Emerging Technologies:
- Agent team coordination with conformal prediction — Enables reliable multi-agent workflows for enterprise automation, potentially replacing entire business process categories
- Persistent AI memory systems (Claude-mem, Cognee) — Solves the context window bottleneck that prevents AI from handling complex, long-term tasks—unlocks AI as genuine business partner rather than just tool
- Physics-guided generative modeling — Could revolutionize simulation and prediction capabilities across industries from drug discovery to climate modeling
Research Insights:
- Multi-token prediction via self-distillation shows promise for improving reasoning capabilities without scaling model size
- Dynamic topology routing for agent systems enables adaptive coordination patterns
Patent Signals:
- OpenAI's Skills Catalog trending suggests patent strategy around modular AI capabilities