#SAST alternative
39 related articles
·2 min
Why Are Developers Leaving GitHub? A Deep Dive into Codeberg and Self-Hosting Alternatives
More developers are migrating to Codeberg or self-hosted Git platforms over data sovereignty, AI training disputes, and centralization risks. A deep dive into why they're leaving GitHub and how alternatives compare.
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·5 min
GLM-5.2 Hands-On Review: A 753B-Parameter Open Model That Beats GPT and Claude on Value
In-depth hands-on review of Zhipu AI's flagship GLM-5.2: a 1M-token context window and API pricing just one-fifth of GPT/Claude. Covers website building, Chrome extensions, 3D game cloning, and agentic workflows.
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·3 min
Real-World Test: GPT-4.1 mini Solved a Crash Bug That Stumped Every Chinese LLM
Real debugging case: when 400MB of source code and 40K files caused an infinite crash loop, MiniMax M3, DeepSeek, and Hunyuan all gave wrong answers. GPT-4.1 mini found the root cause after an hour of deep reasoning.
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·4 min
AI Coding Security: A CLI Tool Designed to Block Vulnerable Dependencies for Agents
AI coding assistants (Copilot/Cursor/Claude Code) frequently introduce vulnerable dependencies and hallucinate package names. This post analyzes an Agent-native CLI security tool and the shift-left security philosophy for AI-era supply chains.
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·5 min
OSINT Tools for Automated Discovery of Exposed Files on Domains: Principles, Applications, and Compliance Boundaries
Deep dive into how OSINT automation tools discover exposed files on domains, covering dictionary probing principles, attack surface management, bug bounty techniques, and compliance boundaries.
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6 Free GitHub Security Settings Every …
·4 min
6 Free GitHub Security Settings Every Maintainer Should Enable
GitHub offers 6 free security settings for open source maintainers: 2FA, Dependabot alerts, secret scanning, branch protection, permission reviews, and code scanning. Configure once, benefit long-term.
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·4 min
7-Step Framework for Deploying Commercial AI Agents: From Requirements to Production
A detailed 7-step guide to building commercial AI Agents, covering requirements, platform selection (Coze/Dify/FastGPT), prompt engineering, databases, UI, testing, and deployment.
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·3 min
Yongnuo YN433 II In-Depth Review: Why This $399 Streaming Camera Is Not Recommended
The Yongnuo YN433 II is a $399 M4/3 streaming camera with a Sony sensor and all-metal body, but its Android implementation is disastrous with broken manual controls and erratic white balance.
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·3 min
Claude Sonnet 4 Invents Its Own Browser Automation: The Wild Debugging Journey of a CSS Bug
Simon Willison shares how Claude Sonnet 4 (Fable) autonomously invented PyObjC screenshots, built a CORS server, and penetrated Shadow DOM to debug a CSS bug — revealing both tool-making power and security risks.
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·4 min
Can't Fill Out Prompt Templates Properly? The Four-Module Incremental Method Doubles Your AI Output Quality
Struggling with prompt templates? Learn the four-module incremental method—Role, Skills, Constraints, Response Format—to dramatically improve AI output quality.
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Tutorials·3 min
InsForge in Practice: A Lightweight Open-Source Backend Platform That Unleashes AI Programming
A hands-on guide to InsForge, the open-source backend platform. See how Claude Code builds a complete web app with zero backend knowledge, comparing advantages over Supabase.
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Product Reviews·3 min
Claude Code v2.1.143 Update: Plugin Dependency Chain Management & Background Session State Persistence
Claude Code v2.1.143 brings intelligent plugin dependency chain management, background session model parameter persistence, Agent mode parameterized configuration, and critical Windows/macOS bug fixes.
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Tutorials·3 min
Cursor Interface Fully Explained: Master the Four Core Workspaces from Scratch
A detailed guide to Cursor's four core workspaces: File Explorer, Code Editor, Terminal, and AI Chat Panel. Learn Agent mode, Ask mode, Git version control, and key settings for beginners.
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Expert Opinions·2 min
The Real Experience of AI Programming: A Developer's Firsthand Account of Capabilities, Limitations, and Proper Usage
Deep analysis of AI programming tools' real capabilities and limitations: CEO overhype, developer job market truth, vibe coding horror stories, and proven usage rules.
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Tutorials·4 min
Claude Opus 4.5 Tutorial: Real-World Coding Tests + How to Access from China Without a VPN
Hands-on review of Claude Opus 4.5's coding, writing, and data visualization capabilities. Includes two methods for accessing it from China without a VPN, plus real demos of bug fixing and dashboard development.
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Tech Frontiers·4 min
IBM Think 2025 Deep Dive: Rising Hallucination Rates in Reasoning Models and OpenAI's Acquisition of Windsurf
Deep dive into IBM Think 2025's Generative Computing and Granite 4, why reasoning model hallucination rates are rising, and OpenAI's $3B Windsurf acquisition strategy.
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Tech Frontiers·3 min
Data Center Maps: Find Out Where the Data Centers Near You Are Located
The AI boom is driving massive data center expansion, with tech giants like Google consuming public land. Use data center map tools to see nearby facilities and understand their impact on land, energy, and communities.
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Product Reviews·3 min
LiteLLM: A Deep Dive into the Open-Source Gateway for 100+ LLM APIs
Deep dive into LiteLLM, the open-source AI gateway supporting 100+ LLM APIs with a unified OpenAI format. Covers core features, usage modes, and enterprise use cases.
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