#non-functional requirements
47 related articles
·3 min
AI Can't Build Usable Products — Developers' Jobs Haven't Disappeared
AI can generate code snippets and demos, but usable products still require human engineers' judgment and responsibility. This article analyzes AI coding tools' limits and developers' evolving roles.
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·4 min
Transitioning from DevOps to MLOps: A Complete Learning Roadmap
How can DevOps engineers efficiently transition to MLOps? This guide covers MLOps core concepts, standard workflows, essential tools, and Azure practices with a progressive learning roadmap.
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·3 min
Minecraft Java Edition Raises Recommended RAM to 16GB: What the Vulkan Migration Means
Minecraft Java Edition's recommended RAM jumps to 16GB as the game prepares for a Vulkan graphics API migration. Learn what this means for players and the mod ecosystem.
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·3 min
ByteDance Interviewer Deep Dive: How Vibe Coding Is Reshaping Frontend Engineers' Core Competitiveness
A ByteDance interviewer breaks down the 3-layer Vibe Coding interview framework: AI tool awareness, complex product engineering, and a 1-hour full-stack challenge. Architectural thinking wins.
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·3 min
GPT + Codex in Action: Building a Real-Time Typhoon Detection System in 20 Minutes
A developer used GPT and Codex to build a real-time typhoon detection system with 3D maps, timeline playback, and risk analysis — all in just 20 minutes.
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·2 min
GPT 5.6 Three-Version Benchmark: What Makes Sol, Terra, and Luna Worth the Price Difference?
GPT 5.6's Sol, Terra, and Luna tested across 108 engineering checks. Backend scores tie between Sol and Terra — the real gap is in frontend and packaging delivery.
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·3 min
Claude Code + Skills in Action: A Complete Guide to Automated Test Case Generation
How Claude Code + Skills automates test case generation in 3 phases: requirements breakdown, test point extraction, and case generation — 10x faster than manual writing.
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·2 min
WisprGemma: Fully Local In-Browser Voice Input — Your Audio Never Leaves Your Device
WisprGemma is an open-source, browser-local voice input tool built on WebGPU and Transformers.js. One Gemma model handles speech recognition and text polish — your voice never leaves your device.
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·5 min
Turn PRD into XMind Test Cases with One Click Using Cursor — 10x Efficiency Boost
A must-read for test engineers: use Cursor's custom Skills to auto-generate test cases covering positive, negative, and boundary values from PRDs, output as Markdown linked to XMind, adapting to functional, interface, and performance testing.
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·4 min
Complete Beginner's Guide to Claude Code in 19 Minutes
A complete beginner's guide to Claude Code covering setup, Plan Mode, CLAUDE.md project memory, MCP connectors, Skills, Plugins, and deploying via GitHub and Vercel.
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·4 min
GitHub Spec-Kit in Practice: 5 Core Commands to Keep AI Coding on Track
Deep dive into GitHub's open-source Spec-Kit: 5 core commands and 2 optional checkpoints that solve AI coding drift. From setting Rules to generating code, every step makes the AI pause for your approval.
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·3 min
The Complete Guide to Vibe Coding: Turn Ideas into Products with AI — No Coding Required
A complete guide to Vibe Coding: from idea to PRD, UI design, and working code using AI tools like Gemini, Figma Make, and Cursor — no coding skills needed.
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·4 min
Claude Code in Practice: Complex Payment Feature Built in 4 Hours for $60
A detailed walkthrough of Claude Code + Opus 4.7 in action: from CCSwitch setup to model configuration, completing a complex payment feature in 4 hours for $60 with zero hand-written code.
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·4 min
Five Essential Cursor Skills Every QA Engineer Needs: A Complete Breakdown
A detailed guide to five essential Cursor Skills for QA engineers: PRD analysis, test case generation, JMeter scripting, load test reports, and web automation.
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·4 min
Building a Personal Blog from Scratch with Cursor: A Complete AI-Powered Development Tutorial
Learn how to build a personal blog from scratch using Cursor AI — covering UI prototyping, full-stack code generation, database setup, and bug debugging with almost no hand-written code.
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·3 min
Hands-On with Tencent Cloud ADP 4.0: How an Enterprise-Grade Agent Development Platform Tackles the Agent Commercialization Challenge
Hands-on review of Tencent Cloud ADP 4.0: testing its full-lifecycle Agent management — from rapid creation and enterprise integration to automated evaluation and Skill governance for real-world deployment.
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·3 min
Vibe Coding Tutorial for Beginners: Three Steps from Idea to Product Launch
A complete Vibe Coding guide: use natural language to drive AI for product development — from ideation and PRD generation to UI design and code implementation. Build launchable products with zero coding skills.
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·3 min
Cursor Composer 2.5 In-Depth Review: One-Tenth the Cost of Opus — Is It Worth Using?
In-depth review of Cursor Composer 2.5 coding model through real-world tests including macOS cloning, landing pages, and 3D scenes. At just 7 cents per task, it offers stunning value vs Opus.
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·4 min
The Complete AI App Development Workflow: Six Steps from Idea to Launch
A complete guide to building apps with AI coding tools, covering product docs, prototyping, full-stack development, database design, project management, and testing — no coding required.
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·4 min
OpenAI Engineer's Practice: Agent-Driven Development Methodology in the Era of Free Code
OpenAI engineer Ryan Lopopolo shares 9 months of pure AI agent coding practice, revealing core methodologies including prompt engineering, automated code review, and skill design in the new paradigm where code is free.
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