Expert guide for automated and manual Web Accessibility (a11y) testing — axe-core, Pa11y, Playwright a11y, screen reader testing, and WCAG 2.2 Level AA/AAA compliance / Panduan ahli pengujian aksesibilitas web.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for modern client-side state management: Zustand, Jotai, Valtio, TanStack Store, Redux Toolkit, and server state patterns with TanStack Query / Panduan ahli untuk manajemen state client-side modern: Zustand, Jotai, Valtio, TanStack Store, Redux Toolkit, dan pola server state dengan TanStack Query.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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Connects and orchestrates with relevant domain skills like brainstorming, zero-to-prod-orchestrator, and session-memory-manager to ensure cohesive execution.
Expert guide for selecting and implementing the right state management solution for React and Next.js applications. Covers Zustand 5, Jotai 2, Valtio, TanStack Store, and Redux Toolkit 2, with clear guidance on when to use each, proper separation of server state (TanStack Query) from client state, and advanced patterns like slices, persistence, and devtools integration.
Before choosing a library, categorize your state:
| Category | Description | Solution |
|---|---|---|
| Server State | Data from APIs, databases | TanStack Query / SWR |
| URL State | Route params, search filters | useSearchParams, nuqs |
| Form State | Input values, validation errors | React Hook Form + Zod |
| UI/Local State | Modals, drawers, toggles | useState / useReducer |
| Global Client State | Theme, auth, shopping cart | Zustand / Jotai |
| Cross-tab State | Sync across browser tabs | Zustand + BroadcastChannel |
Rule: Do NOT store server data in client state. Let TanStack Query own all async data.
| Criteria | Zustand 5 | Jotai 2 | Valtio | Redux Toolkit |
|---|---|---|---|---|
| Mental Model | Single store, actions | Atomic, bottom-up | Proxy-based, mutable | Flux, reducers |
| Bundle Size | ~1KB | ~3KB | ~3KB | ~15KB+ |
| DevTools | Redux DevTools | Jotai DevTools | Redux DevTools | Built-in |
| Async | Manual or middleware | atomWithQuery | snapshot | createAsyncThunk |
| Best For | General global state | Atomic derived state | Simple mutable state | Large teams, strict patterns |
Recommendation: Use Zustand as the default. Use Jotai for fine-grained reactive atoms. Use Redux Toolkit only for large enterprise teams with strict conventions.
// stores/ui.store.ts
import { create } from 'zustand';
import { devtools, persist, subscribeWithSelector } from 'zustand/middleware';
import { immer } from 'zustand/middleware/immer';
interface UiState {
theme: 'light' | 'dark' | 'system';
sidebarOpen: boolean;
activeModal: string | null;
setTheme: (theme: UiState['theme']) => void;
toggleSidebar: () => void;
openModal: (modalId: string) => void;
closeModal: () => void;
}
export const useUiStore = create<UiState>()(
devtools(
persist(
subscribeWithSelector(
immer((set) => ({
theme: 'system',
sidebarOpen: true,
activeModal: null,
setTheme: (theme) => set((state) => { state.theme = theme; }),
toggleSidebar: () => set((state) => { state.sidebarOpen = !state.sidebarOpen; }),
openModal: (modalId) => set((state) => { state.activeModal = modalId; }),
closeModal: () => set((state) => { state.activeModal = null; }),
}))
),
{ name: 'ui-store', partialize: (s) => ({ theme: s.theme }) }
),
{ name: 'UiStore' }
)
);
// Pattern: separate slices, combine into one store
import { StateCreator } from 'zustand';
interface AuthSlice {
user: User | null;
isAuthenticated: boolean;
login: (user: User) => void;
logout: () => void;
}
interface CartSlice {
items: CartItem[];
addItem: (item: CartItem) => void;
removeItem: (id: string) => void;
total: () => number;
}
type AppStore = AuthSlice & CartSlice;
const createAuthSlice: StateCreator<AppStore, [], [], AuthSlice> = (set) => ({
user: null,
isAuthenticated: false,
login: (user) => set({ user, isAuthenticated: true }),
logout: () => set({ user: null, isAuthenticated: false }),
});
const createCartSlice: StateCreator<AppStore, [], [], CartSlice> = (set, get) => ({
items: [],
addItem: (item) => set((s) => ({ items: [...s.items, item] })),
removeItem: (id) => set((s) => ({ items: s.items.filter((i) => i.id !== id) })),
total: () => get().items.reduce((sum, item) => sum + item.price * item.qty, 0),
});
export const useAppStore = create<AppStore>()(
devtools((...args) => ({
...createAuthSlice(...args),
...createCartSlice(...args),
}))
);
// Only re-render when `theme` changes, not the entire store
const theme = useUiStore((s) => s.theme);
const isModalOpen = useUiStore((s) => s.activeModal === 'confirm-delete');
// Subscribe outside React (side effects, non-component code)
useUiStore.subscribe(
(s) => s.theme,
(theme) => document.documentElement.dataset.theme = theme,
{ fireImmediately: true }
);
// atoms/user.atoms.ts
import { atom, loadable } from 'jotai';
import { atomWithStorage, atomWithReset } from 'jotai/utils';
// Primitive atom
export const themeAtom = atomWithStorage<'light' | 'dark'>('theme', 'light');
// Derived (read-only) atom
export const isDarkAtom = atom((get) => get(themeAtom) === 'dark');
// Async atom with loadable for Suspense-free usage
export const userAtom = atom(async () => {
const res = await fetch('/api/me');
if (!res.ok) throw new Error('Failed to fetch user');
return res.json() as Promise<User>;
});
export const loadableUserAtom = loadable(userAtom);
// In component:
function UserWidget() {
const loadableUser = useAtomValue(loadableUserAtom);
if (loadableUser.state === 'loading') return <Spinner />;
if (loadableUser.state === 'hasError') return <Error />;
return <div>{loadableUser.data.name}</div>;
}
// features/cart/cartSlice.ts
import { createSlice, PayloadAction, createSelector } from '@reduxjs/toolkit';
interface CartState {
items: CartItem[];
status: 'idle' | 'loading' | 'failed';
}
const cartSlice = createSlice({
name: 'cart',
initialState: { items: [], status: 'idle' } as CartState,
reducers: {
addItem(state, action: PayloadAction<CartItem>) {
state.items.push(action.payload); // Immer handles immutability
},
removeItem(state, action: PayloadAction<string>) {
state.items = state.items.filter((i) => i.id !== action.payload);
},
},
});
// Memoized selector
export const selectCartTotal = createSelector(
(state: RootState) => state.cart.items,
(items) => items.reduce((sum, i) => sum + i.price * i.qty, 0)
);
export const { addItem, removeItem } = cartSlice.actions;
export default cartSlice.reducer;
useHydrateAtoms (Jotai) or a HydrationBoundary pattern.// providers/store-provider.tsx (App Router pattern)
'use client';
import { createStore, Provider } from 'jotai';
import { useRef } from 'react';
type Props = { children: React.ReactNode; initialUser?: User };
export function StoreProvider({ children, initialUser }: Props) {
const store = useRef(createStore());
if (initialUser) store.current.set(userAtom, initialUser);
return <Provider store={store.current}>{children}</Provider>;
}
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Terhubung dan mengorkestrasi skill domain yang relevan seperti brainstorming, zero-to-prod-orchestrator, dan session-memory-manager untuk memastikan arsitektur state yang bersih dan bebas re-render berlebihan.
Panduan ahli untuk memilih dan mengimplementasikan solusi manajemen state yang tepat untuk aplikasi React 19 dan Next.js 15. Mencakup Zustand 5, Jotai 2, Valtio, dan Redux Toolkit 2, dengan panduan pemilihan yang jelas, pemisahan server state (TanStack Query) dari client state, dan pola lanjutan seperti slices, persistensi, dan integrasi devtools.
| Kategori | Definisi | Solusi Standar 2026 |
|---|---|---|
| Server State | Data yang berasal dari database atau endpoint API | TanStack Query v5 / SWR |
| URL State | Filter pencarian, pagination, parameter routing | useSearchParams, nuqs |
| Form State | Input formulir, status validasi, pesan kesalahan | React Hook Form + Zod |
| UI Local State | Buka/tutup modal, dropdown, toggle accordion | useState / useReducer |
| Global Client State | Status autentikasi, tema, preferensi UI, keranjang belanja | Zustand 5 / Jotai 2 |
Aturan Emas: Jangan pernah menyimpan salinan data server di dalam store klien. Serahkan seluruh sinkronisasi data async ke TanStack Query.
// stores/ui.store.ts
import { create } from 'zustand';
import { devtools, persist, subscribeWithSelector } from 'zustand/middleware';
import { immer } from 'zustand/middleware/immer';
interface UiState {
tema: 'terang' | 'gelap' | 'sistem';
sidebarBuka: boolean;
modalAktif: string | null;
aturTema: (tema: UiState['tema']) => void;
toggleSidebar: () => void;
bukaModal: (idModal: string) => void;
tutupModal: () => void;
}
export const useUiStore = create<UiState>()(
devtools(
persist(
subscribeWithSelector(
immer((set) => ({
tema: 'sistem',
sidebarBuka: true,
modalAktif: null,
aturTema: (tema) => set((draft) => { draft.tema = tema; }),
toggleSidebar: () => set((draft) => { draft.sidebarBuka = !draft.sidebarBuka; }),
bukaModal: (idModal) => set((draft) => { draft.modalAktif = idModal; }),
tutupModal: () => set((draft) => { draft.modalAktif = null; }),
}))
),
{ name: 'penyimpanan-ui', partialize: (s) => ({ tema: s.tema }) }
),
{ name: 'UiStore' }
)
);
// Hanya komponen yang membutuhkan tema yang akan re-render saat tema berubah
const tema = useUiStore((s) => s.tema);
const isModalHapusBuka = useUiStore((s) => s.modalAktif === 'konfirmasi-hapus');
// Langganan di luar siklus React untuk manipulasi DOM langsung
useUiStore.subscribe(
(s) => s.tema,
(tema) => { document.documentElement.dataset.theme = tema; },
{ fireImmediately: true }
);
// providers/store-provider.tsx
'use client';
import { createStore, Provider } from 'jotai';
import { useRef } from 'react';
export function StoreProvider({ children }: { children: React.ReactNode }) {
const storeRef = useRef(createStore());
return <Provider store={storeRef.current}>{children}</Provider>;
}
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Expert guide for automated and manual Web Accessibility (a11y) testing — axe-core, Pa11y, Playwright a11y, screen reader testing, and WCAG 2.2 Level AA/AAA compliance / Panduan ahli pengujian aksesibilitas web.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for intelligent model cascading and routing — complexity-scored task routing from Flash/Haiku to Sonnet/Opus/Astra, dynamic escalation with quality gates, 40-60% token cost reduction while maintaining output quality / Panduan ahli untuk kaskade dan routing model cerdas — routing tugas berbasis skor kompleksitas dari Flash/Haiku ke Sonnet/Opus/Astra, eskalasi dinamis dengan gerbang kualitas, pengurangan biaya token 40-60% dengan kualitas output terjaga.
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Expert guide for Affective Computing, emotional AI, and real-time sentiment analysis through native multimodal tokens (voice intonation and facial micro-expressions) / Panduan ahli komputasi afektif, AI emosional, dan analisis sentimen real-time melalui token multimodal native.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for AI-assisted coding workflows — agentic code generation, multi-agent code swarms, self-healing CI/CD, automated PR review, spec-to-code pipelines, codebase knowledge graphs, and human-in-the-loop approval gates / Panduan ahli untuk workflow pengkodean berbasis AI — generasi kode agentic, code swarm multi-agen, CI/CD self-healing, review PR otomatis, pipeline spec-to-code, knowledge graph codebase, dan gate persetujuan human-in-the-loop.
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Expert guide for autonomous Machine-to-Machine (M2M) agent settlement, dual-rail fiat & stablecoin micro-clearing, dynamic budget envelopes, and cryptographic agent invoicing / Panduan ahli settlement otonom antar-agen (M2M), kliring mikro dual-rail fiat & stablecoin, pagu anggaran dinamis, dan penagihan agen kriptografis.
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Expert guide for long-term episodic memory integration (Mem0 v2, Letta/MemGPT, Zep v2), memory tier architecture, pgvector HNSW storage, and unified context management for autonomous AI agents / Panduan ahli untuk integrasi memori episodik jangka panjang (Mem0 v2, Letta/MemGPT, Zep v2), arsitektur tier memori, penyimpanan pgvector HNSW, dan manajemen konteks terpadu untuk agen AI otonom.
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