#automated test design
2322 related articles
Product Reviews·2 min
Pocket Mini Apps: Build and Publish Instantly with an Online Claude Code Platform
Pocket Mini Apps is an online Claude Code platform with multi-project support, instant publishing, and full backend capabilities including WeChat integration and database support.
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Tutorials·2 min
Linear + Claude Code in Practice: Let AI Autonomously Complete 90 Development Tasks
Deep dive into Linear and Claude Code integration for autonomous AI development: auto-planning 90 tasks, multi-agent parallel coding, and complete workflow tutorial.
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Tutorials·2 min
Coze Workflow in Action: Auto-Generate 'Fat Cat at Work' Short Videos at Scale
Step-by-step guide to building a Coze workflow for auto-generating 'fat cat at work' short videos — covering storyboard prompts, Jimeng image generation, batch video synthesis, and CapCut draft export.
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Tutorials·1 min
Cursor + Claude Code in Practice: Integrating a JWT Authentication System into an Open Source Project
A hands-on guide showing how to use Cursor and Claude Code together to integrate a JWT authentication system into Microsoft's open source Magentic-UI project, with reusable methodology for open source secondary development.
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Deep Dives·3 min
The Essence of AI Alignment: Aligning What to Do, Not How to Do It
The core of AI alignment is aligning What to do, not How to do. Through an Alembic database migration case, learn how Harness engineering crystallizes dev standards into reusable assets for automated programming.
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Tutorials·3 min
Webman Resource Routes: Generate 8 RESTful Endpoints with One Line of Code
Learn how Webman's Route::resource generates 8 RESTful endpoints with one line of code, covering full CRUD, soft delete, and recovery operations.
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Tutorials·4 min
Google Jules Official Launch: A Complete Guide to the Free AI Coding Agent
Google's AI coding agent Jules is now officially available, with a free tier offering 15 tasks/day. Covers Jules's 5 core features, GitHub integration, CLI support, use cases, and practical tips.
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Product Reviews·3 min
OpenAI Codex Free Design Features Tested: How Does It Compare to Claude Design?
OpenAI Codex launches free design features with GPT Image 2 for a complete design-to-code pipeline. Detailed comparison with Claude Design on text rendering, code conversion, and workflow completeness.
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Product Reviews·3 min
The Complete Guide to Mistral Wire: Free Open-Source Terminal AI Coding Assistant & Best Claude Code Alternative
Deep dive into Mistral Wire—a free open-source terminal AI coding assistant. Detailed comparison with Claude Code, covering sub-agents, parallel tasks, slash commands, installation guide & demos.
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Tutorials·2 min
2026 AI Large Language Model Learning Roadmap: Complete Guide from Zero to Agent Development
2026 AI large model learning roadmap: from Python basics and prompt engineering to RAG knowledge base, Agent development, and fine-tuning deployment. A complete 42-episode full-stack tutorial with three proven paths for enterprise AI deployment.
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Deep Dives·4 min
Will Frequent Git Commits Fill Up Your Hard Drive? Delta Compression & Packfile Mechanism Explained
Will frequent Git commits fill your hard drive? Deep dive into Git's Delta compression and Packfile mechanism, revealing why pure code commits cost almost nothing and identifying the real culprit — large binary files.
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Tutorials·3 min
AI Agent Context Management in Practice: A Complete Guide from Death Loops to Intelligent Truncation
Deep dive into AI Agent context management: a three-step strategy from naive truncation to intelligent memory, covering sub-Agent architecture and long session evals to solve LLM context bloat.
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Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
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Product Reviews·3 min
Mistral Vibe Hands-On Review: Is This $15/Month Claude Code Alternative Actually Worth It?
Hands-on review of Mistral Vibe terminal AI coding agent: sub-agent orchestration, async tasks, custom skills. At $15/month vs Claude Code's $200, is it worth it?
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Tutorials·3 min
AI Agent Development in Practice: 5 Evolutionary Stages from API Calls to Multi-Agent Collaboration
A complete guide to AI Agent development evolution: from API First principles to multi-Agent collaboration, covering prompt optimization, context engineering, and memory mechanisms to build reliable enterprise Agent systems.
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Tutorials·2 min
Cursor AI Beginner's Guide: 10 Core Features Explained with Hands-On Examples
A complete guide to Cursor AI's 10 essential features: Agent mode, MCP servers, project rules, context management, and more—with hands-on demos to build an efficient AI coding workflow.
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Product Reviews·2 min
One Month of Vibe Coding: Lessons Learned from Building Real Projects with Zero Coding Experience
A creator with zero coding experience spent one month Vibe Coding with OpenAI Codex, completing two real projects. Here are the real pitfalls and three hard-won lessons.
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Expert Opinions·2 min
Agent Observability in Practice: Self-Diagnostics, Implicit Signals, and Production Monitoring Systems Explained
Deep dive into AI Agent observability: self-diagnostics, explicit and implicit signal monitoring, trajectory visualization, and root cause analysis for production Agent systems.
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Tutorials·4 min
OpenManus Local Deployment Tutorial: DeepSeek Configuration & Real-World Testing Results
Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API configuration, and 3 real-world test cases validating AI Agent capabilities including web search and file generation.
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Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
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