AI Spera CEO Warns of Security Risks After Moduui Changeop Hack
AI Spera CEO Kang Byung-tak strongly criticized contractors' reliance on vibe coding following the hacking incident involving the "Moduui Changeop" startup support platform.
He said a growing number of contractors are using artificial intelligence-generated code without sufficient verification, creating new security risks.
Kang cited the Moduui Changeop hack at the AIDC Security Technology Workshop held Sept. 7 at Militopia Hotel by Marine in Seongnam, Gyeonggi Province. "The websites built by contractors are a mess beyond imagination," he said.
Moduui Changeop is a startup support program run by the Ministry of SMEs and Startups. In June, non-public information belonging to 5,000 successful applicants in the program's first cohort was leaked externally, including email addresses, evaluation comments and summaries of startup ideas.
A government investigation found that some of the platform's application programming interfaces (APIs) contained non-public information. The data leaked while the APIs were being collected externally through methods including web crawling. The data was encrypted, but the encryption key needed to decrypt it was also exposed.
An AI solutions company participating in the program obtained non-public email addresses through abnormal API calls and other means. Controversy grew after the company sent promotional emails to those addresses. It was later revealed that about a month before the incident, an external security team had discovered a similar API vulnerability and reported it to the Moduui Changeop operator.
"News coverage has largely focused on the contractor having carried out the hacking, but in my view both issues are serious," Kang said.
The "two issues" Kang referred to were the actions of the company that obtained the non-public information and the platform's own security flaws. He argued that the fundamental problem was that the platform had been designed to allow such access in the first place.
"The code written by the contractor looks to me like it was probably created through vibe coding," Kang said. "Security was not considered at all."
Vibe coding is a development method in which users describe desired functions in natural language and AI generates the necessary code and user interface (UI). "Vibe coding is certainly a whole new world, but in my view it is a ticking time bomb," Kang said. "I think it has increased contractor supply-chain risks by more than 100-fold."
"ChatGPT or Claude does a very good job when you use it for security checks," he said. "But after fixing the issues, some functions stop working. If you use vibe coding again to fix those functions, new vulnerabilities emerge." Most of those problems involve permissions, he added.
Kang outlined major security problems found in systems built by contractors, including cases where users are authenticated but authorization checks are not performed; databases are left directly accessible from outside without firewalls or access restrictions; and actual client data is uploaded unchanged to test and development servers without access control lists (ACLs).
Kang also disclosed examples of security problems involving companies and public institutions beyond Moduui Changeop.
One involved an AI chatbot that Kang identified as a system belonging to the Agency for Defense Development. "AI chatbot screens containing important defense-related data are exposed on the internet and can simply be accessed," he said. "It is not even a case of the ID and password being 'admin admin' — there is no authentication at all. It actually works when you submit prompts."
He also cited what he described as a system belonging to the Financial Security Institute. "Access tokens and refresh tokens are exposed on the site as JSON files," Kang said. "This does not really even require hacking." Access and refresh tokens function as credentials issued by a server after login. If exposed, they can allow access with the account's privileges without a password.
Kang also cited examples involving private companies. Referring to a system he described as an AI service from Starbucks, he said, "You can see all the content immediately without logging in, and you can submit prompts as well."
Regarding an AI system for credit assessment developed by Upstage, Kang said, "There is no login, so not only can you look through all this data and freely submit prompts, but you can also see the actual data inside." He said the issue was particularly serious because the system contained various types of data, including apartment purchase contracts.
Kang said the examples illustrate how the external attack surface that companies must manage is expanding significantly in the AI era. "When people talk about hacking AI, they mostly think of prompt injection or attacks on AI models," he said. "But rather than hacking the AI itself, targeting administrator pages is much easier to compromise and attack."
AI Spera is a cybersecurity company founded in 2017.
Attack Surface Management (ASM), whose importance Kang emphasized by disclosing security issues at multiple companies and institutions, is AI Spera's core business. Its flagship solution, Criminal IP, collects and analyzes internet-connected IP addresses and servers to identify externally exposed assets and security risks.