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Small Models, Precisely Tuned: A Two-Tier Small-Language-Model Architecture for Autonomous Penetration Testing Soft-Prompt-Tuned Strategic Reasoning Paired with a LoRA-Fine-Tuned Tool-Calling Executor, Evaluated Against VAmPI and OWASP Juice Shop
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