#code security
11 related articles
·1 min
Claude Code for Test Development in Practice: An AI Programming Workflow That Doubles Your Efficiency
A practical guide to Claude Code for test development: auto-generating test scripts, Plan Mode workflows, MCP + Playwright integration, and Subagent parallel tasks to build systematic AI-assisted workflows.
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Claude Code Dynamic Workflows Explaine…
·2 min
Claude Code Dynamic Workflows Explained: A Hands-On Guide to Sub-Agent Orchestration and Reuse
Learn how Claude Code Dynamic Workflows orchestrate sub-agents for parallel tasks. Compare four collaboration modes, enable workflows, and save them for reuse.
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Cursor Account-Sharing "Refill" Plugin…
·3 min
Cursor Account-Sharing "Refill" Plugins: How They Work, the Risks, and Compliant Alternatives
Deep dive into Cursor refill plugins: account pool sharing, pay-per-use billing, risks of ToS violations, privacy leaks, and bans, plus compliant AI coding alternatives.
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·3 min
What Are the Risks of Cracked Windsurf? Security Threats Behind "Unlimited Free Refills"
Analysis of cracked Windsurf risks including code leakage, malware injection, and legal issues, plus safe free alternatives for AI programming.
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·2 min
Cursor Integrates with Jira: How an AI Coding Assistant Becomes an Autonomous Development Agent
Cursor officially integrates with Atlassian Jira, enabling developers to assign tickets to AI that autonomously handles requirements, coding, and PR submission. Analysis of workflow, industry trends, and team impact.
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Deep Dives·3 min
How Claude Code Works: Inside the Agentic Programming Tool
Deep dive into Claude Code's core mechanisms including tool calling, agentic search, memory systems, and MCP protocol extensions. Learn how this CLI agent tool autonomously plans and executes complex development tasks.
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Tech Frontiers·2 min
Claude Mythos Real-World Test Falls Flat: Only 1 Low-Risk Vulnerability Found in 170K Lines of Code
Curl founder tests Anthropic's strongest model Claude Mythos on 170K lines of code—finds only 1 low-risk CVE with 3 false positives. Results severely contradict official claims.
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Product Reviews·3 min
CodeRabbit Free AI Code Review Tool Hands-On: VS Code Extension Experience
Hands-on review of CodeRabbit's free AI code review tool, covering VS Code extension setup, Git branch workflow integration, security detection, and AI coding assistant collaboration.
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Deep Dives
CodeRAG Technical Deep Dive: Four Core…
·3 min
CodeRAG Technical Deep Dive: Four Core Components That Help AI Truly Understand Your Codebase
Deep dive into CodeRAG's four core technologies: vector similarity search, file system tools, Code Knowledge Graph (CKG), and DeepWiki — how they work together to help AI coding assistants truly understand enterprise codebases and eliminate hallucinations.
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Product Reviews
AI Coding Appliance vs Cloud LLMs: Can…
·2 min
AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?
A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
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Tutorials
AI Code Explanation: Quickly Understan…
·2 min
AI Code Explanation: Quickly Understand Someone Else's C# Code
Learn how AI code explanation helps C# developers quickly understand others' code. A 3-step demo with Tongyi Lingma for code handoffs, Code Review, and legacy system maintenance.
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