200 adversarial rounds. 4 breaches. 98% defense. Five 1.5–7B local models on a single RTX 5070 beat frontier cloud attackers (DeepSeek V3.2, Qwen 3.5 397B, Mistral Large 3). The Druid defender (llama3.2:3b) synthesised every new defence pattern. The big-model premium is shrinking.
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