IDE ikoreshwa na AI irahindura uburyo twandika - iterambere ryihuse, kubabara umutwe muto, hamwe nibyifuzo byihuse. Ariko hariho ukuri kwa tekiniki dukeneye gukemura:  AI ntabwo   gusa -   . 💥 yihutisha code yihutisha kandi amakosa  Nyuma yo gukorana na   mubidukikije bitandukanye, nabonye AI idatanga kode "mbi". Ahubwo, itanga tekiniki ikosora ibisubizo byabuze imiterere yubucuruzi nubumenyi bwa domaine. Cursor, Copilot na Windsurf  Dore ibyo abafasha ba coding ya AI mubisanzwe bibeshya:  1. AI itangiza ibibazo byoroshye, bigoye-Kuri-Umwanya Ibibazo  ❌ Igitekerezo cya AI: Birasa neza ariko bifite ikibazo cyoroshye cya 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; };  Solution Igisubizo cyiza: Ikibazo kimwe gikora neza hamwe nubusabane bukwiye   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 ibura imbogamizi zijyanye nigihe uhuza na codebase iriho   interface User { id: string; name: string; email: string; } const getUserDetails = async (userId: string): Promise<User> => { const response = await fetch(`/api/users/${userId}`); if (!response.ok) throw new Error('Failed to fetch user'); return await response.json(); };  Solution Igisubizo cyiza: Gukurikiza uburyo bwashyizweho bwo gusaba   import { ApiService } from '@/services/api'; import { User } from '@/types/user'; import { handleApiError } from '@/utils/error-handling'; export const getUserDetails = async (userId: string): Promise<User> => { try { return await ApiService.get<User>(`users/${userId}`); } catch (error) { return handleApiError(error, 'Failed to fetch user details'); } };  3. AI itanga ibitekerezo bifatika ariko ibura ibyangombwa-byihariye bisabwa  ❌ Igitekerezo cya AI: Gukosora muburyo bwo kubara kubara   const calculateDiscount = (price: number, discountPercent: number): number => { const discountAmount = price * (discountPercent / 100); return price - discountAmount; };  Solution Igisubizo cyiza: Harimo amategeko yubucuruzi no guhuza   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)); };  Ukuri? AI Ntabwo Yandika Kode mbi - Ntishobora Gusoma Ubwenge bwawe  Igishushanyo kirasobanutse: AI irusha abandi kubyara kode ikomatanya, code ya algorithm. Icyo ihora ibura ni:    - ntishobora kumenya politiki yihariye yisosiyete Imiterere yubucuruzi n amategeko agenga indangarubuga    - afite imyumvire mike yimiterere ya codebase yawe Amasezerano yihariye yumushinga    - yibanda kumikorere iri hafi, ntabwo sisitemu muri rusange Ingaruka zubwubatsi    - optimizasiyo ifite akamaro mubidukikije Imikorere ku gipimo  ✅ Uburyo bwo gukoresha ibikoresho bya AI neza  1.   - AI irusha abandi kubyara uburyo bwo gusubiramo ariko akenshi ikabura uburyo ibice bihuza muri sisitemu nini. Bika AI kuri boilerplate, ariko usubiremo witonze ingingo zo guhuza  2.   - Ubukorikori busobanutse neza nibisobanuro  .  “Kora TypeScript React hook yo gushaka amakuru”   .  3.  Kugenzura imanza za AI zishobora kubura.   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(); }); });  Ibi ntabwo ari "amakosa" mubisanzwe, ahubwo ni imbogamizi yibanze: AI ntishobora gusobanukirwa nubucuruzi bwawe, amahame yisosiyete, cyangwa imiterere yuzuye yuburyo bwububiko bwawe nkuko umunyamuryango wabimenyereye ashobora.    AI nigikoresho gikomeye, ariko ntabwo CTO yawe.  Line Umurongo w'urufatiro? Tekereza neza. Subiramo uburakari. Kode ifite ubwenge.  📢  “Log ya Engineer” niho dushushanya isi ya AI, Web3, hamwe na software ikora - nta BS. Iyandikishe kubwimbitse, imyitozo myiza ya coding, ninkuru-nyayo yo gukemura inkuru.     Injira mu kanyamakuru Log Log ya Engineer

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