Vibe General AI rapidly generates code through conversational prompts, emphasizing speed and accessibility, especially in exploratory or prototype development. Developers often act as orchestrators, guiding prompts but reviewing output superficially, which increases the chance of missed vulnerabilities. In contrast, task‑focused AI involves developers more directly, using AI to assist with specific coding needs, allowing for closer oversight. While risks exist in both approaches—such as insecure training data or context‑blind suggestions—greater developer involvement helps reduce the likelihood of severe security gaps.

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