Vibe-coded Boomberg site exposed hidden SQL injection risk

Bob Starr pushed Boomberg live immediately after building it, then learned months later that the site carried a hidden SQL injection risk. The site was meant to show how much United States tax money is flowing to tech companies, but the flaw could have let an attacker read or alter data Starr never intended to expose.

Starr described the mistake as “a glaring oversight” and “a complete blindspot,” a reminder that the speed of AI-assisted, or “vibe-coded,” development can outrun the discipline that normally keeps web apps safe. In this case, the danger was not abstract. SQL injection is one of the oldest and most damaging web vulnerabilities, and it can give outsiders access to records, settings, or administrative functions that should stay locked down.

Security guidance from OWASP has long treated SQL injection as a common and dangerous flaw, and it recommends prepared statements, parameterized queries, stored procedures, whitelist input validation, and least-privilege access as core defenses. CISA has also warned that SQL injection defects remain common enough to merit a secure-by-design alert, underscoring that the problem is not theoretical or rare. When those basics are skipped, a site can go public looking polished while carrying an open door inside.

The larger lesson is that vibe coding does not erase the need for review. Recent security research and reporting have warned that AI-generated code can introduce classic vulnerabilities if developers do not inspect it carefully, and Georgia Tech researchers have cautioned that projects built this way still need to be reviewed as thoroughly as any other software. Starr’s experience fits that warning: the application launched first, and the security problem surfaced only after the fact.

That sequence is exactly what should not happen. Before any AI-built app goes live, the code needs to be checked for parameterized database queries, tested for injection flaws, and reviewed for whether each account can only reach the data it truly needs. It also needs input validation, careful access controls, and a human sign-off that treats speed as a convenience, not a substitute for security. Boomberg’s flaw shows how quickly a public-facing project can move from idea to exposure when basic safeguards are left until later.