All case studies

Adversarial Training

HLE Adversarial Training

Designed and delivered thousands of expert-crafted adversarial prompts targeting frontier model weaknesses on Humanity’s Last Exam, significantly improving robustness across critical reasoning dimensions.

Reasoning dimensions

Fundamental Limitations
Domain Gaps
Robustness Issues
Formal Reasoning→Multi-step→Counterfactual→Structured→Ambiguity