- AI-driven organizations — how organizations can be designed around AI-first workflows that integrate human and artificial reasoning into the operating model. We investigate the architectures and evaluation methods for adaptive workflows, agentic pipelines, and multi-level reasoning systems in which one layer observes and adjusts another.
- Agentic-Oriented Solution Engineering — how adaptive AI workflows can be designed to act autonomously, observe changing conditions, adapt their behavior, and reconfigure their operations. We investigate the reusable elements, workflow representations, system architectures, and multi-agent compositions that support their creation and evaluation.
- Social skills of AI agents — how people and AI agents can work together in AI-first workflows with clear roles, coordinated contributions, and accountability. We investigate the role models, coordination mechanisms, human oversight, and decision structures that enable collective intelligence.
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