#system testing
3315 related articles
Product Reviews·2 min
Mistral Vibe: Free Open-Source Terminal AI Coding Assistant — A Claude Code Alternative
Mistral Vibe is an open-source, free terminal AI coding agent by Mistral with sub-agents, async processing, and Slash commands — a powerful Claude Code alternative for developers.
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Tutorials·2 min
Codex Getting Started Guide: Dual-Channel Setup with DeepSeek (China) and ChatGPT (Global)
A detailed guide to OpenAI Codex's six core capabilities with dual setup options: DeepSeek for China-based users and ChatGPT for global access.
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Tutorials·2 min
Mock Interview Review for a Test Engineer with 6 Years of Experience: Three Fatal Mistakes and How to Fix Them
A 6-year test engineer's mock interview reveals three fatal flaws: poor communication, contradictory framework descriptions, and shallow AI application depth. Learn targeted strategies to improve.
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Product Reviews·2 min
AWS Kiro Deep Dive: Spec-Driven Development vs Cursor — Which One Is Right for You?
Deep analysis of AWS's new AI IDE Kiro, comparing it with Cursor. Covers spec-driven development workflow, pricing advantages, hands-on impressions, and industry shifts.
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Product Reviews·2 min
Deep Dive into Kiro: What Makes Amazon's AI IDE and Its Spec-Driven Development So Powerful?
Deep dive into Amazon AWS's AI IDE Kiro: how its Spec-driven development integrates requirements, design, and task breakdown into AI coding workflows, compared with Cursor and others.
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Product Reviews·2 min
Kiro AI IDE In-Depth Review: How Spec Mode Makes AI Coding More Reliable and Powerful
In-depth review of AWS's new Kiro AI IDE, covering Spec Mode, Agent Hooks, Steering, and a real WeChat mini program project comparing Kiro with Cursor.
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Tutorials·2 min
Replicating Kiro's Spec-Driven Development in Trae: A Free Alternative Tested and Compared
Amazon Kiro pulled offline after crashes. Free Chinese IDE Trae replicates its Spec-driven dev workflow with auto-execution. Side-by-side comparison of requirements, design docs, and task lists.
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Tutorials·2 min
Claude Code Skill Creator in Practice: One-Click Test Skill Generation Tutorial
Learn how to use Claude Code's official Skill Creator to auto-generate test coverage report skills from natural language, covering creation, iterative optimization, and skill management workflows.
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Product Reviews·2 min
Deep Dive into Warren: A Fully Autonomous AI Coding System Where One Person Uses Agents to Handle the Entire Development Workflow
Deep dive into Warren, a fully autonomous AI coding system. Learn how developer Jim West uses multi-agent collaboration to automate the entire pipeline from intent definition to production deployment.
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Tutorials·2 min
Codex User Guide: Five Key Concepts for Mastering Agent Workflows
Codex is an Agent, not ChatGPT. Learn the five key concepts — Thread, Workspace, Tools, Patch, Verification — to master Codex's agent workflow effectively.
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Product Reviews·2 min
Xiaomi mimo-v2-tts Pitfall Report: Three Major Bugs — Contradictory Docs, Misread Tags, and Audio Cross-Contamination
A deep dive into three critical bugs in Xiaomi's mimo-v2-tts: contradictory docs, control tags read aloud, and backend audio cross-contamination with privacy risks.
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Industry Insights·2 min
GPT-5.5 Reduces Error Rate by 46% in Databricks Document Parsing: Real-World Data and Architecture Breakdown
Databricks tests show GPT-5.5 cuts error rates by 46% in complex document parsing, the only model to break 50% accuracy. Detailed analysis of its breakthroughs in numerical parsing and multi-agent architecture.
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Tutorials·3 min
Open Code Practical Guide: Building an AI Coding Team with Multi-Agent Systems
Deep dive into Open Code's core architecture: main agents, sub-agents, Skills extensions, JWT security, and multi-platform deployment for building efficient AI coding teams.
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Tutorials·2 min
Claude Code Installation & Usage Guide: Quick Start with Terminal, Web & IDE Modes
A detailed guide to installing and using Claude Code in three modes — Terminal, Web, and IDE — with cost-saving tips and common pitfall solutions for beginners.
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Product Reviews·2 min
Claude Code vs Codex Hands-On Comparison: What 100 Hours of Deep Testing Reveals
100+ hours of hands-on testing comparing Claude Code and ChatGPT Codex across customization, performance, token usage, and cost with real-world benchmarks.
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Product Reviews·2 min
Codex vs Claude Code Real-World Comparison: How Big Is the Gap at the $20 Tier?
One month of parallel testing comparing OpenAI Codex and Claude Code across pricing, code quality, context window, ecosystem, and killer features at the $20 tier.
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Expert Opinions·2 min
The Execution Paradox of AI Coding Agents: Why They Talk the Talk but Don't Walk the Walk
AI coding agents excel at explaining why to do something but often fail to actually do it. This article analyzes LLM analysis paralysis and offers strategies for developers.
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Tech Frontiers·1 min
6 Developer Tools You Should Know: AI Debugger, Email Client & Agent Sandbox
6 curated developer tools: Dev3000 AI panoramic debugger, Cloudflare Agentic Inbox, GH Dashboard, Animate Icons, Acme V2 TypeScript IaC, and Telode AI Agent sandbox.
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Industry Insights·2 min
A Beginner's Guide to Vibe Coding: Make Money Building Software with AI — No Coding Required
Vibe Coding lets anyone build software with AI through conversation — no programming needed. Learn what it is, how to break down tasks, and how to make money building custom tools for small businesses.
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Product Reviews·2 min
OpenClaw Hands-On Review: An AI Agent That Controls Your Computer — A New Benchmark for Office Automation
In-depth review of OpenClaw AI Agent: it takes over your keyboard and mouse to operate your computer directly. Covers environment setup, data scraping, file management, security, and cross-platform support.
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