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.”When implementing vibe coding approaches, companies should ensure that secure code review is part of any Secure Software Development Lifecycle and is consistently implemented,” commented Matthew Robbins, head of offensive security at security services company Talion. “Good practice frameworks should also be leveraged, such as the language-agnostic OWASP Secure Coding Practices, and language-specific frameworks such as SEI CERT coding standards.” Code should be tested using static and dynamic analysis before being deployed, Robbins added. The trick is to get debugging right. “Although vibe coding presents a risk, it can be managed by closely adhering to industry-standard processes and guidelines that go further than traditional debugging and quality assurance,” he noted.However, according to Eran Kinsbruner, VP of product marketing at application testing organization Checkmarx, traditional debugging risks being overwhelmed by the AI era.”Mandating more debugging is the wrong instinct for an AI-speed problem. Debugging assumes humans can meaningfully review AI-generated code after the fact. At the scale and velocity of vibe coding, that assumption collapses,” he said.”The only viable response is to move security into the act of creation. In practice, this means agentic security must become a native companion to AI coding assistants, embedded directly inside AI-first development environments, not bolted on downstream.”
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