The AI Vulnerability Discovery Era Has Arrived: Why Copy Fail, Dirty Frag, Fragnesia, and ssh-keysign-pwn Clustered Together

Starting from four recent Linux kernel vulnerabilities, Copy Fail, Dirty Frag, Fragnesia, and ssh-keysign-pwn, this article explains why vulnerabilities seem to be appearing more suddenly and how AI-assisted vulnerability discovery, historical technical debt, kernel complexity, and performance optimizations are changing the speed of discovery.

From ENEMY's 840 Million Views and 2,000 Yuan Revenue Share: Understanding Douyin Short Drama Monetization

Using the controversy around ENEMY's 840 million views and roughly 2,000 yuan in platform revenue share, this article explains why views are not the same as monetizable views, why free traffic is not cash income, and why short drama revenue increasingly depends on platform programs, commercial deals, and user payments.