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Vibe Coding Tested: AI Agents Nail SQLi but Fail Miserably on Security Controls

Posted on January 15, 2026January 15, 2026 By CWS

Vibe coding generates a curate’s egg program: good in components, however the unhealthy components have an effect on the entire program.

Vibe coding, the usage of AI to generate pc code, is more and more fashionable. It permits any consumer with the power to put in writing AI prompts to additionally write applications. Vibe coding will increase pace in growth and reduces value to the corporate – however questions over the rapid efficacy and long run safety of vibe coded apps proceed.

Tenzai has examined 5 main AI coding brokers (Anysphere Cursor, Claude Code, OpenAI Codex, Replit, and Cognition Devin) to find which is finest and what may go improper. 

Every agent was tasked with constructing the identical three apps from an identical prompts in an identical circumstances – and the 15 outputs have been in contrast. Tenzai discovered a complete of 69 vulnerabilities, ranging in severity from crucial by excessive to low or medium.

Plainly, normally, vibe coding is sweet at avoiding points the place good coding practices are effectively established; that’s, there are clear do / don’t do guidelines. Not one of the generated apps contained an exploitable SQLi or XSS vulnerability.

They’re much less good the place points don’t have particular options. Authorization is an instance: good on the essential necessities however much less good when the authorization logic turns into extra complicated. “Some of the widespread points we encountered was improper authorization when accessing APIs,” feedback Tenzai. This must be a trigger for concern: APIs have lengthy been a major goal for cybercriminals.

SSRF is one other instance. Tenzai included an ‘SSRF pitfall’ in one in all its checks. “The end result was unanimous – all 5 brokers launched an SSRF vulnerability, permitting attackers to invoke requests to arbitrary URLs.”Commercial. Scroll to proceed studying.

Enterprise logic – widespread sense for people – can be poor. This isn’t shocking in itself since AI coding can solely work with what it’s advised. AI’s understanding of context is realized over time, not launched by one-off vibe coding prompts. Within the checks, when the prompts didn’t specify {that a} store order should be constructive, 4 of the 5 brokers allowed detrimental orders. Equally, three of the 5 brokers allowed the creation of merchandise with a detrimental value.

Whereas this could possibly be classed as a fault within the prompting, it’s indicative of the kind of error that can doubtless enhance with the elevated use of vibe coding by employees untrained in programming rigor.

What involved Tenzai most was what the brokers omitted: safety controls. “All of the coding brokers, throughout each take a look at we carried out, failed miserably when it got here to safety controls. It wasn’t that they applied them incorrectly, in virtually all instances – they didn’t even attempt.”

Tenzai’s checks recommend that present vibe coding doesn’t present good coding. Particularly, it requires very detailed and exact enter prompts. This may enhance the standard of the generated apps however not assure production-ready output. Moreover, we should always not count on untrained vibe coders to be able to the required degree of rigor.

Vibe coding won’t go away. The necessity for pace to keep up aggressive edge in enterprise, coupled with value financial savings of utilizing present employees somewhat than using certified programmers, means it would inevitably enhance in reputation. The coding brokers will enhance over time however won’t ever be good for all apps in all circumstances.

Tenzai’s testing resulted to find 69 vulnerabilities in 15 generated apps. It quickly discovered these vulnerabilities with its personal vulnerability product. Maybe we have to transfer towards including vibe testing to vibe coding.

Associated: Vibe Coding’s Actual Downside Isn’t Bugs–It’s Judgment

Associated: Vibe Coding: When Everybody’s a Developer, Who Secures the Code?

Associated: Flaw in Vibe Coding Platform Base44 Uncovered Non-public Enterprise Purposes

Associated: From Open Supply to OpenAI: The Evolution of Third-Celebration Threat

Security Week News Tags:Agents, Coding, Controls, Fail, Miserably, Nail, Security, SQLi, Tested, Vibe

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