“Take SSRF [Server-Side Request Forgery]: there’s no universal rule for distinguishing legitimate URL fetches from malicious ones. The line between safe and dangerous depends heavily on context, making generic solutions impossible,” said Tenzai.
The obvious solution is that, having invented vibe coding agents, the industry should now focus on vibe coding checking agents, which, of course, is where Tenzai, a small startup not long out of stealth mode, thinks it has found a gap in the market for its own technology. It said, “based on our testing and recent research, no comprehensive solution to this issue currently exists. This makes it critical for developers to understand the common pitfalls of coding agents and prepare accordingly.”
Debugging AI
The deeper question raised by vibe coding isn’t how well tools work, then, but how they are used. Telling developers to keep eyes on vibe code output isn’t the same as knowing this will happen, any more than it was in the days when humans made all the mistakes.
