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Trained, Not Prompted: Why Fine-Tuned Models Beat LLM Wrappers for Offensive Security

The market is flooded with 'AI pentest' products that are just prompt wrappers around commercial LLMs. Here's why VEXT takes a fundamentally different approach.

Dev.to | Apr 26, 2026 | Vext Labs Inc

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