Emerging Technologies:
- 40KB conversational AI models (Z80-μLM) — Enables AI deployment on IoT devices, embedded systems, and offline environments—breaks the cloud dependency that has defined the AI era and democratizes access in bandwidth-constrained regions
- Test-time training for infinite context — Solves the context length problem without architectural changes—enables AI systems to process entire codebases, legal documents, or research corpuses in single sessions
- Video diffusion transparency detection — Computer vision breakthrough for understanding complex 3D scenes from 2D video—applications in autonomous vehicles, robotics, and AR/VR spatial computing
Research Insights:
- Physics-informed neural networks enabling device-level AI modeling suggest hardware-software co-evolution accelerating
- Multi-modal agent frameworks proliferating faster than safety standards can develop
Patent Signals:
- Anthropic's public Agent Skills framework suggests defensive patenting strategy against closed AI platforms