IDE ki mache ak AI ap chanje fason nou kode - devlopman pi rapid, mwens tèt fè mal, ak sijesyon enstantane. Men, gen yon reyalite teknik nou bezwen adrese:  AI pa jis   - li   . 💥 akselere kodaj akselere tou pinèz  Apre mwen fin travay ak   nan diferan anviwònman, mwen remake AI pa tipikman pwodui "move" kòd. Olye de sa, li jenere solisyon teknikman kòrèk ki manke kontèks biznis enpòtan ak konesans domèn. Kurseur, Copilot ak Windsurf  Men ki sa asistan kodaj AI anjeneral jwenn mal:  1. AI Entwodui Pwoblèm Pèfòmans sibtil, difisil pou tach  ❌ Sijesyon AI: Li sanble efikas men li gen yon pwoblèm rechèch sibtil N+1   const getUsersWithOrders = async (): Promise<UserWithOrders[]> => { // Fetch all users - seems reasonable const users = await prisma.user.findMany({ where: { status: 'ACTIVE' } }); // For each user, get their orders - the subtle N+1 query issue const usersWithOrders = await Promise.all( users.map(async (user) => { const orders = await prisma.order.findMany({ where: { userId: user.id }, orderBy: { createdAt: 'desc' }, take: 5 // Just get recent orders }); return { ...user, orders }; }) ); return usersWithOrders; };  ✅ Pi bon solisyon: yon sèl rechèch efikas ak bon relasyon   const getUsersWithOrders = async (): Promise<UserWithOrders[]> => { // One efficient query with proper inclusion of related data const users = await prisma.user.findMany({ where: { status: 'ACTIVE' }, include: { orders: { orderBy: { createdAt: 'desc' }, take: 5, } } }); // Server-side data transformation if needed return users.map(user => ({ ...user, orders: user.orders, // Transform any data if required totalSpent: user.orders.reduce((sum, order) => sum + order.total, 0) })); };  2. AI rate kontèks kontèks lè w ap entegre ak baz kod ki egziste yo   interface User { id: string; name: string; email: string; } const getUserDetails = async (userId: string): Promise<User> => { const response = await fetch(`/api/users/${userId}`); if (!response.ok) throw new Error('Failed to fetch user'); return await response.json(); };  ✅ Pi bon solisyon: swiv modèl aplikasyon etabli   import { ApiService } from '@/services/api'; import { User } from '@/types/user'; import { handleApiError } from '@/utils/error-handling'; export const getUserDetails = async (userId: string): Promise<User> => { try { return await ApiService.get<User>(`users/${userId}`); } catch (error) { return handleApiError(error, 'Failed to fetch user details'); } };  3. AI fè sipozisyon rezonab, men li manke kondisyon espesifik pou domèn  ❌ Sijesyon AI: Kalkil rabè teknikman kòrèk   const calculateDiscount = (price: number, discountPercent: number): number => { const discountAmount = price * (discountPercent / 100); return price - discountAmount; };  ✅ Pi bon solisyon: Enkòpore règ biznis ak fòma   const calculateDiscount = (price: number, discountPercent: number): number => { // Company policy: Maximum discount is 40% unless approved const effectiveDiscount = Math.min(discountPercent, 40); // Business rule: Discounts are calculated after tax in our system const priceWithTax = addTax(price); const discountAmount = priceWithTax * (effectiveDiscount / 100); // Format to company standard: always round to nearest cent return Number((priceWithTax - discountAmount).toFixed(2)); };  🚀 Verite a? AI pa ekri move kòd — li jis pa ka li lide ou  Modèl la klè: AI ekselan nan jenere kòd sentaktik kòrèk, algoritmik son. Ki sa li toujou manke yo se:    - li pa ka konnen règleman espesifik konpayi ou Kontèks biznis ak règ domèn    - li gen yon konpreyansyon limite sou modèl kodbaz ou a Konvansyon espesifik pou pwojè    - li konsantre sou fonksyon an nan men yo, pa sistèm nan kòm yon antye Enplikasyon achitekti    - optimize ki enpòtan nan anviwònman pwodiksyon an Pèfòmans nan echèl  ✅ Ki jan yo sèvi ak zouti AI yon fason efikas  1.   - AI briye nan jenere modèl repetitif men souvan manke fason eleman konekte nan pi gwo sistèm. Rezève AI pou boilerplate, men revize pwen entegrasyon ak anpil atansyon  2.   - Fè envit presi ak kontèks  🚫  "Jenere yon zen TypeScript React pou chache done"  ✅  "Jenere yon zen TypeScript React pou chache done ki swiv modèl jere erè nou an ki egziste deja, ki gen ladan netwayaj sou demonte, epi okipe demann rasi."  3.  Verifye ka kwen AI ta ka rate.   describe('calculateDiscount', () => { it('correctly calculates a 20% discount on $100', () => { expect(calculateDiscount(100, 20)).toBe(80); }); it('handles zero price', () => { expect(calculateDiscount(0, 15)).toBe(0); }); it('handles zero discount', () => { expect(calculateDiscount(50, 0)).toBe(50); }); it('handles decimal precision correctly', () => { expect(calculateDiscount(9.99, 10)).toBe(8.99); }); it('rejects negative prices', () => { expect(() => calculateDiscount(-10, 20)).toThrow(); }); it('rejects invalid discount percentages', () => { expect(() => calculateDiscount(100, 101)).toThrow(); expect(() => calculateDiscount(100, -5)).toThrow(); }); });  Sa yo se pa "ensèk" nan sans tradisyonèl la, men pito yon limit fondamantal: AI pa ka konprann domèn biznis ou, estanda konpayi yo, oswa kontèks konplè achitekti aplikasyon w lan fason yon manm ekip expérimentés kapab.  🚀   AI se yon zouti pwisan, men li pa CTO ou.  Liy anba? Panse kritik. Revize agresif. Kòd entelijan.  📢  "The Engineer's Log" se kote nou dekode mond lan nan AI, Web3, ak jeni lojisyèl - san BS la. Abònman pou plonje pwofon, pi bon pratik kodaj, ak istwa debogaj nan mond reyèl la.  🛠    Antre nan bilten an → Jounal Enjenyè a

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