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.
- 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.
