#software verification
1241 related articles
Research·4 min
Deep Dive into Claude Code's Open-Source Architecture: The Design Philosophy Behind 510,000 Lines of Code
Deep analysis of Claude Code's open-source architecture: dual-loop design, 7-step tool pipeline, 4-layer token compression, memory systems, and multi-agent collaboration patterns.
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Tutorials·4 min
Practical Guide to Building a Local AI Knowledge Base with Qwen3.5 + RAGFlow + Ollama
Step-by-step guide to building a local RAG knowledge base using RAGFlow, Ollama, and LM Studio with Docker, covering Embedding model deployment and network troubleshooting for private AI Q&A.
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Tutorials·3 min
Complete Guide to Connecting Codex with DeepSeek V4: API Configuration & Plugin Unlock
Complete guide to connecting Codex with DeepSeek V4 via CC Switch relay, including API Key setup, channel configuration, and plugin unlock steps for cost-effective AI programming.
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Tutorials·4 min
AI Trading Bot Battle Royale: Natural Selection Among 15 Agents to Find the Most Profitable
15 AI trading Bots each holding $1,000 compete live on Hyperliquid, with natural selection eliminating losers. Reveals real win rates, optimal strategies, and key risks of AI autonomous trading.
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Industry Insights·4 min
Deep Dive into Claude Code's Open-Source Architecture: Six Core Design Principles and Engineering Practices Revealed
Deep analysis of Claude Code's open-source architecture: six core design principles including dual-loop mechanism, seven-step tool pipeline, four-layer token compression, multi-agent collaboration, and memory systems.
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Product Reviews·3 min
AIX Platform Hands-On Review: One-Click AI Workflow for E-commerce Product Detail Pages
Hands-on review of AIX platform's e-commerce detail page AI workflow. Upload a product image to auto-generate 12 detail page designs in minutes—zero learning curve, ideal for sellers and designers.
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Tutorials·2 min
Claude Code 1.7+ Third-Party API Locked: Solutions
Claude Code 1.7+ locks third-party model APIs? This guide provides two solutions using the CLAUDE_ENV environment variable to unlock dev mode and reconfigure DeepSeek and other APIs.
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Tutorials·3 min
Hermes Orchestrating DeepSeek + MiniMax Dual-AI Collaborative Coding: A From-Scratch Project Test
Testing Hermes agent coordinating DeepSeek V4 and MiniMax 2.7 for collaborative coding: PDF export in 9 minutes, RSS service built from scratch in Nim language.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: Hands-On Testing of Five Major Features Including Custom Models and Multi-Agent Parallel Development
Deep dive into Cursor 2.0's five major updates: custom Composer model, Git Worktrees multi-agent parallel development, Agent View mode, built-in browser, and more—with hands-on evaluation.
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Tutorials·3 min
Passing Apple's Account Deletion Review in One Night with Cursor: A Complete Hands-On Walkthrough
Developer uses Cursor AI to implement iOS account deletion in one night, passing Apple's data compliance review. Covers prompt writing, soft delete design, Rules config, and MCP integration.
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Product Reviews·3 min
Cursor 1.0 Major Update: Background Agent, BugBot, and Memory System Fully Explained
Deep dive into Cursor 1.0's major updates including Background Agent for async programming, BugBot automated code review, Memory System, and one-click MCP installation with setup tutorials.
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Tutorials·2 min
Cursor AI Tutorial: Generate a Mini Program from Scratch with a Single Sentence
Learn how to use Cursor AI code editor to generate a complete mini program project from scratch with a single natural language description. Covers the full workflow from project creation to compilation.
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Research·3 min
MementoGUI: A Multimodal Memory Management Framework for Solving Long-Horizon GUI Agent Amnesia
MementoGUI is a plugin-style multimodal memory management framework that solves GUI agent forgetting in long-horizon tasks through dual time-scale memory and four memory control operators, boosting long-task completion without fine-tuning.
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Product Reviews·4 min
BeMAD Open-Source Framework Hands-On: A 6-Hour Zero-to-Launch AI Full-Stack Development Experience
Deep dive into BeMAD, a GitHub open-source framework with 50+ guided workflows and 21 AI Agents that compressed WeChat Mini Program development from idea to launch into just 6 hours.
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Product Reviews·2 min
Atoms Cloud: Zero-Config Database, Auth, and Payment Integration for AI Full-Stack Development
Atoms Cloud uses AI to auto-detect project needs and zero-config enable databases, auth, Stripe payments, and deployment, helping indie devs turn demos into production-ready products fast.
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Tutorials·4 min
Semi-AI Mode: A Pragmatic Approach to API Automation Testing Frameworks
Explore the semi-AI approach to API automation testing: why pure AI fails, framework design principles, technology choices, and clear human-AI division of labor for practical implementation.
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Tutorials·3 min
Claude Code Plugin System Explained: Four Core Components Building an Extensible Development Platform
Deep dive into Claude Code 2.0.14's plugin system covering Slash Commands, Sub-agents, MCP integration, and Hooks—with demos on one-click plugin installation and custom code review plugin creation.
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Tutorials·3 min
Getting Started with Spring AI Alibaba: The Go-To Framework for Java Developers Integrating LLMs
A deep dive into Spring AI Alibaba's core positioning and advantages, helping Java developers quickly understand how to integrate LLMs through this framework.
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Tutorials·4 min
New API in Practice: Complete Tutorial for Building Your Own AI API Relay Station
Complete tutorial on building an AI API relay station using the New API open-source project, covering Docker deployment, server configuration, channel management, token distribution, and client verification.
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Industry Insights·3 min
In-Depth Analysis of IT Job Market: Is Switching to Software Testing Worth It?
In-depth analysis of front-end, back-end, operations, and other IT roles, with insights into software testing career paths and specializations for IT professionals considering a transition.
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