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 continuous integration, deployment pipelines, Docker, Kubernetes, and Infrastructure as Code (IaC) / Panduan ahli untuk CI/CD dan infrastruktur.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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Enterprise guide for modern Continuous Integration & Continuous Delivery (CI/CD) pipelines, immutable container workflows (Docker & Kubernetes 1.30+), and Infrastructure as Code (Terraform / OpenTofu). Covers parallelized GitHub Actions workflows with dependency caching (pnpm/bun), multi-stage non-root distroless Docker builds, Trivy container vulnerability scanning, zero-downtime rolling/canary deployments, and zero-trust secret injection via OIDC.
# syntax=docker/dockerfile:1.7
# Stage 1: Dependency resolution and compilation
FROM node:24-alpine AS builder
WORKDIR /app
# Enable pnpm via corepack
RUN corepack enable && corepack prepare pnpm@latest --activate
# Copy manifest files first to maximize layer caching
COPY package.json pnpm-lock.yaml ./
RUN pnpm install --frozen-lockfile
# Copy source code and build production bundle
COPY . .
RUN pnpm run build && pnpm prune --prod
# Stage 2: Minimal, hardened production runtime
FROM gcr.io/distroless/nodejs24-debian12:nonroot AS runner
WORKDIR /app
# Run strictly as non-root user (UID 65532 in distroless)
USER nonroot
# Copy only production artifacts
COPY --from=builder --chown=nonroot:nonroot /app/node_modules ./node_modules
COPY --from=builder --chown=nonroot:nonroot /app/dist ./dist
COPY --from=builder --chown=nonroot:nonroot /app/package.json ./package.json
ENV NODE_ENV=production
ENV PORT=3000
EXPOSE 3000
CMD ["dist/index.js"]
.github/workflows/ci.yml)name: Production CI Pipeline
on:
push:
branches: [main]
pull_request:
branches: [main]
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: true
jobs:
validate:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Setup pnpm
uses: pnpm/action-setup@v4
with:
version: latest
- name: Setup Node.js 24
uses: actions/setup-node@v4
with:
node-version: 24
cache: 'pnpm'
- name: Install Dependencies
run: pnpm install --frozen-lockfile
- name: Lint and Format Check (Biome)
run: npx @biomejs/biome ci .
- name: Type Check (TypeScript)
run: pnpm exec tsc --noEmit
- name: Run Test Suite (Vitest)
run: pnpm test
security-scan:
needs: validate
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Run Trivy Vulnerability Scanner
uses: aquasecurity/trivy-action@master
with:
scan-type: 'fs'
ignore-unfixed: true
severity: 'CRITICAL,HIGH'
root. Always use unprivileged users (nonroot or node) to minimize container breakout vulnerabilities.zero-trust-secret-vault).cloud-hosting-expert: Connects pipeline deployment triggers with Vercel, Railway, or AWS ECS.zero-trust-secret-vault: Manages OIDC federated authentication and secret injection.autonomous-tdd-debugger: Runs unit and integration tests inside the CI runner.production-ready-hardener: Validates security headers, SBOM, and container scan outputs.<a name="bahasa-indonesia"></a>
Panduan enterprise untuk pipeline Continuous Integration & Continuous Delivery (CI/CD) modern, alur kerja kontainer imutabel (Docker & Kubernetes 1.30+), dan Infrastructure as Code (Terraform/OpenTofu). Mencakup pipeline GitHub Actions paralel dengan caching dependensi (pnpm/bun), Dockerfile multi-stage berbasis distroless non-root yang aman, pemindaian kerentanan kontainer dengan Trivy, serta injeksi rahasia tanpa password via OIDC.
# k8s/deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
name: vibes-api-backend
spec:
replicas: 3
selector:
matchLabels:
app: vibes-api
template:
metadata:
labels:
app: vibes-api
spec:
securityContext:
runAsNonRoot: true
runAsUser: 65532
containers:
- name: api
image: myregistry.azurecr.io/vibes-api:latest
resources:
requests:
cpu: "100m"
memory: "128Mi"
limits:
cpu: "500m"
memory: "512Mi"
readinessProbe:
httpGet:
path: /api/health
port: 3000
initialDelaySeconds: 5
periodSeconds: 10
cloud-hosting-expert: Mengotomatisasi deployment akhir ke edge/cloud runner.zero-trust-secret-vault: Memasok token autentikasi dinamis ke dalam pipeline.autonomous-tdd-debugger: Memastikan seluruh test otomatis lolos sebelum komit di-merge.production-ready-hardener: Memverifikasi kesiapan rilis produksi pada tahap akhir CI.아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.
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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.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.