adaptive

Overview ¶

CaMeL Bypass targets the CaMeL capability-based access control defense, which achieves 67% attack neutralization. This module exploits policy definition gaps and capability boundary weaknesses.

Source: arXiv 2503.18813

Package adaptive implements adaptive attacks that systematically bypass specific defense mechanisms through optimization strategies.

DiffusionAttacker uses diffusion-model-inspired iterative refinement to generate adversarial prompts. The approach iteratively adds and removes noise from prompts to discover variants that bypass safety filters.

Note: Full diffusion model integration requires the Python ML bridge. This module implements the iterative refinement algorithm in pure Go using text-level perturbation (no actual diffusion model required).

Source: EMNLP 2025

SaltResistance implements anti-salting techniques that counter LLM Salting, a defense that reduces ASR to 3% by adding deployment-specific fine-tuning.

Source: Sophos CAMLIS 2025