Emerging Technologies:
- Model Context Protocol for LLM workflow integration — Standardizes how AI models connect to real work—whoever controls workflow integration controls AI adoption in enterprise
- Terminal-native cloud management interfaces — Developer preference is shifting to keyboard-first, scriptable interfaces as cloud complexity increases—GUI vendors face disruption
- Spectral analysis for mathematical reasoning validation in AI — Could solve the hallucination problem in quantitative domains, making AI reliable for financial and scientific applications
Research Insights:
- VibeVoice demonstrates open-source voice AI reaching frontier quality—the moat around proprietary voice models is eroding faster than expected
- LLM-powered PCB design checking shows AI moving beyond code into physical engineering—hardware-software boundaries are dissolving
Patent Signals:
- Limited patent data available, but open-source dominance in trending projects suggests innovation is happening faster than patent cycles can capture