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Attacker Builder

Prototype attacker-side framework for execution-grounded security evaluation in safe code generation.

Instead of depending on a static analyzer reward, this repo follows this direction: an attacker model generates adversarial inputs, the candidate code is executed in a lightweight sandbox, and security signals come from runtime behavior, outputs, and logs.

Main workflow

We aim to

  • Replaces static-analyzer-only security rewards with execution-based evidence.
  • Uses input-only attack generation, which is easier to scale than generating full test cases with expected outputs.

Attacker design options

Attacker design options