Emerging Technologies:
- Parametric Reflective Memory Systems for agents — Solves the fundamental context limitation problem that prevents truly persistent AI assistants—whoever cracks this owns the agent ecosystem
- Skills-based agent orchestration (obra/superpowers, ruflo) — Creates standardized capability markets for AI functions, enabling rapid composition of complex automation workflows
- Edge speech recognition with cloud-level accuracy — Eliminates the privacy/latency trade-off for voice interfaces, enabling AI deployment in regulated environments
Research Insights:
- FlashOptim memory-efficient training enables edge deployment of larger models
- Physics-informed value representations in robotics bridge sim-to-real transfer gap
Patent Signals:
- Agent orchestration patents likely being filed rapidly as infrastructure battle intensifies