Emerging Technologies:
- Distributed home AI clusters (Exo, LocalAI ecosystem) — Democratizes AI compute and enables privacy-preserving inference at scale—enterprises will demand this architecture within 12 months
- Test-time depth refinement for 3D vision — Dramatically improves vision quality without retraining—crucial breakthrough for robotics and AR/VR applications
- Agent-based terminal coding environments — Transforms software development from human-driven to AI-orchestrated workflows—the last mile of code generation automation
Research Insights:
- Multi-modal agent systems with vision capabilities reaching production readiness
- Inference-time optimization papers suggest 10x efficiency gains possible without model retraining
Patent Signals:
- FANUC's motor signal filtering patents indicate manufacturing AI integration accelerating
- Automotive radar generation patents reveal autonomous vehicle timeline compression