Fine-tuning over prompting

Bake logic into model weights via fine-tuning. Weights harder to extract than prompt.

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Modular architecture

Different prompts per module. Compromise of one doesn't expose whole. Composable secrets.

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Obfuscation limits

Prompt obfuscation slows extraction but doesn't prevent. Motivated attacker will recover.

Legal

Trade secret law protection. NDA for developers. Contractual protection for user access.