• Interpretability-oriented analysis of model behavior/welfare
• Heterogenous Model Swarms in Scalable Oversight / Automated Red Teaming
• Evaluation of internal consistency and failure modes
• Bio-mimetic memory and state management for long-running LLM agents
• Tooling to make agent behavior measurable and auditable