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