All case studies
Red-TeamingDeveloper-tools company (confidential)·Developer Tools·6 weeks

Automated Adversarial Suite for Code Models

A continuous red-teaming pipeline generates novel jailbreaks against code-generation models every night. New failure classes surface fast.

Close-up of code on a laptop screen
Failure classes
30+
Coverage
Continuous
Duration
6 weeks
Industry
Developer Tools

The problem

Manual red-teaming ran every quarter. New model versions shipped every two weeks. The coverage gap kept widening.

Our approach

  • 1Built an LLM-driven jailbreak generator seeded with a curated attack taxonomy.
  • 2Wired nightly runs into CI with model-graded triage.
  • 3Routed novel findings to a human reviewer with full reproduction steps.

The outcome

Over 30 previously unknown failure classes surfaced in the first quarter. Every code-model release now ships with an attached red-team report.

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