C++ Browser Spoofing: How Camofox Bypasses Modern Anti-Bot Systems
5 hours ago 高效码农How to Bypass Modern Anti-Bot Systems with C++ Level Spoofing: A Deep Dive into Camofox Browser Image Source: Unsplash The core question this section answers: Why do traditional Puppeteer or Playwright solutions fail when facing modern anti-detection systems (like Cloudflare), and how can we achieve true stealth by leveraging lower-level C++ technology? In the realm of automated agents today, enabling an AI to browse the web like a human is no longer just a technical requirement—it is a battle for survival. Whether you are scraping data from X (Twitter), Product Hunt, or Amazon, developers face the same harsh reality: traditional …
ClickClickClick: How Any LLM Can Control Your Android or Mac with Simple Commands
27 days ago 高效码农ClickClickClick in Depth: How to Let Any LLM Drive Your Android Phone or Mac Without Writing UI Scripts “ What’s the shortest path from a spoken sentence to a working UI automation? Install ClickClickClick, pick an LLM, type one line—done in under three minutes. What This Article Answers What exactly is ClickClickClick and how does it turn words into clicks? Which real-world tasks (with exact commands) can I copy-paste today? How do I install, configure, and run my first task on both Android and macOS? How do I mix and match LLMs so the job finishes fast, accurately, and cheaply? …
Evo-Memory Benchmark: How LLM Agents Learn During Deployment
2 months ago 高效码农Evo-Memory: The streaming benchmark that forces LLM agents to learn at test time, not just remember What makes an agent truly get better while it works? A self-evolving memory that can retrieve, refine and reuse strategies across a never-ending task stream—Evo-Memory measures exactly that. What problem is Evo-Memory trying to solve? Core question: “Why do most LLM agents plateau even when they store every chat log?” Short answer: Storing is not learning. Static retrieval only replays facts; it never updates the policy. In long-horizon or goal-oriented streams the same type of sub-task appears again and again, but the agent treats …