Dore Ibyo Kode yawe Yakozwe na AI itakubwira

IDE ikoreshwa na AI irahindura uburyo twandika - iterambere ryihuse, kubabara umutwe muto, hamwe nibyifuzo byihuse. Ariko hariho ukuri kwa tekiniki dukeneye gukemura:

AI ntabwo yihutisha code gusa - yihutisha kandi amakosa . 💥

Nyuma yo gukorana na Cursor, Copilot na Windsurf mubidukikije bitandukanye, nabonye AI idatanga kode "mbi". Ahubwo, itanga tekiniki ikosora ibisubizo byabuze imiterere yubucuruzi nubumenyi bwa domaine.

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:

1. Imiterere yubucuruzi n amategeko agenga indangarubuga - ntishobora kumenya politiki yihariye yisosiyete
2. Amasezerano yihariye yumushinga - afite imyumvire mike yimiterere ya codebase yawe
3. Ingaruka zubwubatsi - yibanda kumikorere iri hafi, ntabwo sisitemu muri rusange
4. Imikorere ku gipimo - optimizasiyo ifite akamaro mubidukikije

✅ Uburyo bwo gukoresha ibikoresho bya AI neza

1. Bika AI kuri boilerplate, ariko usubiremo witonze ingingo zo guhuza - AI irusha abandi kubyara uburyo bwo gusubiramo ariko akenshi ikabura uburyo ibice bihuza muri sisitemu nini.

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.

Line Umurongo w'urufatiro? AI nigikoresho gikomeye, ariko ntabwo CTO yawe. 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