#security auditing
371 related articles
Expert Opinions·2 min
The Faster AI Generates Code, the Faster Your Project Dies: Trust Engineering Is the Real Bottleneck
AI programming drives code generation cost to zero, but verifying correctness is the ultimate bottleneck. GitClear data shows 10x copy-paste surge. Developers must shift from writing to verifying code.
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Tutorials·2 min
GitHub Copilot Connected to Claude Code: Done with a Single Python File
A minimalist open-source solution using a single Python file to bridge GitHub Copilot's model capabilities to Claude Code. No extra API purchase needed, with team sharing and log auditing support.
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Tech Frontiers·2 min
Anthropic's Five-Point Cybersecurity Action Plan: How AI Defenders Can Outpace Attackers
Anthropic releases a five-point AI cybersecurity action plan, advocating responsible acceleration of arming defenders rather than restricting AI use. Analysis of its strategy, the offense-defense asymmetry, and industry impact.
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Tutorials·2 min
Complete Self-Study Roadmap for Cybersecurity: Four Stages from Zero to Hands-On Practice
How to self-study cybersecurity from zero? This guide provides a systematic four-stage roadmap covering fundamentals, penetration testing, range training, and real projects with recommended tools.
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Tech Frontiers·2 min
AI Weekly | OpenAI Codex Upgrade, Xiaomi Open-Sources Autonomous Driving Model, NVIDIA Open-Sources 2.6B Parameter World Model
This week's AI roundup covers NVIDIA's 2.6B parameter world model, Xiaomi's open-source autonomous driving model, OpenAI Codex upgrades, and Anthropic's $900B valuation funding round.
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Product Reviews·3 min
Herdr: Multi-Agent Terminal Management Tool for Effortlessly Managing Claude Code/Codex Multitasking
Herdr is a terminal management tool designed for AI Agents, supporting visual tracking and free switching between Claude Code, Codex, Aider and more, with remote management and mobile support.
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Tutorials·4 min
Gemini CLI API Key Configuration Tutorial: Use Gemini 3 Model for Free
Step-by-step guide to creating an API key in Google AI Studio and configuring it in Gemini CLI to use Gemini 3 for free, including project setup, $300 free credits, and preview feature activation.
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Industry Insights·1 min
AI Entry Point Expansion and Governance Catch-Up: Triple Signals from Anthropic, OpenAI, and Supply Chain Security
May 2025 AI industry trends: entry points are multiplying, governance is catching up. Analysis of Anthropic's compliance strategy, OpenAI Codex's takeover-ready design, and supply chain security.
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Tech Frontiers·3 min
Google Jules 1.5 Upgrade: Free Task Quota Increased 12x, Development Experience Completely Revamped
Google Jules 1.5 gets a major upgrade with daily free tasks jumping from 5 to 60, plus new copy/download buttons, context preservation, and significant performance improvements.
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Product Reviews·4 min
Manus Hands-On Review: One Prompt to Build a Snake Game — What AI Agents Can Really Do
Hands-on Manus AI Agent review: generate a playable Snake game and physics animation site with one prompt. Covers registration, how it differs from ChatGPT, cloud execution, and current limitations.
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Product Reviews·3 min
MiniMax M2.7 Hands-On Review: Coding Ability Rivals Claude Opus at 50x Lower Cost
In-depth hands-on review of MiniMax M2.7 agentic model: coding ability rivals Claude Opus 4.6 at 50x lower input cost. Real-world tests include MacOS system generation, game dev, and dynamic landing pages.
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Product Reviews·2 min
Firecrawl: The AI Web Scraping Powerhouse with 120K Stars — Essential for RAG Development
Deep dive into Firecrawl: an open-source web search, scraping, and data cleaning tool designed for AI Agents. Supports JS rendering, smart content extraction, and Markdown output — core infrastructure for RAG systems and AI automation.
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Tech Frontiers·2 min
OpenShell v0.0.34 Update: Live Sandbox Policy Updates, VM Installation Optimization & Security Hardening Explained
OpenShell v0.0.34 introduces live sandbox policy updates, streamlined install-vm setup, seccomp hardening, and HTTP normalization for enhanced AI sandbox flexibility and security.
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Tutorials·4 min
Gemini CLI + Kali Linux in Practice: A Complete Guide to AI-Automated Penetration Testing
Complete guide to Kali Linux 2025.3 with Gemini CLI integration for AI-automated penetration testing using natural language to drive Nmap, Nikto, and more.
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Product Reviews·3 min
Claude Haiku 4.5 In-Depth Review: Twice the Speed, But Can It Replace Sonnet?
Independent developer benchmarks Claude Haiku 4.5 vs Sonnet in agentic coding using a multi-agent monitoring system, revealing speed gains, precision gaps, and the optimal model hierarchy strategy.
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Deep Dives·4 min
Claude Code Auto Mode Fully Explained: Classifier Mechanism, Fault Tolerance Design & Security Protection
Deep dive into Claude Code Auto Mode: how the independent Classifier reviews AI operations, three-level graceful degradation prevents system deadlocks, SubAgent triple review with Prompt Injection protection, plus setup and plan requirements.
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Tutorials·3 min
Let AI Find Its Own Bugs: A Practical Guide to Fully Automated Code Review
A practical guide to fully automated AI Code Review through a 3D model generation project, covering checklist-driven review, layered verification, and distinguishing real bugs from false positives.
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Product Reviews·3 min
AIFlowy: A Java-Based Alternative to Dify for Enterprise AI Application Development
AIFlowy is an open-source AI app development platform built on Java, rivaling Dify and Coze with visual workflow orchestration, multi-model support, and RAG capabilities for enterprise teams.
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Product Reviews·3 min
Dify-Plus Deep Dive: An Open-Source Enterprise-Grade AI Application Platform Enhancement
Deep dive into Dify-Plus, an enterprise AI platform enhancement built on gin-vue-admin + Dify customization, offering multi-user permission management, Token monitoring, and ops auditing for enterprises.
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Expert Opinions·4 min
Interview with a Core Developer of Microsoft's Agent Framework: A Complete Analysis of Architecture Design and Evolution
In-depth interview with Microsoft Agent Framework core developer Roger Barreto on the evolution from Semantic Kernel, middleware architecture design, enterprise stability strategies, and AI development best practices.
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