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Probe blog
Probe notes on AI-assisted engineering, launch risk, and owning what your app ships.
The next security review starts before you find a bug
A proof-first security review starts with narrow, dated evidence about the public app surface before users, buyers, or attackers ask harder questions.
We scanned 27 vibecoded apps from the outside. Every one had something open.
Probe scanned 27 recently shipped vibecoded apps from the outside. Every one had at least one finding.
The Vibe Coder Reset: AI Can Write Code, But It Cannot Own the Consequences
AI coding agents are useful enough to change how software gets made. That is exactly why the workflow around them needs to get stricter, not looser.