] 6 assert calculate_order_total(items) == 35.0 7 8 def test_calculate_order_total_with_discount(): 9 items = [Item(price=100.0, quantity=1)] 10 assert calculate_order_total(items, ‘SAVE20’) == 80.0 11 12 def test_calculate_order_total_empty(): 13 assert calculate_order_total([]) == 0 14 15 def test_calculate_order_total_invalid_discount(): 16 items = [Item(price=10.0, quantity=1)] 17 assert calculate_order_total(items, ‘INVALID’) == 10.0<\/p>\n
\u5b83\u6355\u6349\u5230\u4e86\u5f00\u53d1\u4eba\u5458\u4e00\u5f00\u59cb\u53ef\u80fd\u4f1a\u5ffd\u7565\u7684\u8fb9\u754c\u6848\u4f8b\u3002<\/p>\n
Ugochukwu\u5e26\u9886\u7684\u5f00\u53d1\u56e2\u961f\u6700\u8fd1\u9700\u8981\u91cd\u65b0\u8bbe\u8ba1\u8eab\u4efd\u9a8c\u8bc1\u7cfb\u7edf\uff0c\u4ee5\u5904\u7406\u591a\u79df\u6237\u5355\u70b9\u767b\u5f55\uff08SSO\uff09\u3002\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u63d0\u4f9b\u7684\u5efa\u8bae\u4ece\u6280\u672f\u4e0a\u6765\u8bf4\u662f\u6b63\u786e\u7684\uff0c\u4f46\u5ffd\u7565\u4e86\u5173\u4e8e\u4e0d\u540c\u5ba2\u6237\u7aef\u7c7b\u578b\u4e4b\u95f4\u4f1a\u8bdd\u7ba1\u7406\u7684\u5173\u952e\u73b0\u5b9e\u56e0\u7d20\u3002<\/p>\n
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\u590d\u5236<\/p>\n
Plain Text 1 1. Write code (2 hours) 2 2. Write tests (1 hour) 3 3. Debug issues (2 hours) 4 4. Code review (1 hour) 5 6 Total: ~6 hours per feature<\/p>\n
\u590d\u5236<\/p>\n
Plain Text 1 1. Write code with AI assistance (1 hour) 2 2. AI generates test cases, developer adjusts (30 mins) 3 3. Debug with AI analysis (1 hour) 4 4. AI-assisted code review (30 mins) 5 6 Total: ~3 hours per feature<\/p>\n
\u4f46\u95ee\u9898\u662f\uff0c\u8fd9\u4e4b\u6240\u4ee5\u80fd\u594f\u6548\uff0c\u662f\u56e0\u4e3a\u5f00\u53d1\u56e2\u961f\u5b66\u4f1a\u4e86\u5982\u4f55\u6709\u6548\u5730\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u3002\u867d\u7136\u4ed6\u4eec\u5728\u7b2c\u4e00\u4e2a\u6708\u7684\u5de5\u4f5c\u6548\u7387\u8f83\u4f4e\uff0c\u4f46\u6b63\u5728\u6478\u7d22\u6b63\u786e\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n
\u800c\u4e0d\u662f\uff1a<\/p>\n
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Plain Text 1 “Write a function to process user data”<\/p>\n
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Plain Text 1 “Write a Python function that: 2 3 – Takes a user_id and data dictionary 4 – Validates required fields: name, email, age 5 – Handles missing fields with default values 6 – Raises ValidationError for invalid data 7 – Returns a processed user object 8 9 Use type hints and include error handling.”<\/p>\n
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Python 1 # Original function with minimal docs 2 3 def process_payment(amount, user_id, method): 4 5 # … implementation …<\/p>\n
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Python 1 def process_payment( 2 amount: Decimal, 3 user_id: str, 4 method: PaymentMethod 5 ) -> PaymentResult: 6 “””Process a payment transaction for a user. 7 8 Args: 9 amount: Transaction amount in user’s local currency. 10 user_id: Unique identifier for the user. 11 method: Payment method object containing card\/bank details. 12 13 Returns: 14 PaymentResult object containing transaction ID and status. 15 16 Raises: 17 InsufficientFundsError: If payment method has insufficient funds. 18 InvalidPaymentMethodError: If payment method is expired\/invalid. 19 PaymentProcessingError: If payment gateway encounters an error. 20 21 Example: 22 >>> result = process_payment( 23 … amount=Decimal(‘99.99′), 24 … user_id=’usr_123′, 25 … method=PaymentMethod(type=’credit_card’, token=’tok_xyz’) 26 … ) 27 >>> print(result.transaction_id) 28 ‘tx_abc123’ 29 “””<\/p>\n
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Python 1 # DON’T: Let AI generate authentication logic 2 def verify_password(plain_text, hashed): 3 return hashlib.md5(plain_text.encode()).hexdigest() == hashed<\/p>\n
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SQL 1 — DON’T: Raw string formatting 2 f”SELECT * FROM users WHERE id = ‘{user_id}'” 3 4 — DO: Parameterized queries 5 “SELECT * FROM users WHERE id = %s”, (user_id,)<\/p>\n
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\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n