Emerging Technologies:
- Multi-agent workflow orchestration platforms (SimStudioAI, CopilotKit) — These platforms will become the new operating systems—whoever controls agent orchestration controls the next computing paradigm, not whoever trains the best foundation models
- World model training from human video demonstration — Solves robotics' data problem by using YouTube as training data—every human action ever recorded becomes robot training material, accelerating physical AI deployment by years
- Real-time photorealistic view synthesis (SHARP) — Single-image to 3D scene generation eliminates the content creation bottleneck for AR/VR—spatial computing finally gets its content layer
Research Insights:
- Nemotron-Cascade's cascading reasoning shows diminishing returns to scale are solvable through architecture, not just parameters—efficiency will beat size
Patent Signals:
- Autobrains' signature validation patents indicate autonomous systems are prioritizing verification over performance—liability concerns are driving defensive innovation